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Nussbaum YI, Hossain KSMT, Kaifi J, Warren WC, Shyu CR, Mitchem JB. Identifying gene expression programs in single-cell RNA-seq data using linear correlation explanation. J Biomed Inform 2024:104644. [PMID: 38631462 DOI: 10.1016/j.jbi.2024.104644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 02/29/2024] [Accepted: 04/14/2024] [Indexed: 04/19/2024]
Abstract
OBJECTIVE Gene expression analysis through single-cell RNA sequencing (scRNA-seq) has revolutionized our understanding of gene regulation in diverse cell types, tissues, and organisms. While existing methods primarily focus on identifying cell type-specific gene expression programs (GEPs), the characterization of GEPs associated with biological processes and stimuli responses remains limited. In this study, we aim to infer biologically meaningful GEPs that are associated with both cellular phenotypes and activity programs directly from scRNA-seq data. METHODS We applied linear CorEx, a machine-learning-based approach, to infer GEPs by grouping genes based on total correlation optimization function in simulated and real-world scRNA-seq datasets. Additionally, we utilized a transfer learning approach to project CorEx-inferred GEPs to other scRNA-seq datasets. RESULTS By leveraging total correlation optimization, linear CorEx groups genes and demonstrates superior performance in identifying cell types and activity programs compared to similar methods using simulated data. Furthermore, we apply this same approach to real-world scRNA-seq data from the mouse dentate gyrus and embryonic colon development, uncovering biologically relevant GEPs related to cell types, developmental ages, and cell cycle programs. We also demonstrate the potential for transfer learning by evaluating similar datasets, showcasing the cross-species sensitivity of linear CorEx. CONCLUSION Our findings validate linear CorEx as a valuable tool for comprehensively analyzing complex signals in scRNA-seq data, leading to deeper insights into gene expression dynamics, cellular heterogeneity, and regulatory mechanisms.
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Affiliation(s)
- Yulia I Nussbaum
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65201, USA
| | - K S M Tozammel Hossain
- Department of Information Science, University of North Texas, 3940 N Elm St, Denton, TX 76203, USA
| | - Jussuf Kaifi
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65201, USA; Department of Surgery, University of Missouri Hospital, 1 Hospital Dr., Columbia, MO 65212, USA; Harry S. Truman Memorial Veterans' Hospital, 800 Hospital Dr., Columbia, MO 65201, USA; Siteman Cancer Center, Washington University School of Medicine, 4921 Parkview Pl, St. Louis, MO 63110, USA
| | - Wesley C Warren
- Department of Surgery, University of Missouri Hospital, 1 Hospital Dr., Columbia, MO 65212, USA; Bond Life Sciences Center, University of Missouri, 1201 Rollin St., Columbia, MO 65211, USA
| | - Chi-Ren Shyu
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65201, USA
| | - Jonathan B Mitchem
- VA Northeast Ohio Healthcare System, 10701 East Boulevard, Cleveland, OH 44106, USA; Department of Colon and Rectal Surgery, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH, 44195, USA; Department of Inflammation and Immunity, Lerner Research Institute, 9500 Euclid Avenue, Cleveland, OH 44195, USA.
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2
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Carroll RA, Rice ES, Murphy WJ, Lyons LA, Thibaud-Nissen F, Coghill LM, Swanson WF, Terio KA, Boyd T, Warren WC. A chromosome-scale fishing cat reference genome for the evaluation of potential germline risk variants. Sci Rep 2024; 14:8073. [PMID: 38580653 PMCID: PMC10997796 DOI: 10.1038/s41598-024-56003-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 02/29/2024] [Indexed: 04/07/2024] Open
Abstract
The fishing cat, Prionailurus viverrinus, faces a population decline, increasing the importance of maintaining healthy zoo populations. Unfortunately, zoo-managed individuals currently face a high prevalence of transitional cell carcinoma (TCC), a form of bladder cancer. To investigate the genetics of inherited diseases among captive fishing cats, we present a chromosome-scale assembly, generate the pedigree of the zoo-managed population, reaffirm the close genetic relationship with the Asian leopard cat (Prionailurus bengalensis), and identify 7.4 million single nucleotide variants (SNVs) and 23,432 structural variants (SVs) from whole genome sequencing (WGS) data of healthy and TCC cats. Only BRCA2 was found to have a high recurrent number of missense mutations in fishing cats diagnosed with TCC when compared to inherited human cancer risk variants. These new fishing cat genomic resources will aid conservation efforts to improve their genetic fitness and enhance the comparative study of feline genomes.
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Affiliation(s)
- Rachel A Carroll
- Bond Life Sciences Center, University of Missouri, 1201 Rollins St., Columbia, MO, 65211, USA
| | - Edward S Rice
- Bond Life Sciences Center, University of Missouri, 1201 Rollins St., Columbia, MO, 65211, USA
| | - William J Murphy
- Department of Veterinary Integrative Biosciences, Texas A and M University, College Station, TX, 77843-4458, USA
| | - Leslie A Lyons
- Department of Veterinary Medicine and Surgery, College of Veterinary Medicine, University of Missouri, Columbia, MO, 65211, USA
| | - Francoise Thibaud-Nissen
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, USA
| | - Lyndon M Coghill
- Bioinformatics and Analytics Core, University of Missouri, 1201 Rollins St., Columbia, MO, 65211, USA
| | - William F Swanson
- Center for Conservation and Research of Endangered Wildlife, Cincinnati Zoo and Botanical Garden, 3400 Vine St., Cincinnati, OH, 45220, USA
| | - Karen A Terio
- Zoological Pathology Program, University of Illinois, 3300 Golf Rd, Brookfield, IL, 60513, USA
| | - Tyler Boyd
- Oklahoma City Zoo and Botanical Garden, 2000 Remington Pl., Oklahoma, OK, 73111, USA
| | - Wesley C Warren
- Bond Life Sciences Center, University of Missouri, 1201 Rollins St., Columbia, MO, 65211, USA.
- Department of Surgery, Bond Life Sciences Center, Institute of Data Science and Informatics, University of Missouri, 1201 Rollins St., Columbia, MO, 65211, USA.
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3
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Mao Y, Harvey WT, Porubsky D, Munson KM, Hoekzema K, Lewis AP, Audano PA, Rozanski A, Yang X, Zhang S, Yoo D, Gordon DS, Fair T, Wei X, Logsdon GA, Haukness M, Dishuck PC, Jeong H, Del Rosario R, Bauer VL, Fattor WT, Wilkerson GK, Mao Y, Shi Y, Sun Q, Lu Q, Paten B, Bakken TE, Pollen AA, Feng G, Sawyer SL, Warren WC, Carbone L, Eichler EE. Structurally divergent and recurrently mutated regions of primate genomes. Cell 2024; 187:1547-1562.e13. [PMID: 38428424 PMCID: PMC10947866 DOI: 10.1016/j.cell.2024.01.052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 11/26/2023] [Accepted: 01/31/2024] [Indexed: 03/03/2024]
Abstract
We sequenced and assembled using multiple long-read sequencing technologies the genomes of chimpanzee, bonobo, gorilla, orangutan, gibbon, macaque, owl monkey, and marmoset. We identified 1,338,997 lineage-specific fixed structural variants (SVs) disrupting 1,561 protein-coding genes and 136,932 regulatory elements, including the most complete set of human-specific fixed differences. We estimate that 819.47 Mbp or ∼27% of the genome has been affected by SVs across primate evolution. We identify 1,607 structurally divergent regions wherein recurrent structural variation contributes to creating SV hotspots where genes are recurrently lost (e.g., CARD, C4, and OLAH gene families) and additional lineage-specific genes are generated (e.g., CKAP2, VPS36, ACBD7, and NEK5 paralogs), becoming targets of rapid chromosomal diversification and positive selection (e.g., RGPD gene family). High-fidelity long-read sequencing has made these dynamic regions of the genome accessible for sequence-level analyses within and between primate species.
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Affiliation(s)
- Yafei Mao
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA; Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China.
| | - William T Harvey
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - David Porubsky
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Katherine M Munson
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Kendra Hoekzema
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Alexandra P Lewis
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Peter A Audano
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Allison Rozanski
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Xiangyu Yang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Shilong Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - DongAhn Yoo
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - David S Gordon
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA; Howard Hughes Medical Institute, University of Washington, Seattle, WA, USA
| | - Tyler Fair
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA
| | - Xiaoxi Wei
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Glennis A Logsdon
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Marina Haukness
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, Santa Cruz, CA, USA
| | - Philip C Dishuck
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Hyeonsoo Jeong
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Ricardo Del Rosario
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Vanessa L Bauer
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Bouder, CO, USA
| | - Will T Fattor
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Bouder, CO, USA
| | - Gregory K Wilkerson
- Department of Veterinary Sciences, Michale E. Keeling Center for Comparative Medicine and Research, The University of Texas MD Anderson Cancer Center, Bastrop, TX, USA; Department of Clinical Sciences, North Carolina State University, Raleigh, NC, USA
| | - Yuxiang Mao
- Institute of Neuroscience, State Key Laboratory of Neuroscience, Center for Excellence in Brain Science & Intelligence Technology, Chinese Academy of Sciences, Shanghai, China; Shanghai Center for Brain Science and Brain-Inspired Intelligence Technology, Shanghai, China
| | - Yongyong Shi
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China; Institute of Neuroscience, State Key Laboratory of Neuroscience, Center for Excellence in Brain Science & Intelligence Technology, Chinese Academy of Sciences, Shanghai, China; Shanghai Center for Brain Science and Brain-Inspired Intelligence Technology, Shanghai, China
| | - Qiang Sun
- Institute of Neuroscience, State Key Laboratory of Neuroscience, Center for Excellence in Brain Science & Intelligence Technology, Chinese Academy of Sciences, Shanghai, China; Shanghai Center for Brain Science and Brain-Inspired Intelligence Technology, Shanghai, China
| | - Qing Lu
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Benedict Paten
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, Santa Cruz, CA, USA
| | | | - Alex A Pollen
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA; Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Guoping Feng
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sara L Sawyer
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Bouder, CO, USA
| | - Wesley C Warren
- Department of Animal Sciences, Bond Life Sciences Center, University of Missouri, Columbia, MO, USA; Department of Surgery, School of Medicine, University of Missouri, Columbia, MO, USA; Institute of Data Science and Informatics, University of Missouri, Columbia, MO, USA
| | - Lucia Carbone
- Department of Medicine, Knight Cardiovascular Institute, Oregon Health and Science University, Portland, OR, USA; Division of Genetics, Oregon National Primate Research Center, Beaverton, OR, USA; Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA; Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR, USA
| | - Evan E Eichler
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA; Howard Hughes Medical Institute, University of Washington, Seattle, WA, USA.
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4
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Davenport KM, O'Neil EV, Ortega MS, Patterson A, Kelleher AM, Warren WC, Spencer TE. Single-cell insights into development of the bovine placenta†. Biol Reprod 2024; 110:169-184. [PMID: 37707543 DOI: 10.1093/biolre/ioad123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 08/23/2023] [Accepted: 09/12/2023] [Indexed: 09/15/2023] Open
Abstract
A central determinant of pregnancy success is proper development of the conceptus (embryo/fetus and associated extraembryonic membranes including the placenta). Although the gross morphology and histology of the bovine placenta have been well studied, the cellular and molecular mechanisms regulating placenta development and trophoblast differentiation and function remain essentially undefined. Here, single-cell transcriptome (scRNA-seq) analysis was performed on the day 17 bovine conceptus and chorion of day 24, 30, and 50 conceptuses (n = 3-4 samples per day) using the 10X Genomics platform. Bioinformatic analyses identified cell types and their ontogeny including trophoblast, mesenchyme, and immune cells. Loss of interferon tau-expressing trophoblast uninucleate cells occurred between days 17 and 30, whereas binucleate cells, identified based on expression of placental lactogen (CSH2) and specific pregnancy-associated glycoprotein genes (PAGs), first appeared on day 24. Several different types of uninucleate cells were present in day 24, 30, and 50 samples, but only one (day 24) or two types of binucleate cells (days 30 and 50). Cell trajectory analyses provided a conceptual framework for uninucleate cell development and binucleate cell differentiation, and bioinformatic analyses identified candidate transcription factors governing differentiation and function of the trophoblasts. The digital atlas of cell types in the developing bovine conceptus reported here serves as a resource to discover key genes and biological pathways regulating its development during the critical periods of implantation and placentation.
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Affiliation(s)
| | - Eleanore V O'Neil
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - M Sofia Ortega
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - Amanda Patterson
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
- Department of Obstetrics, Gynecology, and Women's Health, University of Missouri, Columbia, MO, USA
| | - Andrew M Kelleher
- Department of Obstetrics, Gynecology, and Women's Health, University of Missouri, Columbia, MO, USA
| | - Wesley C Warren
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO, USA
| | - Thomas E Spencer
- Division of Animal Sciences, University of Missouri, Columbia, MO, USA
- Department of Obstetrics, Gynecology, and Women's Health, University of Missouri, Columbia, MO, USA
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5
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Du K, Lu Y, Garcia-Olazabal M, Walter RB, Warren WC, Dodge T, Schumer M, Park H, Meyer A, Schartl M. Phylogenomics analyses of all species of Swordtails (Genus Xiphophorus ) highlights hybridization precedes speciation. bioRxiv 2024:2023.12.30.573732. [PMID: 38260540 PMCID: PMC10802237 DOI: 10.1101/2023.12.30.573732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Hybridization has been recognized as an important driving force for evolution, however studies of the genetic consequence and its cause are still lagging behind in vertebrates due to the lack of appropriate experimental systems. Fish of the central American genus Xiphophorus were proposed to have evolved with multiple ancient and ongoing hybridization events, and served as a valuable research model in evolutionary biology and in biomedical research on human disease for more than a century. Here, we provide the complete genome resource and its annotation of all 26 Xiphophorus species. On this dataset we resolved the so far conflicting phylogeny. Through comparative genomic analyses we investigated the molecular evolution of genes related to melanoma, for a main sexually selected trait and for the genetic control of puberty timing, which are predicted to be involved in pre-and postzygotic isolation and thus to influence the probability of interspecific hybridization in Xiphophorus . We demonstrate dramatic size-variation of some gene families across species, despite the reticulate evolution and short divergence time. Finally, we clarify the hybridization history in the genus Xiphophorus genus, settle the long dispute on the hybridization origin of two Southern swordtails, highlight hybridizations precedes speciation, and reveal the distribution of hybridization ancestry remaining in the fused genome.
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6
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Puritz JB, Guo X, Hare M, He Y, Hillier LW, Jin S, Liu M, Lotterhos KE, Minx P, Modak T, Proestou D, Rice ES, Tomlinson C, Warren WC, Witkop E, Zhao H, Gomez-Chiarri M. A second unveiling: Haplotig masking of the eastern oyster genome improves population-level inference. Mol Ecol Resour 2024; 24:e13801. [PMID: 37186213 DOI: 10.1111/1755-0998.13801] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 12/16/2022] [Accepted: 03/20/2023] [Indexed: 05/17/2023]
Abstract
Genome assembly can be challenging for species that are characterized by high amounts of polymorphism, heterozygosity, and large effective population sizes. High levels of heterozygosity can result in genome mis-assemblies and a larger than expected genome size due to the haplotig versions of a single locus being assembled as separate loci. Here, we describe the first chromosome-level genome for the eastern oyster, Crassostrea virginica. Publicly released and annotated in 2017, the assembly has a scaffold N50 of 54 mb and is over 97.3% complete based on BUSCO analysis. The genome assembly for the eastern oyster is a critical resource for foundational research into molluscan adaptation to a changing environment and for selective breeding for the aquaculture industry. Subsequent resequencing data suggested the presence of haplotigs in the original assembly, and we developed a post hoc method to break up chimeric contigs and mask haplotigs in published heterozygous genomes and evaluated improvements to the accuracy of downstream analysis. Masking haplotigs had a large impact on SNP discovery and estimates of nucleotide diversity and had more subtle and nuanced effects on estimates of heterozygosity, population structure analysis, and outlier detection. We show that haplotig masking can be a powerful tool for improving genomic inference, and we present an open, reproducible resource for the masking of haplotigs in any published genome.
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Affiliation(s)
- Jonathan B Puritz
- Department of Biological Sciences, University of Rhode Island, Kingston, Rhode Island, USA
| | - Ximing Guo
- Haskin Shellfish Research Laboratory, Department of Marine and Coastal Sciences, Rutgers University, Port Norris, New Jersey, USA
| | - Matthew Hare
- Department of Natural Resources and the Environment, Cornell University, Ithaca, New York, USA
| | - Yan He
- Haskin Shellfish Research Laboratory, Department of Marine and Coastal Sciences, Rutgers University, Port Norris, New Jersey, USA
| | - LaDeana W Hillier
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
| | - Shubo Jin
- Haskin Shellfish Research Laboratory, Department of Marine and Coastal Sciences, Rutgers University, Port Norris, New Jersey, USA
| | - Ming Liu
- Haskin Shellfish Research Laboratory, Department of Marine and Coastal Sciences, Rutgers University, Port Norris, New Jersey, USA
| | - Katie E Lotterhos
- Department of Marine and Environmental Sciences, Northeastern University Marine Science Center, Nahant, Massachusetts, USA
| | - Pat Minx
- Donald Danforth Plant Science Center, Olivette, Missouri, USA
| | - Tejashree Modak
- Department of Cell and Molecular Biology, University of Rhode Island, Kingston, Rhode Island, USA
| | - Dina Proestou
- USDA Agricultural Research Service, National Cold Water Marine Aquaculture Center, Kingston, Rhode Island, USA
| | - Edward S Rice
- Bond Life Sciences Center, University of Missouri, Columbia, Missouri, USA
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, Missouri, USA
| | - Wesley C Warren
- Departments of Animal Sciences and Surgery, Institute of Informatics and Data Sciences, Bond Life Sciences Center, University of Missouri, Columbia, Missouri, USA
| | - Erin Witkop
- Department of Fisheries, Animal and Veterinary Sciences, University of Rhode Island, Kingston, Rhode Island, USA
| | - Honggang Zhao
- Department of Natural Resources and the Environment, Cornell University, Ithaca, New York, USA
| | - Marta Gomez-Chiarri
- Department of Fisheries, Animal and Veterinary Sciences, University of Rhode Island, Kingston, Rhode Island, USA
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7
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Rice ES, Alberdi A, Alfieri J, Athrey G, Balacco JR, Bardou P, Blackmon H, Charles M, Cheng HH, Fedrigo O, Fiddaman SR, Formenti G, Frantz LAF, Gilbert MTP, Hearn CJ, Jarvis ED, Klopp C, Marcos S, Mason AS, Velez-Irizarry D, Xu L, Warren WC. A pangenome graph reference of 30 chicken genomes allows genotyping of large and complex structural variants. BMC Biol 2023; 21:267. [PMID: 37993882 PMCID: PMC10664547 DOI: 10.1186/s12915-023-01758-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 11/02/2023] [Indexed: 11/24/2023] Open
Abstract
BACKGROUND The red junglefowl, the wild outgroup of domestic chickens, has historically served as a reference for genomic studies of domestic chickens. These studies have provided insight into the etiology of traits of commercial importance. However, the use of a single reference genome does not capture diversity present among modern breeds, many of which have accumulated molecular changes due to drift and selection. While reference-based resequencing is well-suited to cataloging simple variants such as single-nucleotide changes and short insertions and deletions, it is mostly inadequate to discover more complex structural variation in the genome. METHODS We present a pangenome for the domestic chicken consisting of thirty assemblies of chickens from different breeds and research lines. RESULTS We demonstrate how this pangenome can be used to catalog structural variants present in modern breeds and untangle complex nested variation. We show that alignment of short reads from 100 diverse wild and domestic chickens to this pangenome reduces reference bias by 38%, which affects downstream genotyping results. This approach also allows for the accurate genotyping of a large and complex pair of structural variants at the K feathering locus using short reads, which would not be possible using a linear reference. CONCLUSIONS We expect that this new paradigm of genomic reference will allow better pinpointing of exact mutations responsible for specific phenotypes, which will in turn be necessary for breeding chickens that meet new sustainability criteria and are resilient to quickly evolving pathogen threats.
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Affiliation(s)
- Edward S Rice
- Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
- Faculty of Veterinary Medicine, Ludwig-Maximilians-Universität, Munich, Germany
| | - Antton Alberdi
- Center for Evolutionary Hologenomics, Globe Institute, University of Copenhagen (UCPH), Copenhagen, Denmark
| | - James Alfieri
- Department of Ecology & Evolutionary Biology, Texas A&M University, College Station, TX, USA
| | - Giridhar Athrey
- Department of Poultry Science, Texas A&M University, College Station, TX, USA
| | - Jennifer R Balacco
- Vertebrate Genome Laboratory, The Rockefeller University, New York, NY, USA
| | - Philippe Bardou
- Sigenae, GenPhySE, Université de Toulouse, INRAE, ENVT, Castanet Tolosan, 31326, France
| | - Heath Blackmon
- Department of Biology, Texas A&M University, College Station, TX, USA
| | - Mathieu Charles
- University Paris-Saclay, INRAE, AgroParisTech, GABI, Sigenae, Jouy-en-Josas, France
| | - Hans H Cheng
- Avian Disease and Oncology Laboratory, USDA, ARS, USNPRC, East Lansing, MI, USA
| | - Olivier Fedrigo
- Vertebrate Genome Laboratory, The Rockefeller University, New York, NY, USA
| | | | - Giulio Formenti
- Vertebrate Genome Laboratory, The Rockefeller University, New York, NY, USA
| | - Laurent A F Frantz
- Faculty of Veterinary Medicine, Ludwig-Maximilians-Universität, Munich, Germany
- School of Biological and Behavioural Sciences, Queen Mary University of London, London, E1 4DQ, UK
| | - M Thomas P Gilbert
- Center for Evolutionary Hologenomics, Globe Institute, University of Copenhagen (UCPH), Copenhagen, Denmark
| | - Cari J Hearn
- Avian Disease and Oncology Laboratory, USDA, ARS, USNPRC, East Lansing, MI, USA
| | - Erich D Jarvis
- Vertebrate Genome Laboratory, The Rockefeller University, New York, NY, USA
- The Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Christophe Klopp
- Sigenae, Genotoul Bioinfo, MIAT UR875, INRAE, Castanet Tolosan, France
| | - Sofia Marcos
- Center for Evolutionary Hologenomics, Globe Institute, University of Copenhagen (UCPH), Copenhagen, Denmark
- Applied Genomics and Bioinformatics, University of the Basque Country (UPV/EHU), Leioa, Bilbao, Spain
| | | | | | - Luohao Xu
- Key Laboratory of Freshwater Fish Reproduction and Development (Ministry of Education), Key Laboratory of Aquatic Science of Chongqing, School of Life Sciences, Southwest University, Chongqing, 400715, China
| | - Wesley C Warren
- Department of Animal Sciences, University of Missouri, Columbia, MO, USA.
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8
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Warren WC, Rice ES, Maggs X, Roback E, Keene A, Martin F, Ogeh D, Haggerty L, Carroll RA, McGaugh S, Rohner N. Astyanax mexicanus surface and cavefish chromosome-scale assemblies for trait variation discovery. bioRxiv 2023:2023.11.16.567450. [PMID: 38014157 PMCID: PMC10680795 DOI: 10.1101/2023.11.16.567450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
The ability of organisms to adapt to sudden extreme environmental changes produces some of the most drastic examples of rapid phenotypic evolution. The Mexican Tetra, Astyanax mexicanus, is abundant in the surface waters of northeastern Mexico, but repeated colonizations of cave environments have resulted in the independent evolution of troglomorphic phenotypes in several populations. Here, we present three chromosome-scale assemblies of this species, for one surface and two cave populations, enabling the first whole-genome comparisons between independently evolved cave populations to evaluate the genetic basis for the evolution of adaptation to the cave environment. Our assemblies represent the highest quality of sequence completeness with predicted protein-coding and non-coding gene metrics far surpassing prior resources and, to our knowledge, all long-read assembled teleost genomes, including zebrafish. Whole genome synteny alignments show highly conserved gene order among cave forms in contrast to a higher number of chromosomal rearrangements when compared to other phylogenetically close or distant teleost species. By phylogenetically assessing gene orthology across distant branches of amniotes, we discover gene orthogroups unique to A. mexicanus. When compared to a representative surface fish genome, we find a rich amount of structural sequence diversity, defined here as the number and size of insertions and deletions as well as expanding and contracting repeats across cave forms. These new more complete genomic resources ensure higher trait resolution for comparative, functional, developmental, and genetic studies of drastic trait differences within a species.
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Affiliation(s)
- Wesley C. Warren
- Department of Animal Sciences, Department of Surgery, University of Missouri, Bond Life Sciences Center, Columbia, MO
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO
| | - Edward S. Rice
- Department of Animal Sciences, Department of Surgery, University of Missouri, Bond Life Sciences Center, Columbia, MO
| | - X Maggs
- Department of Animal Sciences, Department of Surgery, University of Missouri, Bond Life Sciences Center, Columbia, MO
| | - Emma Roback
- Department of Ecology, Evolution, and Behavior, University of Minnesota, Saint Paul, MN
| | - Alex Keene
- Department of Biology, Texas AM University, College Station, TX
| | - Fergal Martin
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Denye Ogeh
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Leanne Haggerty
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Rachel A. Carroll
- Department of Animal Sciences, Department of Surgery, University of Missouri, Bond Life Sciences Center, Columbia, MO
| | - Suzanne McGaugh
- Department of Ecology, Evolution, and Behavior, University of Minnesota, Saint Paul, MN
| | - Nicolas Rohner
- Stowers Institute for Medical Research, Kansas City, MO
- Department of Molecular and Integrative Physiology, KU Medical Center, Kansas City, KS
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9
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Hofmeister NR, Stuart KC, Warren WC, Werner SJ, Bateson M, Ball GF, Buchanan KL, Burt DW, Cardilini APA, Cassey P, De Meyer T, George J, Meddle SL, Rowland HM, Sherman CDH, Sherwin WB, Vanden Berghe W, Rollins LA, Clayton DF. Concurrent invasions of European starlings in Australia and North America reveal population-specific differentiation in shared genomic regions. Mol Ecol 2023. [PMID: 37933429 DOI: 10.1111/mec.17195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 09/22/2023] [Accepted: 10/23/2023] [Indexed: 11/08/2023]
Abstract
A species' success during the invasion of new areas hinges on an interplay between the demographic processes common to invasions and the specific ecological context of the novel environment. Evolutionary genetic studies of invasive species can investigate how genetic bottlenecks and ecological conditions shape genetic variation in invasions, and our study pairs two invasive populations that are hypothesized to be from the same source population to compare how each population evolved during and after introduction. Invasive European starlings (Sturnus vulgaris) established populations in both Australia and North America in the 19th century. Here, we compare whole-genome sequences among native and independently introduced European starling populations to determine how demographic processes interact with rapid evolution to generate similar genetic patterns in these recent and replicated invasions. Demographic models indicate that both invasive populations experienced genetic bottlenecks as expected based on invasion history, and we find that specific genomic regions have differentiated even on this short evolutionary timescale. Despite genetic bottlenecks, we suggest that genetic drift alone cannot explain differentiation in at least two of these regions. The demographic boom intrinsic to many invasions as well as potential inversions may have led to high population-specific differentiation, although the patterns of genetic variation are also consistent with the hypothesis that this infamous and highly mobile invader adapted to novel selection (e.g., extrinsic factors). We use targeted sampling of replicated invasions to identify and evaluate support for multiple, interacting evolutionary mechanisms that lead to differentiation during the invasion process.
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Affiliation(s)
- Natalie R Hofmeister
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, New York, USA
- Fuller Evolutionary Biology Program, Cornell Lab of Ornithology, Ithaca, New York, USA
| | - Katarina C Stuart
- School of Biological, Earth and Environmental Sciences, Evolution & Ecology Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
| | - Wesley C Warren
- Department of Animal Sciences and Surgery, Institute for Data Science and Informatics, University of Missouri, Columbia, Missouri, USA
| | - Scott J Werner
- United States Department of Agriculture, Animal and Plant Health Inspection Service, Wildlife Services, National Wildlife Research Center, Fort Collins, Colorado, USA
| | - Melissa Bateson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Gregory F Ball
- Department of Psychology, University of Maryland, College Park, Maryland, USA
| | | | - David W Burt
- Office of the Deputy Vice-Chancellor (Research and Innovation), The University of Queensland, Brisbane, Queensland, Australia
- The Roslin Institute, The Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Midlothian, UK
| | - Adam P A Cardilini
- School of Life and Environmental Sciences, Deakin University, Waurn Ponds, Victoria, Australia
| | - Phillip Cassey
- Invasion Science & Wildlife Ecology Lab, University of Adelaide, Adelaide, South Australia, Australia
| | - Tim De Meyer
- Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
| | - Julia George
- Department of Biological Sciences, Clemson University, Clemson, South Carolina, USA
| | - Simone L Meddle
- The Roslin Institute, The Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Midlothian, UK
| | - Hannah M Rowland
- Max Planck Institute for Chemical Ecology, Jena, Germany
- Department of Zoology, University of Cambridge, Cambridge, UK
| | - Craig D H Sherman
- The Roslin Institute, The Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Midlothian, UK
| | - William B Sherwin
- School of Biological, Earth and Environmental Sciences, Evolution & Ecology Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
| | - Wim Vanden Berghe
- Department of Biomedical Sciences, University Antwerp, Antwerp, Belgium
| | - Lee Ann Rollins
- School of Biological, Earth and Environmental Sciences, Evolution & Ecology Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
| | - David F Clayton
- Department of Genetics & Biochemistry, Clemson University, Clemson, South Carolina, USA
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10
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Bredemeyer KR, Hillier L, Harris AJ, Hughes GM, Foley NM, Lawless C, Carroll RA, Storer JM, Batzer MA, Rice ES, Davis BW, Raudsepp T, O'Brien SJ, Lyons LA, Warren WC, Murphy WJ. Single-haplotype comparative genomics provides insights into lineage-specific structural variation during cat evolution. Nat Genet 2023; 55:1953-1963. [PMID: 37919451 PMCID: PMC10845050 DOI: 10.1038/s41588-023-01548-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 09/20/2023] [Indexed: 11/04/2023]
Abstract
The role of structurally dynamic genomic regions in speciation is poorly understood due to challenges inherent in diploid genome assembly. Here we reconstructed the evolutionary dynamics of structural variation in five cat species by phasing the genomes of three interspecies F1 hybrids to generate near-gapless single-haplotype assemblies. We discerned that cat genomes have a paucity of segmental duplications relative to great apes, explaining their remarkable karyotypic stability. X chromosomes were hotspots of structural variation, including enrichment with inversions in a large recombination desert with characteristics of a supergene. The X-linked macrosatellite DXZ4 evolves more rapidly than 99.5% of the genome clarifying its role in felid hybrid incompatibility. Resolved sensory gene repertoires revealed functional copy number changes associated with ecomorphological adaptations, sociality and domestication. This study highlights the value of gapless genomes to reveal structural mechanisms underpinning karyotypic evolution, reproductive isolation and ecological niche adaptation.
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Affiliation(s)
- Kevin R Bredemeyer
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX, USA
- Interdisciplinary Program in Genetics & Genomics, Texas A&M University, College Station, TX, USA
| | - LaDeana Hillier
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Andrew J Harris
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX, USA
- Interdisciplinary Program in Genetics & Genomics, Texas A&M University, College Station, TX, USA
| | - Graham M Hughes
- School of Biology & Environmental Sciences, University College Dublin, Dublin, Ireland
| | - Nicole M Foley
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX, USA
| | - Colleen Lawless
- School of Biology & Environmental Sciences, University College Dublin, Dublin, Ireland
| | - Rachel A Carroll
- Department of Animal Sciences, University of Missouri, Columbia, MO, USA
| | | | - Mark A Batzer
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA
| | - Edward S Rice
- Department of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - Brian W Davis
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX, USA
- Interdisciplinary Program in Genetics & Genomics, Texas A&M University, College Station, TX, USA
| | - Terje Raudsepp
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX, USA
- Interdisciplinary Program in Genetics & Genomics, Texas A&M University, College Station, TX, USA
| | - Stephen J O'Brien
- Guy Harvey Oceanographic Center, Nova Southeastern University, Fort Lauderdale, FL, USA
| | - Leslie A Lyons
- Department of Veterinary Medicine & Surgery, University of Missouri, Columbia, MO, USA
| | - Wesley C Warren
- Department of Animal Sciences, University of Missouri, Columbia, MO, USA.
| | - William J Murphy
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX, USA.
- Interdisciplinary Program in Genetics & Genomics, Texas A&M University, College Station, TX, USA.
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11
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Habacher G, Malik R, Lait PJ, Coghill LM, Middleton RP, Warren WC, Lyons LA. Feline precision medicine using whole-exome sequencing identifies a novel frameshift mutation for vitamin D-dependent rickets type 2. J Feline Med Surg 2023; 25:1098612X231165630. [PMID: 37387221 DOI: 10.1177/1098612x231165630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/01/2023]
Abstract
OBJECTIVES A 14-week-old female domestic longhair kitten presented with shifting lameness and disproportionately smaller size compared with a co-housed littermate. METHODS Hematology and serum biochemical testing were conducted to investigate causes for delayed growth, and radiographs of the appendicular skeleton were obtained. RESULTS The afflicted kitten had marked hypocalcemia, mild hypophosphatemia and substantial elevations in alkaline phosphatase activity, as well as pathognomonic radiographic findings consistent with rickets. Skeletal changes and hypocalcemia prompted testing of concentrations of parathyroid hormone (PTH) and vitamin D metabolites. Endocrine testing demonstrated significant increases in serum concentrations of PTH and 1,25-dihydroxycholecalciferol (calcitriol), supporting a diagnosis of vitamin D-dependent rickets type 2. Provision of analgesia, supraphysiologic doses of calcitriol and calcium carbonate supplementation achieved normalization of the serum calcium concentration and restoration of normal growth, although some skeletal abnormalities persisted. Once skeletally mature, ongoing calcitriol supplementation was not required. Whole-exome sequencing (WES) was conducted to identify the underlying DNA variant. A cytosine deletion at cat chromosome position B4:76777621 in VDR (ENSFCAT00000029466:c.106delC) was identified and predicted to cause a stop codon in exon 2 (p.Arg36Glufs*18), disrupting >90% of the receptor. The variant was unique and homozygous in this patient and absent in the sibling and approximately 400 other cats for which whole-genome and whole-exome data were available. CONCLUSIONS AND RELEVANCE A unique, heritable form of rickets was diagnosed in a domestic longhair cat. WES identified a novel frameshift mutation affecting the gene coding for the vitamin D3 receptor, determining the likely causal genetic variant. Precision medicine techniques, including whole-exome and whole-genome sequencing, can be a standard of care in cats to identify disease etiologies, and to target therapeutics and personalize treatment.
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Affiliation(s)
| | - Richard Malik
- Centre for Veterinary Education, The University of Sydney, Sydney, NSW, Australia
| | | | - Lyndon M Coghill
- Department of Veterinary Pathobiology, College of Veterinary Medicine, University of Missouri, Columbia, MO, USA
| | | | - Wesley C Warren
- Division of Animal Sciences, College of Agriculture, Department of Surgery, School of Medicine, Institute for Data Science and Informatics, University of Missouri, Columbia, MO, USA
| | - Leslie A Lyons
- Department of Veterinary Medicine and Surgery, College of Veterinary Medicine, University of Missouri, Columbia, MO, USA
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12
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Rodney AR, Skidmore ZL, Grenier JK, Griffith OL, Miller AD, Chu S, Ahmed F, Bryan JN, Peralta S, Warren WC. Genomic landscape and gene expression profiles of feline oral squamous cell carcinoma. Front Vet Sci 2023; 10:1079019. [PMID: 37266381 PMCID: PMC10229771 DOI: 10.3389/fvets.2023.1079019] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 03/29/2023] [Indexed: 06/03/2023] Open
Abstract
Feline oral squamous cell carcinoma (FOSCC) is a cancer of the squamous cell lining in the oral cavity and represents up to 80% of all oral cancers in cats, with a poor prognosis. We have used whole exome sequencing (WES) and RNA sequencing of the tumor to discover somatic mutations and gene expression changes that may be associated with FOSCC occurrence. FOSCC offers a potential comparative model to study human head and neck squamous cell carcinoma (HNSCC) due to its similar spontaneous formation, and morphological and histological features. In this first study using WES to identify somatic mutations in feline cancer, we have identified tumor-associated gene mutations in six cats with FOSCC and found some overlap with identified recurrently mutated genes observed in HNSCC. Four samples each had mutations in TP53, a common mutation in all cancers, but each was unique. Mutations in other cellular growth control genes were also found such as KAT2B and ARID1A. Enrichment analysis of FOSCC gene expression profiles suggests a molecular similarity to human OSCC as well, including alterations in epithelial to mesenchymal transition and IL6/JAK/STAT pathways. In this preliminary study, we present exome and transcriptome results that further our understanding of FOSCC.
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Affiliation(s)
- Alana R. Rodney
- Department of Animal Sciences, University of Missouri, Columbia, MO, United States
| | - Zachary L. Skidmore
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, United States
| | - Jennifer K. Grenier
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Obi L. Griffith
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, United States
| | - Andrew D. Miller
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Shirley Chu
- Department of Oncology, School of Veterinary Medicine, University of Missouri, Columbia, MO, United States
| | - Faraz Ahmed
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Jeffrey N. Bryan
- Department of Oncology, School of Veterinary Medicine, University of Missouri, Columbia, MO, United States
| | - Santiago Peralta
- Department of Clinical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Wesley C. Warren
- Department of Animal Sciences, University of Missouri, Columbia, MO, United States
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13
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Labbé F, Abdeladhim M, Abrudan J, Araki AS, Araujo RN, Arensburger P, Benoit JB, Brazil RP, Bruno RV, Bueno da Silva Rivas G, Carvalho de Abreu V, Charamis J, Coutinho-Abreu IV, da Costa-Latgé SG, Darby A, Dillon VM, Emrich SJ, Fernandez-Medina D, Figueiredo Gontijo N, Flanley CM, Gatherer D, Genta FA, Gesing S, Giraldo-Calderón GI, Gomes B, Aguiar ERGR, Hamilton JGC, Hamarsheh O, Hawksworth M, Hendershot JM, Hickner PV, Imler JL, Ioannidis P, Jennings EC, Kamhawi S, Karageorgiou C, Kennedy RC, Krueger A, Latorre-Estivalis JM, Ligoxygakis P, Meireles-Filho ACA, Minx P, Miranda JC, Montague MJ, Nowling RJ, Oliveira F, Ortigão-Farias J, Pavan MG, Horacio Pereira M, Nobrega Pitaluga A, Proveti Olmo R, Ramalho-Ortigao M, Ribeiro JMC, Rosendale AJ, Sant'Anna MRV, Scherer SE, Secundino NFC, Shoue DA, da Silva Moraes C, Gesto JSM, Souza NA, Syed Z, Tadros S, Teles-de-Freitas R, Telleria EL, Tomlinson C, Traub-Csekö YM, Marques JT, Tu Z, Unger MF, Valenzuela J, Ferreira FV, de Oliveira KPV, Vigoder FM, Vontas J, Wang L, Weedall GD, Zhioua E, Richards S, Warren WC, Waterhouse RM, Dillon RJ, McDowell MA. Genomic analysis of two phlebotomine sand fly vectors of leishmania from the new and old World. PLoS Negl Trop Dis 2023; 17:e0010862. [PMID: 37043542 PMCID: PMC10138862 DOI: 10.1371/journal.pntd.0010862] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Revised: 04/27/2023] [Accepted: 02/13/2023] [Indexed: 04/13/2023] Open
Abstract
Phlebotomine sand flies are of global significance as important vectors of human disease, transmitting bacterial, viral, and protozoan pathogens, including the kinetoplastid parasites of the genus Leishmania, the causative agents of devastating diseases collectively termed leishmaniasis. More than 40 pathogenic Leishmania species are transmitted to humans by approximately 35 sand fly species in 98 countries with hundreds of millions of people at risk around the world. No approved efficacious vaccine exists for leishmaniasis and available therapeutic drugs are either toxic and/or expensive, or the parasites are becoming resistant to the more recently developed drugs. Therefore, sand fly and/or reservoir control are currently the most effective strategies to break transmission. To better understand the biology of sand flies, including the mechanisms involved in their vectorial capacity, insecticide resistance, and population structures we sequenced the genomes of two geographically widespread and important sand fly vector species: Phlebotomus papatasi, a vector of Leishmania parasites that cause cutaneous leishmaniasis, (distributed in Europe, the Middle East and North Africa) and Lutzomyia longipalpis, a vector of Leishmania parasites that cause visceral leishmaniasis (distributed across Central and South America). We categorized and curated genes involved in processes important to their roles as disease vectors, including chemosensation, blood feeding, circadian rhythm, immunity, and detoxification, as well as mobile genetic elements. We also defined gene orthology and observed micro-synteny among the genomes. Finally, we present the genetic diversity and population structure of these species in their respective geographical areas. These genomes will be a foundation on which to base future efforts to prevent vector-borne transmission of Leishmania parasites.
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Affiliation(s)
- Frédéric Labbé
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre dame, Notre Dame, Indiana, United States of America
| | - Maha Abdeladhim
- Vector Molecular Biology Section, Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, Maryland, United States of America
| | - Jenica Abrudan
- Genomic Sciences & Precision Medicine Center (GSPMC), Medical College of Wisconsin, Milwaukee, Wisconsin, United States of America
| | - Alejandra Saori Araki
- Laboratório de Bioquímica e Fisiologia de Insetos, IOC, FIOCRUZ, Rio de Janeiro, Brazil
| | - Ricardo N Araujo
- Laboratório de Fisiologia de Insetos Hematófagos, Universidade Federal de Minas Gerais, Instituto de Ciencias Biológicas, Departamento de Parasitologia, Pampulha, Belo Horizonte, Brazil
| | - Peter Arensburger
- Department of Biological Sciences, California State Polytechnic University, Pomona, California, United States of America
| | - Joshua B Benoit
- Department of Biological Sciences, University of Cincinnati, Cincinnati, Ohio, United States of America
| | | | - Rafaela V Bruno
- Laboratório de Bioquímica e Fisiologia de Insetos, IOC, FIOCRUZ, Rio de Janeiro, Brazil
| | - Gustavo Bueno da Silva Rivas
- Laboratório de Bioquímica e Fisiologia de Insetos, IOC, FIOCRUZ, Rio de Janeiro, Brazil
- Department of Biology and Center for Biological Clocks Research, Texas A&M University, College Station, Texas, United States of America
| | - Vinicius Carvalho de Abreu
- Department of Biochemistry and Immunology, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Jason Charamis
- Department of Biology, University of Crete, Voutes University Campus, Heraklion, Greece
- Molecular Entomology Lab, Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology Hellas (FORTH), Heraklion, Greece
| | - Iliano V Coutinho-Abreu
- Division of Biological Sciences, Section of Cell and Developmental Biology, University of California, San Diego, California, United States of America
| | | | - Alistair Darby
- Institute of Integrative Biology, The University of Liverpool, Liverpool, United Kingdom
| | - Viv M Dillon
- Institute of Integrative Biology, The University of Liverpool, Liverpool, United Kingdom
| | - Scott J Emrich
- Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville, Tennessee, United States of America
| | | | - Nelder Figueiredo Gontijo
- Laboratório de Fisiologia de Insetos Hematófagos, Universidade Federal de Minas Gerais, Instituto de Ciencias Biológicas, Departamento de Parasitologia, Pampulha, Belo Horizonte, Brazil
| | - Catherine M Flanley
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre dame, Notre Dame, Indiana, United States of America
| | - Derek Gatherer
- Division of Biomedical & Life Sciences, Faculty of Health & Medicine, Lancaster University, Lancaster, United Kingdom
| | - Fernando A Genta
- Laboratório de Bioquímica e Fisiologia de Insetos, IOC, FIOCRUZ, Rio de Janeiro, Brazil
| | - Sandra Gesing
- Discovery Partners Institute, University of Illinois Chicago, Chicago, Illinois, United States of America
| | - Gloria I Giraldo-Calderón
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre dame, Notre Dame, Indiana, United States of America
- Dept. Ciencias Biológicas & Dept. Ciencias Básicas Médicas, Universidad Icesi, Cali, Colombia
| | - Bruno Gomes
- Laboratório de Bioquímica e Fisiologia de Insetos, IOC, FIOCRUZ, Rio de Janeiro, Brazil
| | | | - James G C Hamilton
- Division of Biomedical & Life Sciences, Faculty of Health & Medicine, Lancaster University, Lancaster, United Kingdom
| | - Omar Hamarsheh
- Department of Life Sciences, Faculty of Science and Technology, Al-Quds University, Jerusalem, Palestine
| | - Mallory Hawksworth
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre dame, Notre Dame, Indiana, United States of America
| | - Jacob M Hendershot
- Department of Biological Sciences, University of Cincinnati, Cincinnati, Ohio, United States of America
| | - Paul V Hickner
- USDA-ARS Knipling-Bushland U.S. Livestock Insects Research Laboratory and Veterinary Pest Genomics Center, Kerrville, Texas, United States of America
| | - Jean-Luc Imler
- CNRS-UPR9022 Institut de Biologie Moléculaire et Cellulaire and Faculté des Sciences de la Vie-Université de Strasbourg, Strasbourg, France
| | - Panagiotis Ioannidis
- Molecular Entomology Lab, Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology Hellas (FORTH), Heraklion, Greece
| | - Emily C Jennings
- Department of Biological Sciences, University of Cincinnati, Cincinnati, Ohio, United States of America
| | - Shaden Kamhawi
- Vector Molecular Biology Section, Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, Maryland, United States of America
| | - Charikleia Karageorgiou
- Molecular Entomology Lab, Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology Hellas (FORTH), Heraklion, Greece
- Genomics Group - Bioinformatics and Evolutionary Biology Lab, Department of Genetics and Microbiology, Autonomous University of Barcelona, Barcelona, Spain
| | - Ryan C Kennedy
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre dame, Notre Dame, Indiana, United States of America
| | - Andreas Krueger
- Medical Entomology Branch, Dept. Microbiology, Bundeswehr Hospital, Hamburg, Germany
- Medical Zoology Branch, Dept. Microbiology, Central Bundeswehr Hospital, Koblenz, Germany
| | - José M Latorre-Estivalis
- Laboratorio de Insectos Sociales, Instituto de Fisiología, Biología Molecular y Neurociencias, Universidad de Buenos Aires - CONICET, Buenos Aires, Argentina
| | - Petros Ligoxygakis
- Laboratory of Cell Biology, Development and Genetics, Department of Biochemistry, University of Oxford, Oxford, United Kingdom
| | | | - Patrick Minx
- Donald Danforth Plant Science Center, Olivette, Missouri, United States of America
| | - Jose Carlos Miranda
- Laboratório de Imunoparasitologia, CPqGM, Fundação Oswaldo Cruz, Bahia, Brazil
| | - Michael J Montague
- Department of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Ronald J Nowling
- Department of Electrical Engineering and Computer Science, Milwaukee School of Engineering, Milwaukee, Wisconsin, United States of America
| | - Fabiano Oliveira
- Vector Molecular Biology Section, Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, Maryland, United States of America
| | | | - Marcio G Pavan
- Laboratório de Bioquímica e Fisiologia de Insetos, IOC, FIOCRUZ, Rio de Janeiro, Brazil
- Laboratório de Transmissores de Hematozoários, IOC, FIOCRUZ, Rio de Janeiro, Brazil
| | - Marcos Horacio Pereira
- Laboratório de Fisiologia de Insetos Hematófagos, Universidade Federal de Minas Gerais, Instituto de Ciencias Biológicas, Departamento de Parasitologia, Pampulha, Belo Horizonte, Brazil
| | - Andre Nobrega Pitaluga
- Laboratório de Biologia Molecular de Parasitas e Vetores, Instituto Oswaldo Cruz/FIOCRUZ, Rio de Janeiro, Brazil
| | - Roenick Proveti Olmo
- Department of Biochemistry and Immunology, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Marcelo Ramalho-Ortigao
- F. Edward Hebert School of Medicine, Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences (USUHS), Bethesda, Maryland, United States of America
| | - José M C Ribeiro
- Vector Molecular Biology Section, Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, Maryland, United States of America
| | - Andrew J Rosendale
- Department of Biology and Center for Biological Clocks Research, Texas A&M University, College Station, Texas, United States of America
| | - Mauricio R V Sant'Anna
- Laboratório de Fisiologia de Insetos Hematófagos, Universidade Federal de Minas Gerais, Instituto de Ciencias Biológicas, Departamento de Parasitologia, Pampulha, Belo Horizonte, Brazil
| | - Steven E Scherer
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas, United States of America
| | - Nágila F C Secundino
- Laboratory of Medical Entomology, René Rachou Institute-FIOCRUZ, Belo Horizonte, Brazil
| | - Douglas A Shoue
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre dame, Notre Dame, Indiana, United States of America
| | | | | | - Nataly Araujo Souza
- Laboratory Interdisciplinar em Vigilancia Entomologia em Diptera e Hemiptera, Fiocruz, Rio de Janeiro, Brazil
| | - Zainulabueddin Syed
- Department of Entomology, University of Kentucky, Lexington, Kentucky, United States of America
| | - Samuel Tadros
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre dame, Notre Dame, Indiana, United States of America
| | | | - Erich L Telleria
- Department of Electrical Engineering and Computer Science, Milwaukee School of Engineering, Milwaukee, Wisconsin, United States of America
- Department of Parasitology, Faculty of Science, Charles University, Prague, Czech Republic
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | | | - João Trindade Marques
- Department of Biology and Center for Biological Clocks Research, Texas A&M University, College Station, Texas, United States of America
| | - Zhijian Tu
- Fralin Life Science Institute and Department of Biochemistry, Virginia Tech, Blacksburg, Virginia, United States of America
| | - Maria F Unger
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, Indiana, United States of America
| | - Jesus Valenzuela
- Vector Molecular Biology Section, Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, Maryland, United States of America
| | - Flávia V Ferreira
- Department of Microbiology, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Karla P V de Oliveira
- Department of Biochemistry and Immunology, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Felipe M Vigoder
- Universidade Federal do Rio de Janeiro, Instituto de Biologia. Rio de Janeiro, Brazil
| | - John Vontas
- Molecular Entomology Lab, Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology Hellas (FORTH), Heraklion, Greece
- Pesticide Science Lab, Department of Crop Science, Agricultural University of Athens, Athens Greece
| | - Lihui Wang
- Donald Danforth Plant Science Center, Olivette, Missouri, United States of America
| | - Gareth D Weedall
- Vector Biology Department, Liverpool School of Tropical Medicine (LSTM), Liverpool, United Kingdom
- School of Biological and Environmental Sciences, Liverpool John Moores University, Liverpool, United Kingdom
| | - Elyes Zhioua
- Vector Ecology Unit, Institut Pasteur de Tunis, Tunis, Tunisia
| | - Stephen Richards
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas, United States of America
| | - Wesley C Warren
- Department of Animal Sciences, Department of Surgery, Institute for Data Science and Informatics, University of Missouri, Columbia, Missouri, United States of America
| | - Robert M Waterhouse
- Department of Ecology & Evolution and Swiss Institute of Bioinformatics, University of Lausanne, Lausanne, Switzerland
| | - Rod J Dillon
- Division of Biomedical & Life Sciences, Faculty of Health & Medicine, Lancaster University, Lancaster, United Kingdom
| | - Mary Ann McDowell
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre dame, Notre Dame, Indiana, United States of America
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14
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Warren WC, Rice ES, Meyer A, Hearn CJ, Steep A, Hunt HD, Monson MS, Lamont SJ, Cheng HH. The immune cell landscape and response of Marek's disease resistant and susceptible chickens infected with Marek's disease virus. Sci Rep 2023; 13:5355. [PMID: 37005445 PMCID: PMC10067856 DOI: 10.1038/s41598-023-32308-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 03/25/2023] [Indexed: 04/04/2023] Open
Abstract
Genetically resistant or susceptible chickens to Marek's disease (MD) have been widely used models to identify the molecular determinants of these phenotypes. However, these prior studies lacked the basic identification and understanding of immune cell types that could be translated toward improved MD control. To gain insights into specific immune cell types and their responses to Marek's disease virus (MDV) infection, we used single-cell RNA sequencing (scRNAseq) on splenic cells from MD resistant and susceptible birds. In total, 14,378 cells formed clusters that identified various immune cell types. Lymphocytes, specifically T cell subtypes, were the most abundant with significant proportional changes in some subtypes upon infection. The largest number of differentially expressed genes (DEG) response was seen in granulocytes, while macrophage DEGs differed in directionality by subtype and line. Among the most DEG in almost all immune cell types were granzyme and granulysin, both associated with cell-perforating processes. Protein interactive network analyses revealed multiple overlapping canonical pathways within both lymphoid and myeloid cell lineages. This initial estimation of the chicken immune cell type landscape and its accompanying response will greatly aid efforts in identifying specific cell types and improving our knowledge of host response to viral infection.
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Affiliation(s)
- Wesley C Warren
- Department of Animal Sciences, University of Missouri, Columbia, MO, USA.
| | - Edward S Rice
- Department of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - Ashley Meyer
- Department of Animal Sciences, University of Missouri, Columbia, MO, USA
| | - Cari J Hearn
- Avian Disease and Oncology Laboratory, USDA, ARS, USNPRC, East Lansing, MI, USA
| | - Alec Steep
- Department of Human Genetics Program, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Henry D Hunt
- Avian Disease and Oncology Laboratory, USDA, ARS, USNPRC, East Lansing, MI, USA
| | - Melissa S Monson
- Department of Animal Science, Iowa State University, Ames, IA, USA
- Food Safety and Enteric Pathogens Research Unit, USDA, ARS, NADC, Ames, IA, USA
| | - Susan J Lamont
- Department of Animal Science, Iowa State University, Ames, IA, USA
| | - Hans H Cheng
- Avian Disease and Oncology Laboratory, USDA, ARS, USNPRC, East Lansing, MI, USA.
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15
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Lu Y, Rice E, Du K, Kneitz S, Naville M, Dechaud C, Volff JN, Boswell M, Boswell W, Hillier L, Tomlinson C, Milin K, Walter RB, Schartl M, Warren WC. High resolution genomes of multiple Xiphophorus species provide new insights into microevolution, hybrid incompatibility, and epistasis. Genome Res 2023; 33:557-571. [PMID: 37147111 PMCID: PMC10234306 DOI: 10.1101/gr.277434.122] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Accepted: 03/29/2023] [Indexed: 05/07/2023]
Abstract
Because of diverged adaptative phenotypes, fish species of the genus Xiphophorus have contributed to a wide range of research for a century. Existing Xiphophorus genome assemblies are not at the chromosomal level and are prone to sequence gaps, thus hindering advancement of the intra- and inter-species differences for evolutionary, comparative, and translational biomedical studies. Herein, we assembled high-quality chromosome-level genome assemblies for three distantly related Xiphophorus species, namely, X. maculatus, X. couchianus, and X. hellerii Our overall goal is to precisely assess microevolutionary processes in the clade to ascertain molecular events that led to the divergence of the Xiphophorus species and to progress understanding of genetic incompatibility to disease. In particular, we measured intra- and inter-species divergence and assessed gene expression dysregulation in reciprocal interspecies hybrids among the three species. We found expanded gene families and positively selected genes associated with live bearing, a special mode of reproduction. We also found positively selected gene families are significantly enriched in nonpolymorphic transposable elements, suggesting the dispersal of these nonpolymorphic transposable elements has accompanied the evolution of the genes, possibly by incorporating new regulatory elements in support of the Britten-Davidson hypothesis. We characterized inter-specific polymorphisms, structural variants, and polymorphic transposable element insertions and assessed their association to interspecies hybridization-induced gene expression dysregulation related to specific disease states in humans.
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Affiliation(s)
- Yuan Lu
- The Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas 78666, USA;
| | - Edward Rice
- Department of Animal Sciences, Department of Surgery, Institute for Data Science and Informatics, University of Missouri, Bond Life Sciences Center, Columbia, Missouri 65201, USA
| | - Kang Du
- The Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas 78666, USA
| | - Susanne Kneitz
- Biochemistry and Cell Biology, Biozentrum, University of Würzburg, 97074 Würzburg, Germany
| | - Magali Naville
- Institut de Génomique Fonctionnelle de Lyon, Ecole Normale Supérieure de Lyon, CNRS UMR 5242, Université Claude Bernard Lyon 1, F-69364 Lyon, France
| | - Corentin Dechaud
- Institut de Génomique Fonctionnelle de Lyon, Ecole Normale Supérieure de Lyon, CNRS UMR 5242, Université Claude Bernard Lyon 1, F-69364 Lyon, France
| | - Jean-Nicolas Volff
- Institut de Génomique Fonctionnelle de Lyon, Ecole Normale Supérieure de Lyon, CNRS UMR 5242, Université Claude Bernard Lyon 1, F-69364 Lyon, France
| | - Mikki Boswell
- The Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas 78666, USA
| | - William Boswell
- The Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas 78666, USA
| | - LaDeana Hillier
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195, USA
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University, St. Louis, Missouri 63108, USA
| | - Kremitzki Milin
- McDonnell Genome Institute, Washington University, St. Louis, Missouri 63108, USA
| | - Ronald B Walter
- Department of Life Sciences, Texas A&M University, Corpus Christi, Texas 78412, USA
| | - Manfred Schartl
- The Xiphophorus Genetic Stock Center, Texas State University, San Marcos, Texas 78666, USA
- Developmental Biochemistry, Biozentrum, University of Würzburg, 97074 Würzburg, Germany
| | - Wesley C Warren
- Department of Animal Sciences, Department of Surgery, Institute for Data Science and Informatics, University of Missouri, Bond Life Sciences Center, Columbia, Missouri 65201, USA
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16
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Davenport KM, Ortega MS, Liu H, O’Neil EV, Kelleher AM, Warren WC, Spencer TE. Single-nuclei RNA sequencing (snRNA-seq) uncovers trophoblast cell types and lineages in the mature bovine placenta. Proc Natl Acad Sci U S A 2023; 120:e2221526120. [PMID: 36913592 PMCID: PMC10041116 DOI: 10.1073/pnas.2221526120] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Accepted: 02/14/2023] [Indexed: 03/15/2023] Open
Abstract
Ruminants have a semi-invasive placenta, which possess highly vascularized placentomes formed by maternal endometrial caruncles and fetal placental cotyledons and required for fetal development to term. The synepitheliochorial placenta of cattle contains at least two trophoblast cell populations, including uninucleate (UNC) and binucleate (BNC) cells that are most abundant in the cotyledonary chorion of the placentomes. The interplacentomal placenta is more epitheliochorial in nature with the chorion developing specialized areolae over the openings of uterine glands. Of note, the cell types in the placenta and cellular and molecular mechanisms governing trophoblast differentiation and function are little understood in ruminants. To fill this knowledge gap, the cotyledonary and intercotyledonary areas of the mature day 195 bovine placenta were analyzed by single nuclei analysis. Single-nuclei RNA-seq analysis found substantial differences in cell type composition and transcriptional profiles between the two distinct regions of the placenta. Based on clustering and cell marker gene expression, five different trophoblast cell types were identified in the chorion, including proliferating and differentiating UNC and two different types of BNC in the cotyledon. Cell trajectory analyses provided a framework for understanding the differentiation of trophoblast UNC into BNC. The upstream transcription factor binding analysis of differentially expressed genes identified a candidate set of regulator factors and genes regulating trophoblast differentiation. This foundational information is useful to discover essential biological pathways underpinning the development and function of the bovine placenta.
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Affiliation(s)
| | - M. Sofia Ortega
- Division of Animal Sciences, University of Missouri, Columbia, MO65211
| | - Hongyu Liu
- Division of Animal Sciences, University of Missouri, Columbia, MO65211
| | | | - Andrew M. Kelleher
- Department of Obstetrics, Gynecology, and Women’s Health, University of Missouri, Columbia, MO65211
| | - Wesley C. Warren
- Division of Animal Sciences, University of Missouri, Columbia, MO65211
- Institute for Data Science and Informatics, University of Missouri, ColumbiaMO65211
| | - Thomas E. Spencer
- Division of Animal Sciences, University of Missouri, Columbia, MO65211
- Department of Obstetrics, Gynecology, and Women’s Health, University of Missouri, Columbia, MO65211
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17
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Judkins ME, Roemer GW, Millsap BA, Barnes JG, Bedrosian BE, Clarke SL, Domenech R, Herring G, Lamont M, Smith BW, Stahlecker DW, Stuber MJ, Warren WC, Van Den Bussche RA. A 37 K SNP array for the management and conservation of Golden Eagles (Aquila chrysaetos). CONSERV GENET 2023. [DOI: 10.1007/s10592-023-01508-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/28/2023]
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18
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Mao Y, Harvey WT, Porubsky D, Munson KM, Hoekzema K, Lewis AP, Audano PA, Rozanski A, Yang X, Zhang S, Gordon DS, Wei X, Logsdon GA, Haukness M, Dishuck PC, Jeong H, Del Rosario R, Bauer VL, Fattor WT, Wilkerson GK, Lu Q, Paten B, Feng G, Sawyer SL, Warren WC, Carbone L, Eichler EE. Structurally divergent and recurrently mutated regions of primate genomes. bioRxiv 2023:2023.03.07.531415. [PMID: 36945442 PMCID: PMC10028934 DOI: 10.1101/2023.03.07.531415] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/10/2023]
Abstract
To better understand the pattern of primate genome structural variation, we sequenced and assembled using multiple long-read sequencing technologies the genomes of eight nonhuman primate species, including New World monkeys (owl monkey and marmoset), Old World monkey (macaque), Asian apes (orangutan and gibbon), and African ape lineages (gorilla, bonobo, and chimpanzee). Compared to the human genome, we identified 1,338,997 lineage-specific fixed structural variants (SVs) disrupting 1,561 protein-coding genes and 136,932 regulatory elements, including the most complete set of human-specific fixed differences. Across 50 million years of primate evolution, we estimate that 819.47 Mbp or ~27% of the genome has been affected by SVs based on analysis of these primate lineages. We identify 1,607 structurally divergent regions (SDRs) wherein recurrent structural variation contributes to creating SV hotspots where genes are recurrently lost (CARDs, ABCD7, OLAH) and new lineage-specific genes are generated (e.g., CKAP2, NEK5) and have become targets of rapid chromosomal diversification and positive selection (e.g., RGPDs). High-fidelity long-read sequencing has made these dynamic regions of the genome accessible for sequence-level analyses within and between primate species for the first time.
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Affiliation(s)
- Yafei Mao
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - William T Harvey
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - David Porubsky
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Katherine M Munson
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Kendra Hoekzema
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Alexandra P Lewis
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Peter A Audano
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Allison Rozanski
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Xiangyu Yang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Shilong Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - David S Gordon
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
- Howard Hughes Medical Institute, University of Washington, Seattle, WA, USA
| | - Xiaoxi Wei
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Glennis A Logsdon
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Marina Haukness
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, Santa Cruz, CA, USA
| | - Philip C Dishuck
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Hyeonsoo Jeong
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Ricardo Del Rosario
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Vanessa L Bauer
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO, USA
| | - Will T Fattor
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO, USA
| | - Gregory K Wilkerson
- Department of Veterinary Sciences, Michale E. Keeling Center for Comparative Medicine and Research, The University of Texas MD Anderson Cancer Center, Bastrop, TX, USA
- Department of Clinical Sciences, North Carolina State University, Raleigh, NC, USA
| | - Qing Lu
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Benedict Paten
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, Santa Cruz, CA, USA
| | - Guoping Feng
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sara L Sawyer
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO, USA
| | - Wesley C Warren
- Department of Animal Sciences, Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO, USA
- Institute of Data Science and Informatics, University of Missouri, Columbia, MO, USA
| | - Lucia Carbone
- Department of Medicine, Knight Cardiovascular Institute, Oregon Health and Science University, Portland, OR, USA
- Division of Genetics, Oregon National Primate Research Center, Beaverton, OR, USA
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR, USA
| | - Evan E Eichler
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
- Howard Hughes Medical Institute, University of Washington, Seattle, WA, USA
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19
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Smith J, Alfieri JM, Anthony N, Arensburger P, Athrey GN, Balacco J, Balic A, Bardou P, Barela P, Bigot Y, Blackmon H, Borodin PM, Carroll R, Casono MC, Charles M, Cheng H, Chiodi M, Cigan L, Coghill LM, Crooijmans R, Das N, Davey S, Davidian A, Degalez F, Dekkers JM, Derks M, Diack AB, Djikeng A, Drechsler Y, Dyomin A, Fedrigo O, Fiddaman SR, Formenti G, Frantz LAF, Fulton JE, Gaginskaya E, Galkina S, Gallardo RA, Geibel J, Gheyas AA, Godinez CJP, Goodell A, Graves JAM, Griffin DK, Haase B, Han JL, Hanotte O, Henderson LJ, Hou ZC, Howe K, Huynh L, Ilatsia E, Jarvis ED, Johnson SM, Kaufman J, Kelly T, Kemp S, Kern C, Keroack JH, Klopp C, Lagarrigue S, Lamont SJ, Lange M, Lanke A, Larkin DM, Larson G, Layos JKN, Lebrasseur O, Malinovskaya LP, Martin RJ, Martin Cerezo ML, Mason AS, McCarthy FM, McGrew MJ, Mountcastle J, Muhonja CK, Muir W, Muret K, Murphy TD, Ng'ang'a I, Nishibori M, O'Connor RE, Ogugo M, Okimoto R, Ouko O, Patel HR, Perini F, Pigozzi MI, Potter KC, Price PD, Reimer C, Rice ES, Rocos N, Rogers TF, Saelao P, Schauer J, Schnabel RD, Schneider VA, Simianer H, Smith A, Stevens MP, Stiers K, Tiambo CK, Tixier-Boichard M, Torgasheva AA, Tracey A, Tregaskes CA, Vervelde L, Wang Y, Warren WC, Waters PD, Webb D, Weigend S, Wolc A, Wright AE, Wright D, Wu Z, Yamagata M, Yang C, Yin ZT, Young MC, Zhang G, Zhao B, Zhou H. Fourth Report on Chicken Genes and Chromosomes 2022. Cytogenet Genome Res 2023; 162:405-528. [PMID: 36716736 DOI: 10.1159/000529376] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 01/22/2023] [Indexed: 02/01/2023] Open
Affiliation(s)
- Jacqueline Smith
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
| | - James M Alfieri
- Interdisciplinary Program in Ecology and Evolutionary Biology, Texas A&M University, College Station, Texas, USA
- Department of Biology, Texas A&M University, College Station, Texas, USA
- Department of Poultry Science, Texas A&M University, College Station, Texas, USA
| | | | - Peter Arensburger
- Biological Sciences Department, California State Polytechnic University, Pomona, California, USA
| | - Giridhar N Athrey
- Interdisciplinary Program in Ecology and Evolutionary Biology, Texas A&M University, College Station, Texas, USA
- Department of Poultry Science, Texas A&M University, College Station, Texas, USA
| | | | - Adam Balic
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
| | - Philippe Bardou
- Université de Toulouse, INRAE, ENVT, GenPhySE, Sigenae, Castanet Tolosan, France
| | | | - Yves Bigot
- PRC, UMR INRAE 0085, CNRS 7247, Centre INRAE Val de Loire, Nouzilly, France
| | - Heath Blackmon
- Interdisciplinary Program in Ecology and Evolutionary Biology, Texas A&M University, College Station, Texas, USA
- Department of Biology, Texas A&M University, College Station, Texas, USA
| | - Pavel M Borodin
- Department of Molecular Genetics, Cell Biology and Bioinformatics, Institute of Cytology and Genetics of Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russian Federation
| | - Rachel Carroll
- Department of Animal Sciences, Data Science and Informatics Institute, University of Missouri, Columbia, Missouri, USA
| | | | - Mathieu Charles
- University Paris-Saclay, INRAE, AgroParisTech, GABI, Sigenae, Jouy-en-Josas, France
| | - Hans Cheng
- USDA, ARS, USNPRC, Avian Disease and Oncology Laboratory, East Lansing, Michigan, USA
| | | | | | - Lyndon M Coghill
- Department of Veterinary Pathology, University of Missouri, Columbia, Missouri, USA
| | - Richard Crooijmans
- Animal Breeding and Genomics, Wageningen University and Research, Wageningen, The Netherlands
| | | | - Sean Davey
- University of Arizona, Tucson, Arizona, USA
| | - Asya Davidian
- Saint Petersburg State University, Saint Petersburg, Russian Federation
| | - Fabien Degalez
- INRAE, INSTITUT AGRO, PEGASE UMR 1348, Saint-Gilles, France
| | - Jack M Dekkers
- Feed the Future Innovation Lab for Genomics to Improve Poultry, University of California, Davis, California, USA
- Department of Animal Science, Iowa State University, Ames, Iowa, USA
| | - Martijn Derks
- Animal Breeding and Genomics, Wageningen University and Research, Wageningen, The Netherlands
| | - Abigail B Diack
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
| | - Appolinaire Djikeng
- Centre for Tropical Livestock Genetics and Health (CTLGH) - The Roslin Institute, Edinburgh, UK
| | - Yvonne Drechsler
- College of Veterinary Medicine, Western University of Health Sciences, Pomona, California, USA
| | - Alexander Dyomin
- Saint Petersburg State University, Saint Petersburg, Russian Federation
| | | | | | | | - Laurent A F Frantz
- Queen Mary University of London, Bethnal Green, London, UK
- Palaeogenomics Group, Department of Veterinary Sciences, LMU Munich, Munich, Germany
| | - Janet E Fulton
- Hy-Line International, Research and Development, Dallas Center, Iowa, USA
| | - Elena Gaginskaya
- Saint Petersburg State University, Saint Petersburg, Russian Federation
| | - Svetlana Galkina
- Saint Petersburg State University, Saint Petersburg, Russian Federation
| | - Rodrigo A Gallardo
- Feed the Future Innovation Lab for Genomics to Improve Poultry, University of California, Davis, California, USA
- School of Veterinary Medicine, University of California, Davis, California, USA
| | - Johannes Geibel
- Institute of Farm Animal Genetics, Friedrich-Loeffler-Institut, Neustadt, Germany
- Center for Integrated Breeding Research, University of Göttingen, Göttingen, Germany
| | - Almas A Gheyas
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
| | - Cyrill John P Godinez
- Department of Animal Science, College of Agriculture and Food Science, Visayas State University, Baybay City, Philippines
| | | | - Jennifer A M Graves
- Department of Environment and Genetics, La Trobe University, Melbourne, Victoria, Australia
- Institute for Applied Ecology, University of Canberra, Canberra, Australian Capital Territory, Australia
| | | | | | - Jian-Lin Han
- CAAS-ILRI Joint Laboratory on Livestock and Forage Genetic Resources, Institute of Animal Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China
- International Livestock Research Institute (ILRI), Addis Ababa, Ethiopia
| | - Olivier Hanotte
- International Livestock Research Institute (ILRI), Addis Ababa, Ethiopia
- Cells, Organisms and Molecular Genetics, School of Life Sciences, University of Nottingham, Nottingham, UK
- Centre for Tropical Livestock Genetics and Health, The Roslin Institute, Edinburgh, UK
| | - Lindsay J Henderson
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
| | - Zhuo-Cheng Hou
- National Engineering Laboratory for Animal Breeding and Key Laboratory of Animal Genetics, Breeding and Reproduction, MARA, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | | | - Lan Huynh
- Institute for Immunology and Infection Research, University of Edinburgh, Edinburgh, UK
| | - Evans Ilatsia
- Dairy Research Institute, Kenya Agricultural and Livestock Organization, Naivasha, Kenya
| | | | | | - Jim Kaufman
- Institute for Immunology and Infection Research, University of Edinburgh, Edinburgh, UK
- Department of Veterinary Medicine, University of Cambridge, Cambridge, UK
- Department of Pathology, University of Cambridge, Cambridge, UK
| | - Terra Kelly
- Feed the Future Innovation Lab for Genomics to Improve Poultry, University of California, Davis, California, USA
- School of Veterinary Medicine, University of California, Davis, California, USA
| | - Steve Kemp
- Centre for Tropical Livestock Genetics and Health (CTLGH) - ILRI, Nairobi, Kenya
| | - Colin Kern
- Department of Animal Science, University of California, Davis, California, USA
| | | | | | | | - Susan J Lamont
- Feed the Future Innovation Lab for Genomics to Improve Poultry, University of California, Davis, California, USA
- Department of Animal Science, Iowa State University, Ames, Iowa, USA
| | - Margaret Lange
- Department of Molecular Microbiology and Immunology, University of Missouri, Columbia, Missouri, USA
| | - Anika Lanke
- BASIS Chandler High School, Chandler, Arizona, USA
| | - Denis M Larkin
- Department of Comparative Biomedical Sciences, Royal Veterinary College, University of London, London, UK
| | - Greger Larson
- The Palaeogenomics and Bio-Archaeology Research Network, Research Laboratory for Archaeology and History of Art, The University of Oxford, Oxford, UK
| | - John King N Layos
- College of Agriculture and Forestry, Capiz State University, Mambusao, Philippines
| | - Ophélie Lebrasseur
- Centre d'Anthropobiologie et de Génomique de Toulouse (CAGT), CNRS UMR 5288, Université Toulouse III Paul Sabatier, Toulouse, France
- Instituto Nacional de Antropología y Pensamiento Latinoamericano, Ciudad Autónoma de Buenos Aires, Argentina
| | - Lyubov P Malinovskaya
- Department of Cytology and Genetics, Novosibirsk State University, Novosibirsk, Russian Federation
| | | | | | | | | | - Michael J McGrew
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
- Centre for Tropical Livestock Genetics and Health (CTLGH) - The Roslin Institute, Edinburgh, UK
| | | | - Christine Kamidi Muhonja
- Dairy Research Institute, Kenya Agricultural and Livestock Organization, Naivasha, Kenya
- Centre for Tropical Livestock Genetics and Health (CTLGH) - ILRI, Nairobi, Kenya
| | - William Muir
- Department of Animal Sciences, Purdue University, West Lafayette, Indiana, USA
| | - Kévin Muret
- Université Paris-Saclay, Commissariat à l'Energie Atomique et aux Energies Alternatives, Centre National de Recherche en Génomique Humaine, Evry, France
| | - Terence D Murphy
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, Maryland, USA
| | | | - Masahide Nishibori
- Laboratory of Animal Genetics, Graduate School of Integrated Sciences for Life, Hiroshima University, Higashi-Hiroshima, Japan
| | | | - Moses Ogugo
- Centre for Tropical Livestock Genetics and Health (CTLGH) - ILRI, Nairobi, Kenya
| | - Ron Okimoto
- Cobb-Vantress, Siloam Springs, Arkansas, USA
| | - Ochieng Ouko
- Dairy Research Institute, Kenya Agricultural and Livestock Organization, Naivasha, Kenya
| | - Hardip R Patel
- The John Curtin School of Medical Research, Australian National University, Canberra, Australian Capital Territory, Australia
| | - Francesco Perini
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
- Department of Agricultural, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - María Ines Pigozzi
- INBIOMED (CONICET-UBA), Facultad de Medicina, Universidad de Buenos Aires, Buenos Aires, Argentina
| | | | - Peter D Price
- Ecology and Evolutionary Biology, School of Biosciences, University of Sheffield, Sheffield, UK
| | - Christian Reimer
- Institute of Farm Animal Genetics, Friedrich-Loeffler-Institut, Neustadt, Germany
| | - Edward S Rice
- Department of Animal Sciences, Bond Life Sciences Center, University of Missouri, Columbia, Missouri, USA
| | - Nicolas Rocos
- Institute for Immunology and Infection Research, University of Edinburgh, Edinburgh, UK
| | - Thea F Rogers
- Department of Molecular Evolution and Development, University of Vienna, Vienna, Austria
| | - Perot Saelao
- Feed the Future Innovation Lab for Genomics to Improve Poultry, University of California, Davis, California, USA
- Department of Animal Science, University of California, Davis, California, USA
- Veterinary Pest Genetics Research Unit, USDA, Kerrville, Texas, USA
| | - Jens Schauer
- Institute of Farm Animal Genetics, Friedrich-Loeffler-Institut, Neustadt, Germany
| | - Robert D Schnabel
- Department of Animal Sciences, University of Missouri, Columbia, Missouri, USA
| | - Valerie A Schneider
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, Maryland, USA
| | - Henner Simianer
- Center for Integrated Breeding Research, University of Göttingen, Göttingen, Germany
| | - Adrian Smith
- Department of Zoology, University of Oxford, Oxford, UK
| | - Mark P Stevens
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
| | - Kyle Stiers
- Department of Veterinary Pathology, University of Missouri, Columbia, Missouri, USA
| | | | | | - Anna A Torgasheva
- Department of Molecular Genetics, Cell Biology and Bioinformatics, Institute of Cytology and Genetics of Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russian Federation
| | - Alan Tracey
- Wellcome Trust Sanger Institute, Hinxton, UK
| | - Clive A Tregaskes
- Department of Veterinary Medicine, University of Cambridge, Cambridge, UK
- Department of Pathology, University of Cambridge, Cambridge, UK
| | - Lonneke Vervelde
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
| | - Ying Wang
- Feed the Future Innovation Lab for Genomics to Improve Poultry, University of California, Davis, California, USA
- Department of Animal Science, University of California, Davis, California, USA
| | - Wesley C Warren
- Department of Animal Sciences, Bond Life Sciences Center, University of Missouri, Columbia, Missouri, USA
- Department of Animal Sciences, University of Missouri, Columbia, Missouri, USA
| | - Paul D Waters
- School of Biotechnology and Biomolecular Science, Faculty of Science, UNSW Sydney, Sydney, New South Wales, Australia
| | - David Webb
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, Maryland, USA
| | - Steffen Weigend
- Institute of Farm Animal Genetics, Friedrich-Loeffler-Institut, Neustadt, Germany
- Center for Integrated Breeding Research, University of Göttingen, Göttingen, Germany
| | - Anna Wolc
- Department of Animal Science, Iowa State University, Ames, Iowa, USA
- Hy-Line International, Research and Development, Dallas Center, Iowa, USA
| | - Alison E Wright
- Ecology and Evolutionary Biology, School of Biosciences, University of Sheffield, Sheffield, UK
| | - Dominic Wright
- AVIAN Behavioural Genomics and Physiology, IFM Biology, Linköping University, Linköping, Sweden
| | - Zhou Wu
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Edinburgh, UK
| | - Masahito Yamagata
- Center for Brain Science, Department of Molecular and Cellular Biology, Harvard University, Cambridge, Massachusetts, USA
| | | | - Zhong-Tao Yin
- National Engineering Laboratory for Animal Breeding and Key Laboratory of Animal Genetics, Breeding and Reproduction, MARA, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | | | - Guojie Zhang
- Center for Evolutionary and Organismal Biology, Zhejiang University School of Medicine, Hangzhou, China
| | - Bingru Zhao
- College of Animal Science and Technology, Nanjing Agricultural University, Nanjing, China
| | - Huaijun Zhou
- Feed the Future Innovation Lab for Genomics to Improve Poultry, University of California, Davis, California, USA
- Department of Animal Science, University of California, Davis, California, USA
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20
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Nussbaum YI, Manjunath Y, Shumway E, Jussuf KT, Warren WC, Mitchem JB. Abstract B57: Studying the role of OPN-CD44 interaction in colorectal cancer antitumor immunity suppression using scRNA-seq data. Cancer Immunol Res 2022. [DOI: 10.1158/2326-6074.tumimm22-b57] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
Abstract
Colorectal cancer (CRC) remains one of the deadliest malignancies worldwide despite recent progress in screening and treatment strategies. Osteopontin (OPN) is a multifunctional protein expressed by multiple cells in the tumor microenvironment (TME) and is associated with immune suppression and poor prognosis in CRC. Tumor-associated macrophages (TAM), are also associated with immune suppression and poor prognosis in CRC, and may express OPN. While both TAM and OPN overlap in the TME, the role of OPN and OPN expressing TAM is poorly understood. In this study, we show the critical interaction and strategy for targeting this axis to overcome therapeutic resistance in CRC. Five publicly available CRC scRNA-seq data (571,818 cells total) from both untreated and treated patients were analyzed to determine the OPN expression and OPN-CD44 interaction in primary CRC and liver metastases using CellChat ligand-receptor interaction analysis. For experimental analyses, patient tissue was collected from the University of Missouri (MU) and the Harry S. Truman VA (HSTVA) on an approved IRB. OPN-positive TAMs were determined by immunofluorescence (IFC) and flow cytometry (FC). Analysis of FC data was completed using analyzed (FlowJo). Wilcoxon rank sum test was performed to find differentially expressed genes between the samples with and without OPN-CD44 interaction in each dataset. Data from scRNA-seq, IFC, and FC all demonstrated that TAMs were the predominant cells expressing OPN in the TME and the majority of TAM are OPN+. Most interestingly, in scRNA-seq data, we found minimal OPN+TAM in primary tumors from treated patients. These patients had a good response to therapy. Conversely, in FC data from our own patients, we found OPN+ TAM were preserved in primary tumors from patients’ post-therapy that had no response. Gene set enrichment analysis (GSEA) in treated patients with minimal OPN+TAM showed decreased exhaustion markers (logFC>0.5, FDR adjusted p-value<0.05). We then found that the strongest OPN-CD44 interactions were predicted between OPN+TAM and other TAM as well as T cells. Separating patients into high and low predicted OPN-CD44 interactors, GSEA demonstrated enrichment of cell death regulation and apoptosis pathways in CD8+ T cells in high interactors. To determine potential targets for modulation of OPN+TAM, we undertook trajectory analysis demonstrating that OPN+TAM were an intermediate phase, suggesting they are malleable. We then found that these OPN+TAM highly express TLR8 in both scRNAseq and FC, suggesting a potential target to modulate OPN+TAM. In this study, we demonstrate that OPN+TAM are the largest proportion of TAM in CRC tumors. Additionally, the presence of OPN+ TAM in treated samples is associated with response to systemic therapy. OPN+TAM appear to represent an intermediate phase of TAMs differentiation and highly express TLR8 suggesting a mechanism for modulation to improve patient response. Further ex vivo studies targeting these cells and their role in therapeutic response are critical.
Citation Format: Yulia I Nussbaum, Yariswamy Manjunath, Elizabeth Shumway, Kaifi T Jussuf, Wesley C Warren, Jonathan B Mitchem. Studying the role of OPN-CD44 interaction in colorectal cancer antitumor immunity suppression using scRNA-seq data [abstract]. In: Proceedings of the AACR Special Conference: Tumor Immunology and Immunotherapy; 2022 Oct 21-24; Boston, MA. Philadelphia (PA): AACR; Cancer Immunol Res 2022;10(12 Suppl):Abstract nr B57.
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Affiliation(s)
- Yulia I Nussbaum
- 1University of Missouri, Columbia, MO
- 1University of Missouri, Columbia, MO
| | | | - Elizabeth Shumway
- 1University of Missouri, Columbia, MO
- 1University of Missouri, Columbia, MO
| | - Kaifi T Jussuf
- 1University of Missouri, Columbia, MO
- 1University of Missouri, Columbia, MO
| | - Wesley C Warren
- 1University of Missouri, Columbia, MO
- 1University of Missouri, Columbia, MO
| | - Jonathan B Mitchem
- 1University of Missouri, Columbia, MO
- 1University of Missouri, Columbia, MO
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21
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Mitchem JB, Miller A, Manjunath Y, Barbirou M, Raju M, Shen Y, Li G, Avella DM, Chaudhuri AA, Shyu CR, Warren WC, Tonellato PJ, Kaifi JT. Somatic mutation variant analysis in rural, resectable non-small cell lung carcinoma patients. Cancer Genet 2022; 268-269:75-82. [PMID: 36191390 DOI: 10.1016/j.cancergen.2022.09.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Revised: 06/30/2022] [Accepted: 09/19/2022] [Indexed: 01/25/2023]
Abstract
Rural non-small cell lung cancer (NSCLC) patients do worse, largely related to lack of access to care. In this study, the mutational characteristics and potential for targeted therapy in rural, resectable NSCLC patients using whole exome sequencing (WES) were analyzed. WES was performed on tumor-adjacent normal pairs from rural patients undergoing resection for NSCLC. Sequencing alignment, variant-calling, annotation, and tumor mutational burden (TMB) calculations were performed using standard methods. cBioportal and OncoKB were used for comparisons of mutational frequencies and actionable targets. Thirty-four NSCLC patients underwent WES after surgical resection. The gene most frequently containing somatic variants was TP53. The median number of somatic variants was 188 (Range 11-1056), and median TMB was 3.30 (0.33-18.56) nonsynonymous mutations per Mb. Tumor stage and survival were not associated with number of variants, TMB or TP53 mutational status. Significant concordance among the most common mutations when cross-referenced to cBioportal (R = 0.78, p < 0.0001) was observed. 24% of patients had variants in actionable genes based on OncoKB annotation. In summary, we demonstrate baseline mutational frequency and establish foundations for targeted adjuvant trials in rural NSCLC patients with specific differences. Future studies must ensure to include rural patients to improve NSCLC patient outcomes.
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Affiliation(s)
- Jonathan B Mitchem
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO, USA; Harry S. Truman Memorial Veterans' Hospital, Columbia, MO, USA; Institute for Data Science and Informatics, University of Missouri, Columbia, MO, USA; Center for Biomedical Informatics, University of Missouri School of Medicine, Columbia, MO, USA; Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA.
| | - Amanda Miller
- Center for Biomedical Informatics, University of Missouri School of Medicine, Columbia, MO, USA
| | - Yariswamy Manjunath
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO, USA; Harry S. Truman Memorial Veterans' Hospital, Columbia, MO, USA
| | - Mouadh Barbirou
- Center for Biomedical Informatics, University of Missouri School of Medicine, Columbia, MO, USA
| | - Murugesan Raju
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO, USA
| | - Yuanyuan Shen
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO, USA
| | - Guangfu Li
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO, USA; Harry S. Truman Memorial Veterans' Hospital, Columbia, MO, USA
| | - Diego M Avella
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO, USA
| | - Aadel A Chaudhuri
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA; Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Chi-Ren Shyu
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO, USA
| | - Wesley C Warren
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO, USA; Institute for Data Science and Informatics, University of Missouri, Columbia, MO, USA; Center for Biomedical Informatics, University of Missouri School of Medicine, Columbia, MO, USA
| | - Peter J Tonellato
- Center for Biomedical Informatics, University of Missouri School of Medicine, Columbia, MO, USA
| | - Jussuf T Kaifi
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO, USA; Harry S. Truman Memorial Veterans' Hospital, Columbia, MO, USA; Institute for Data Science and Informatics, University of Missouri, Columbia, MO, USA; Center for Biomedical Informatics, University of Missouri School of Medicine, Columbia, MO, USA; Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA.
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22
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Stuart KC, Edwards RJ, Cheng Y, Warren WC, Burt DW, Sherwin WB, Hofmeister NR, Werner SJ, Ball GF, Bateson M, Brandley MC, Buchanan KL, Cassey P, Clayton DF, De Meyer T, Meddle SL, Rollins LA. Transcript- and annotation-guided genome assembly of the European starling. Mol Ecol Resour 2022; 22:3141-3160. [PMID: 35763352 PMCID: PMC9796300 DOI: 10.1111/1755-0998.13679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Accepted: 06/10/2022] [Indexed: 01/01/2023]
Abstract
The European starling, Sturnus vulgaris, is an ecologically significant, globally invasive avian species that is also suffering from a major decline in its native range. Here, we present the genome assembly and long-read transcriptome of an Australian-sourced European starling (S. vulgaris vAU), and a second, North American, short-read genome assembly (S. vulgaris vNA), as complementary reference genomes for population genetic and evolutionary characterization. S. vulgaris vAU combined 10× genomics linked-reads, low-coverage Nanopore sequencing, and PacBio Iso-Seq full-length transcript scaffolding to generate a 1050 Mb assembly on 6222 scaffolds (7.6 Mb scaffold N50, 94.6% busco completeness). Further scaffolding against the high-quality zebra finch (Taeniopygia guttata) genome assigned 98.6% of the assembly to 32 putative nuclear chromosome scaffolds. Species-specific transcript mapping and gene annotation revealed good gene-level assembly and high functional completeness. Using S. vulgaris vAU, we demonstrate how the multifunctional use of PacBio Iso-Seq transcript data and complementary homology-based annotation of sequential assembly steps (assessed using a new tool, saaga) can be used to assess, inform, and validate assembly workflow decisions. We also highlight some counterintuitive behaviour in traditional busco metrics, and present buscomp, a complementary tool for assembly comparison designed to be robust to differences in assembly size and base-calling quality. This work expands our knowledge of avian genomes and the available toolkit for assessing and improving genome quality. The new genomic resources presented will facilitate further global genomic and transcriptomic analysis on this ecologically important species.
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Affiliation(s)
- Katarina C. Stuart
- Evolution & Ecology Research Centre, School of Biological, Earth and Environmental SciencesUNSW SydneySydneyNew South WalesAustralia
| | - Richard J. Edwards
- Evolution & Ecology Research Centre, School of Biotechnology and Biomolecular SciencesUNSW SydneySydneyNew South WalesAustralia
| | - Yuanyuan Cheng
- School of Life and Environmental SciencesThe University of Sydney, SydneyNew South WalesAustralia
| | - Wesley C. Warren
- Department of Animal Sciences, Institute for Data Science and InformaticsThe University of MissouriColumbiaMissouriUSA
| | - David W. Burt
- Office of the Deputy Vice‐Chancellor (Research and Innovation)The University of QueenslandBrisbaneAustralia
| | - William B. Sherwin
- Evolution & Ecology Research Centre, School of Biological, Earth and Environmental SciencesUNSW SydneySydneyNew South WalesAustralia
| | - Natalie R. Hofmeister
- Department of Ecology and Evolutionary BiologyCornell UniversityNew YorkUSA,Fuller Evolutionary Biology ProgramCornell Lab of OrnithologyNew YorkUSA
| | - Scott J. Werner
- United States Department of Agriculture, Animal and Plant Health Inspection Service, Wildlife ServicesNational Wildlife Research CenterFort CollinsColoradoUSA
| | | | - Melissa Bateson
- Institute of NeuroscienceNewcastle UniversityNewcastle upon TyneUK
| | - Matthew C. Brandley
- Section of Amphibians and ReptilesCarnegie Museum of Natural HistoryPittsburghPennsylvaniaUSA
| | - Katherine L. Buchanan
- School of Life and Environmental SciencesDeakin UniversityWaurn PondsVictoriaAustralia
| | - Phillip Cassey
- Invasion Science & Wildlife Ecology LabUniversity of AdelaideAdelaideAustralia
| | - David F. Clayton
- Department of Genetics & BiochemistryClemson UniversitySouth CarolinaUSA
| | - Tim De Meyer
- Department of Data Analysis & Mathematical Modelling, Faculty of Bioscience EngineeringGhent UniversityGhentBelgium
| | - Simone L. Meddle
- The Roslin Institute, The Royal (Dick) School of Veterinary StudiesThe University of EdinburghMidlothianUK
| | - Lee A. Rollins
- Evolution & Ecology Research Centre, School of Biological, Earth and Environmental SciencesUNSW SydneySydneyNew South WalesAustralia,School of Life and Environmental SciencesDeakin UniversityWaurn PondsVictoriaAustralia
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23
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Shen Y, Nussbaum YI, Manjunath Y, Hummel JJ, Ciorba MA, Warren WC, Kaifi JT, Papageorgiou C, Cortese R, Shyu CR, Mitchem JB. TBX21 Methylation as a Potential Regulator of Immune Suppression in CMS1 Subtype Colorectal Cancer. Cancers (Basel) 2022; 14:cancers14194594. [PMID: 36230517 PMCID: PMC9558549 DOI: 10.3390/cancers14194594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2022] [Revised: 09/08/2022] [Accepted: 09/12/2022] [Indexed: 11/16/2022] Open
Abstract
Cytotoxic T lymphocyte (CTL) infiltration is associated with survival, recurrence, and therapeutic response in colorectal cancer (CRC). Immune checkpoint inhibitor (ICI) therapy, which requires CTLs for response, does not work for most CRC patients. Therefore, it is critical to improve our understanding of immune resistance in this disease. We utilized 2391 CRC patients and 7 omics datasets, integrating clinical and genomic data to determine how DNA methylation may impact survival and CTL function in CRC. Using comprehensive molecular subtype (CMS) 1 patients as reference, we found TBX21 to be the only gene with altered expression and methylation that was associated with CTL infiltration. We found that CMS1 patients with high TBX21 expression and low methylation had a significant survival advantage. To confirm the role of Tbx21 in CTL function, we utilized scRNAseq data, demonstrating the association of TBX21 with markers of enhanced CTL function. Further analysis using pathway enrichment found that the genes TBX21, MX1, and SP140 had altered expression and methylation, suggesting that the TP53/P53 pathway may modify TBX21 methylation to upregulate TBX21 expression. Together, this suggests that targeting epigenetic modification more specifically for therapy and patient stratification may provide improved outcomes in CRC.
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Affiliation(s)
- Yuanyuan Shen
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA
| | - Yulia I. Nussbaum
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA
| | - Yariswamy Manjunath
- Harry S. Truman Memorial Veterans’ Hospital, University of Missouri, Columbia, MO 65211, USA
| | - Justin J. Hummel
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA
| | - Matthew A. Ciorba
- School of Medicine, Washington University in St. Louis, St. Louis, MO 63130, USA
| | - Wesley C. Warren
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA
- Department of Animal Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Jussuf T. Kaifi
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA
- Harry S. Truman Memorial Veterans’ Hospital, University of Missouri, Columbia, MO 65211, USA
- Department of Surgery, University of Missouri, Columbia, MO 65211, USA
- School of Medicine, University of Missouri, Columbia, MO 65211, USA
| | - Christos Papageorgiou
- School of Medicine, University of Missouri, Columbia, MO 65211, USA
- Ellis Fischel Cancer Center, University of Missouri, Columbia, MO 65211, USA
| | - Rene Cortese
- School of Medicine, University of Missouri, Columbia, MO 65211, USA
| | - Chi-Ren Shyu
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA
- College of Engineering, University of Missouri, Columbia, MO 65211, USA
| | - Jonathan B. Mitchem
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA
- Harry S. Truman Memorial Veterans’ Hospital, University of Missouri, Columbia, MO 65211, USA
- Department of Surgery, University of Missouri, Columbia, MO 65211, USA
- School of Medicine, University of Missouri, Columbia, MO 65211, USA
- Correspondence:
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24
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Lyraki M, Hibbert A, Langley-Hobbs S, Lait P, Buckley RM, Warren WC, Lyons LA. CTSK variant implicated in suspected pyknodysostosis in a domestic cat. JFMS Open Rep 2022; 8:20551169221137536. [DOI: 10.1177/20551169221137536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Case summary A 9-month-old entire male domestic longhair cat presented with a history of pathological fractures, chronic musculoskeletal pain and poor growth. Multiple facial and skeletal abnormalities were identified on physical examination and advanced imaging (CT and radiographs). A variant in CTSK was identified in the affected cat following whole-exome sequencing (WES). The cat was managed symptomatically with diet, environmental modifications and analgesia. Relevance and novel information This is the first report of a cat with a similar clinical presentation and genetic variant to the hereditary human genetic disorder pyknodysostosis. In this case, WES was performed, which often facilitates the diagnosis of various hereditary disorders (ie, a conceptual framework for practicing feline genomic medicine). Despite the severe skeletal and appendicular abnormalities described, the cat was alive more than 2 years after its initial presentation.
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Affiliation(s)
- Maria Lyraki
- The Feline Centre, Langford Vets, Langford, Bristol, UK
| | - Angie Hibbert
- The Feline Centre, Langford Vets, Langford, Bristol, UK
| | | | - Philippa Lait
- Molecular Diagnostic Unit, Diagnostic Laboratories, Langford Vets, Langford, Bristol, UK
| | - Reuben M Buckley
- Department of Veterinary Medicine and Surgery, University of Missouri, Columbia, MO, USA
| | - Wesley C Warren
- Department of Animal Sciences, Department of Surgery, Institute of Data Science and Informatics, University of Missouri, Columbia, MO, USA
| | - Leslie A Lyons
- Department of Veterinary Medicine and Surgery, University of Missouri, Columbia, MO, USA
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25
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Suvilesh KN, Nussbaum YI, Radhakrishnan V, Manjunath Y, Avella DM, Staveley-O’Carroll KF, Kimchi ET, Chaudhuri AA, Shyu CR, Li G, Pantel K, Warren WC, Mitchem JB, Kaifi JT. Abstract 267: Xenograft models of non-metastatic non-small cell lung cancer reveals micrometastasis-associated single cell composition. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Circulating tumor cells (CTCs) represent micrometastatic disease and may offer unique insights into future recurrences in lethal malignancies, including non-small cell lung cancer (NSCLC). Due to CTC rarity and limited stability, no CTC-derived xenograft (CDX) models have ever been generated from non-metastatic NSCLC patients directly. Alternative strategies are needed to molecularly characterize CTCs in this potentially curable patient group.
Methods: Surgically resected NSCLC primary tumor tissues were implanted in immunodeficient mice to establish ten patient-derived xenografts (PDXs). CTCs from 2/10 PDX models led to generation of two stable metastatic models that were studied by single cell sequencing.
Results: Single cell analysis revealed an additional alveolar epithelial type II (AT2) population in metastatic tumors, besides a common AT2 cluster in PDX/metastatic tumors. This was consistent with an external validation set analysis in primary and metastatic NSCLC patient tumors. Further, AT2 clusters of metastatic tumors expressed higher cancer stemness genes versus primary PDX tumor that was recapitulated in patients primary and metastatic tumors.
Conclusions: Stable metastatic models from early stage NSCLC patients can be generated with CTCs from PDX models. The distinct AT2 population identified in CDX tumors with cancer stemness features might be critical mediator of metastasis that deserves further study to discover personalized strategies against NSCLC micrometastases.
Citation Format: Kanve Nagaraj Suvilesh, Yulia I. Nussbaum, Vijay Radhakrishnan, Yariswamy Manjunath, Diego M. Avella, Kevin F. Staveley-O’Carroll, Eric T. Kimchi, Aadel A. Chaudhuri, Chi-Ren Shyu, Guangfu Li, Klaus Pantel, Wesley C. Warren, Jonathan B. Mitchem, Jussuf T. Kaifi. Xenograft models of non-metastatic non-small cell lung cancer reveals micrometastasis-associated single cell composition [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 267.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Guangfu Li
- 1University of Missouri-Columbia, Columbia, MO
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26
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Suvilesh KN, Nussbaum YI, Radhakrishnan V, Manjunath Y, Avella DM, Staveley-O’Carroll KF, Kimchi ET, Chaudhuri AA, Shyu CR, Li G, Pantel K, Warren WC, Mitchem JB, Kaifi JT. Tumorigenic circulating tumor cells from xenograft mouse models of non-metastatic NSCLC patients reveal distinct single cell heterogeneity and drug responses. Mol Cancer 2022; 21:73. [PMID: 35279152 PMCID: PMC8917773 DOI: 10.1186/s12943-022-01553-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 02/26/2022] [Indexed: 12/22/2022] Open
Abstract
Background Circulating tumor cells (CTCs) are liquid biopsies that represent micrometastatic disease and may offer unique insights into future recurrences in non-small cell lung cancer (NSCLC). Due to CTC rarity and limited stability, no stable CTC-derived xenograft (CDX) models have ever been generated from non-metastatic NSCLC patients directly. Alternative strategies are needed to molecularly characterize CTCs and means of potential future metastases in this potentially curable patient group. Methods Surgically resected NSCLC primary tumor tissues from non-metastatic patients were implanted subcutaneously in immunodeficient mice to establish primary tumor patient-derived xenograft (ptPDX) models. CTCs were isolated as liquid biopsies from the blood of ptPDX mice and re-implanted subcutaneously into naïve immunodeficient mice to generate liquid biopsy CTC-derived xenograft (CDX) tumor models. Single cell RNA sequencing was performed and validated in an external dataset of non-xenografted human NSCLC primary tumor and metastases tissues. Drug response testing in CDX models was performed with standard of care chemotherapy (carboplatin/paclitaxel). Blockade of MYC, which has a known role in drug resistance, was performed with a MYC/MAX dimerization inhibitor (10058-F4). Results Out of ten ptPDX, two (20%) stable liquid biopsy CDX mouse models were generated. Single cell RNA sequencing analysis revealed an additional regenerative alveolar epithelial type II (AT2)-like cell population in CDX tumors that was also identified in non-xenografted NSCLC patients’ metastases tissues. Drug testing using these CDX models revealed different treatment responses to carboplatin/paclitaxel. MYC target genes and c-MYC protein were upregulated in the chemoresistant CDX model, while MYC/MAX dimerization blocking could overcome chemoresistance to carboplatin/paclitaxel. Conclusions To overcome the lack of liquid biopsy CDX models from non-metastatic NSCLC patients, CDX models can be generated with CTCs from ptPDX models that were originally established from patients’ primary tumors. Single cell analyses can identify distinct drug responses and cell heterogeneities in CDX tumors that can be validated in NSCLC metastases tissues. CDX models deserve further development and study to discover personalized strategies against micrometastases in non-metastatic NSCLC patients. Supplementary Information The online version contains supplementary material available at 10.1186/s12943-022-01553-5.
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Barbirou M, Miller A, Manjunath Y, Ramirez AB, Ericson NG, Staveley-O’Carroll KF, Mitchem JB, Warren WC, Chaudhuri AA, Huang Y, Li G, Tonellato PJ, Kaifi JT. Single Circulating-Tumor-Cell-Targeted Sequencing to Identify Somatic Variants in Liquid Biopsies in Non-Small-Cell Lung Cancer Patients. Curr Issues Mol Biol 2022; 44:750-763. [PMID: 35723337 PMCID: PMC8928994 DOI: 10.3390/cimb44020052] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 01/30/2022] [Accepted: 01/31/2022] [Indexed: 12/12/2022] Open
Abstract
Non-small-cell lung cancer (NSCLC) accounts for most cancer-related deaths worldwide. Liquid biopsy by a blood draw to detect circulating tumor cells (CTCs) is a tool for molecular profiling of cancer using single-cell and next-generation sequencing (NGS) technologies. The aim of the study was to identify somatic variants in single CTCs isolated from NSCLC patients by targeted NGS. Thirty-one subjects (20 NSCLC patients, 11 smokers without cancer) were enrolled for blood draws (7.5 mL). CTCs were identified by immunofluorescence, individually retrieved, and DNA-extracted. Targeted NGS was performed to detect somatic variants (single-nucleotide variants (SNVs) and insertions/deletions (Indels)) across 65 oncogenes and tumor suppressor genes. Cancer-associated variants were classified using OncoKB database. NSCLC patients had significantly higher CTC counts than control smokers (p = 0.0132; Mann–Whitney test). Analyzing 23 CTCs and 13 white blood cells across seven patients revealed a total of 644 somatic variants that occurred in all CTCs within the same subject, ranging from 1 to 137 per patient. The highest number of variants detected in ≥1 CTC within a patient was 441. A total of 18/65 (27.7%) genes were highly mutated. Mutations with oncogenic impact were identified in functional domains of seven oncogenes/tumor suppressor genes (NF1, PTCH1, TP53, SMARCB1, SMAD4, KRAS, and ERBB2). Single CTC-targeted NGS detects heterogeneous and shared mutational signatures within and between NSCLC patients. CTC single-cell genomics have potential for integration in NSCLC precision oncology.
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Affiliation(s)
- Mouadh Barbirou
- Center for Biomedical Informatics, Department of Health Management and Informatics, School of Medicine, University of Missouri, Columbia, MO 65212, USA; (M.B.); (A.M.); (P.J.T.)
| | - Amanda Miller
- Center for Biomedical Informatics, Department of Health Management and Informatics, School of Medicine, University of Missouri, Columbia, MO 65212, USA; (M.B.); (A.M.); (P.J.T.)
| | - Yariswamy Manjunath
- Department of Surgery, University of Missouri School of Medicine, Columbia, MO 65212, USA; (Y.M.); (K.F.S.-O.); (J.B.M.); (G.L.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
| | | | | | - Kevin F. Staveley-O’Carroll
- Department of Surgery, University of Missouri School of Medicine, Columbia, MO 65212, USA; (Y.M.); (K.F.S.-O.); (J.B.M.); (G.L.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
- Siteman Cancer Center, St. Louis, MO 63110, USA; (W.C.W.); (A.A.C.); (Y.H.)
| | - Jonathan B. Mitchem
- Department of Surgery, University of Missouri School of Medicine, Columbia, MO 65212, USA; (Y.M.); (K.F.S.-O.); (J.B.M.); (G.L.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
- Siteman Cancer Center, St. Louis, MO 63110, USA; (W.C.W.); (A.A.C.); (Y.H.)
| | - Wesley C. Warren
- Siteman Cancer Center, St. Louis, MO 63110, USA; (W.C.W.); (A.A.C.); (Y.H.)
- Department of Animal Sciences and Surgery, Informatics and Data Sciences Institute, Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Aadel A. Chaudhuri
- Siteman Cancer Center, St. Louis, MO 63110, USA; (W.C.W.); (A.A.C.); (Y.H.)
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Yi Huang
- Siteman Cancer Center, St. Louis, MO 63110, USA; (W.C.W.); (A.A.C.); (Y.H.)
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Guangfu Li
- Department of Surgery, University of Missouri School of Medicine, Columbia, MO 65212, USA; (Y.M.); (K.F.S.-O.); (J.B.M.); (G.L.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
- Siteman Cancer Center, St. Louis, MO 63110, USA; (W.C.W.); (A.A.C.); (Y.H.)
| | - Peter J. Tonellato
- Center for Biomedical Informatics, Department of Health Management and Informatics, School of Medicine, University of Missouri, Columbia, MO 65212, USA; (M.B.); (A.M.); (P.J.T.)
| | - Jussuf T. Kaifi
- Center for Biomedical Informatics, Department of Health Management and Informatics, School of Medicine, University of Missouri, Columbia, MO 65212, USA; (M.B.); (A.M.); (P.J.T.)
- Department of Surgery, University of Missouri School of Medicine, Columbia, MO 65212, USA; (Y.M.); (K.F.S.-O.); (J.B.M.); (G.L.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
- Siteman Cancer Center, St. Louis, MO 63110, USA; (W.C.W.); (A.A.C.); (Y.H.)
- Correspondence:
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28
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Locke DP, Hillier LW, Warren WC, Worley KC, Nazareth LV, Muzny DM, Yang SP, Wang Z, Chinwalla AT, Minx P, Mitreva M, Cook L, Delehaunty KD, Fronick C, Schmidt H, Fulton LA, Fulton RS, Nelson JO, Magrini V, Pohl C, Graves TA, Markovic C, Cree A, Dinh HH, Hume J, Kovar CL, Fowler GR, Lunter G, Meader S, Heger A, Ponting CP, Marques-Bonet T, Alkan C, Chen L, Cheng Z, Kidd JM, Eichler EE, White S, Searle S, Vilella AJ, Chen Y, Flicek P, Ma J, Raney B, Suh B, Burhans R, Herrero J, Haussler D, Faria R, Fernando O, Darré F, Farré D, Gazave E, Oliva M, Navarro A, Roberto R, Capozzi O, Archidiacono N, Della Valle G, Purgato S, Rocchi M, Konkel MK, Walker JA, Ullmer B, Batzer MA, Smit AFA, Hubley R, Casola C, Schrider DR, Hahn MW, Quesada V, Puente XS, Ordoñez GR, López-Otín C, Vinar T, Brejova B, Ratan A, Harris RS, Miller W, Kosiol C, Lawson HA, Taliwal V, Martins AL, Siepel A, RoyChoudhury A, Ma X, Degenhardt J, Bustamante CD, Gutenkunst RN, Mailund T, Dutheil JY, Hobolth A, Schierup MH, Ryder OA, Yoshinaga Y, de Jong PJ, Weinstock GM, Rogers J, Mardis ER, Gibbs RA, Wilson RK. Author Correction: Comparative and demographic analysis of orang-utan genomes. Nature 2022; 608:E36. [PMID: 35962045 PMCID: PMC9402433 DOI: 10.1038/s41586-022-04799-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Devin P. Locke
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - LaDeana W. Hillier
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Wesley C. Warren
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Kim C. Worley
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Lynne V. Nazareth
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Donna M. Muzny
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Shiaw-Pyng Yang
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Zhengyuan Wang
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Asif T. Chinwalla
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Pat Minx
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Makedonka Mitreva
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Lisa Cook
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Kim D. Delehaunty
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Catrina Fronick
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Heather Schmidt
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Lucinda A. Fulton
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Robert S. Fulton
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Joanne O. Nelson
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Vincent Magrini
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Craig Pohl
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Tina A. Graves
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Chris Markovic
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Andy Cree
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Huyen H. Dinh
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Jennifer Hume
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Christie L. Kovar
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Gerald R. Fowler
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Gerton Lunter
- grid.4991.50000 0004 1936 8948MRC Functional Genomics Unit and Department of Physiology, Anatomy and Genetics, University of Oxford, Le Gros Clark Building, Oxford, UK ,grid.270683.80000 0004 0641 4511Wellcome Trust Centre for Human Genetics, Oxford, UK
| | - Stephen Meader
- grid.4991.50000 0004 1936 8948MRC Functional Genomics Unit and Department of Physiology, Anatomy and Genetics, University of Oxford, Le Gros Clark Building, Oxford, UK
| | - Andreas Heger
- grid.4991.50000 0004 1936 8948MRC Functional Genomics Unit and Department of Physiology, Anatomy and Genetics, University of Oxford, Le Gros Clark Building, Oxford, UK
| | - Chris P. Ponting
- grid.4991.50000 0004 1936 8948MRC Functional Genomics Unit and Department of Physiology, Anatomy and Genetics, University of Oxford, Le Gros Clark Building, Oxford, UK
| | - Tomas Marques-Bonet
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington School of Medicine, Seattle, Washington USA ,grid.5612.00000 0001 2172 2676IBE, Institut de Biologia Evolutiva (UPF-CSIC), Universitat Pompeu Fabra, PRBB, Doctor Aiguader, 88, Barcelona, Spain
| | - Can Alkan
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington School of Medicine, Seattle, Washington USA
| | - Lin Chen
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington School of Medicine, Seattle, Washington USA
| | - Ze Cheng
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington School of Medicine, Seattle, Washington USA
| | - Jeffrey M. Kidd
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington School of Medicine, Seattle, Washington USA
| | - Evan E. Eichler
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington School of Medicine, Seattle, Washington USA ,grid.413575.10000 0001 2167 1581Howard Hughes Medical Institute, Seattle, Washington USA
| | - Simon White
- grid.10306.340000 0004 0606 5382Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
| | - Stephen Searle
- grid.10306.340000 0004 0606 5382Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
| | - Albert J. Vilella
- grid.52788.300000 0004 0427 7672European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge UK
| | - Yuan Chen
- grid.52788.300000 0004 0427 7672European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge UK
| | - Paul Flicek
- grid.52788.300000 0004 0427 7672European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge UK
| | - Jian Ma
- grid.205975.c0000 0001 0740 6917Center for Biomolecular Science and Engineering, University of California, Santa Cruz, California USA ,grid.35403.310000 0004 1936 9991Present Address: Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois USA
| | - Brian Raney
- grid.205975.c0000 0001 0740 6917Center for Biomolecular Science and Engineering, University of California, Santa Cruz, California USA
| | - Bernard Suh
- grid.205975.c0000 0001 0740 6917Center for Biomolecular Science and Engineering, University of California, Santa Cruz, California USA
| | - Richard Burhans
- grid.29857.310000 0001 2097 4281Center for Comparative Genomics and Bioinformatics, Penn State University, University Park, Pennsylvania, USA
| | - Javier Herrero
- grid.52788.300000 0004 0427 7672European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge UK
| | - David Haussler
- grid.205975.c0000 0001 0740 6917Center for Biomolecular Science and Engineering, University of California, Santa Cruz, California USA
| | - Rui Faria
- grid.5612.00000 0001 2172 2676IBE, Institut de Biologia Evolutiva (UPF-CSIC), Universitat Pompeu Fabra, PRBB, Doctor Aiguader, 88, Barcelona, Spain ,grid.5808.50000 0001 1503 7226CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, Vairão, Portugal
| | - Olga Fernando
- grid.5612.00000 0001 2172 2676IBE, Institut de Biologia Evolutiva (UPF-CSIC), Universitat Pompeu Fabra, PRBB, Doctor Aiguader, 88, Barcelona, Spain ,grid.10772.330000000121511713Instituto de Tecnologia Química e Biológica, Universidade Nova de Lisboa, Oeiras, Portugal
| | - Fleur Darré
- grid.5612.00000 0001 2172 2676IBE, Institut de Biologia Evolutiva (UPF-CSIC), Universitat Pompeu Fabra, PRBB, Doctor Aiguader, 88, Barcelona, Spain
| | - Domènec Farré
- grid.5612.00000 0001 2172 2676IBE, Institut de Biologia Evolutiva (UPF-CSIC), Universitat Pompeu Fabra, PRBB, Doctor Aiguader, 88, Barcelona, Spain
| | - Elodie Gazave
- grid.5612.00000 0001 2172 2676IBE, Institut de Biologia Evolutiva (UPF-CSIC), Universitat Pompeu Fabra, PRBB, Doctor Aiguader, 88, Barcelona, Spain
| | - Meritxell Oliva
- grid.5612.00000 0001 2172 2676IBE, Institut de Biologia Evolutiva (UPF-CSIC), Universitat Pompeu Fabra, PRBB, Doctor Aiguader, 88, Barcelona, Spain
| | - Arcadi Navarro
- grid.5612.00000 0001 2172 2676IBE, Institut de Biologia Evolutiva (UPF-CSIC), Universitat Pompeu Fabra, PRBB, Doctor Aiguader, 88, Barcelona, Spain ,grid.425902.80000 0000 9601 989XICREA (Institució Catalana de Recerca i Estudis Avançats) and INB (Instituto Nacional de Bioinformática) PRBB, Doctor Aiguader, 88, Barcelona, Spain
| | - Roberta Roberto
- grid.7644.10000 0001 0120 3326Department of Biology, University of Bari, Bari, Italy
| | - Oronzo Capozzi
- grid.7644.10000 0001 0120 3326Department of Biology, University of Bari, Bari, Italy
| | | | - Giuliano Della Valle
- grid.6292.f0000 0004 1757 1758Department of Biology, University of Bologna, Bologna, Italy
| | - Stefania Purgato
- grid.6292.f0000 0004 1757 1758Department of Biology, University of Bologna, Bologna, Italy
| | - Mariano Rocchi
- grid.7644.10000 0001 0120 3326Department of Biology, University of Bari, Bari, Italy
| | - Miriam K. Konkel
- grid.64337.350000 0001 0662 7451Department of Biological Sciences, Louisiana State University, Baton Rouge, Louisiana USA
| | - Jerilyn A. Walker
- grid.64337.350000 0001 0662 7451Department of Biological Sciences, Louisiana State University, Baton Rouge, Louisiana USA
| | - Brygg Ullmer
- grid.64337.350000 0001 0662 7451Center for Computation and Technology, Department of Computer Sciences, Louisiana State University, Baton Rouge, Louisiana USA
| | - Mark A. Batzer
- grid.64337.350000 0001 0662 7451Department of Biological Sciences, Louisiana State University, Baton Rouge, Louisiana USA
| | - Arian F. A. Smit
- grid.64212.330000 0004 0463 2320Institute for Systems Biology, Seattle, Washington USA
| | - Robert Hubley
- grid.64212.330000 0004 0463 2320Institute for Systems Biology, Seattle, Washington USA
| | - Claudio Casola
- grid.411377.70000 0001 0790 959XDepartment of Biology and School of Informatics and Computing, Indiana University, Bloomington, Indiana USA
| | - Daniel R. Schrider
- grid.411377.70000 0001 0790 959XDepartment of Biology and School of Informatics and Computing, Indiana University, Bloomington, Indiana USA
| | - Matthew W. Hahn
- grid.411377.70000 0001 0790 959XDepartment of Biology and School of Informatics and Computing, Indiana University, Bloomington, Indiana USA
| | - Victor Quesada
- grid.10863.3c0000 0001 2164 6351Instituto Universitario de Oncologia, Departamento de Bioquimica y Biologia Molecular, Universidad de Oviedo, Oviedo, Spain
| | - Xose S. Puente
- grid.10863.3c0000 0001 2164 6351Instituto Universitario de Oncologia, Departamento de Bioquimica y Biologia Molecular, Universidad de Oviedo, Oviedo, Spain
| | - Gonzalo R. Ordoñez
- grid.10863.3c0000 0001 2164 6351Instituto Universitario de Oncologia, Departamento de Bioquimica y Biologia Molecular, Universidad de Oviedo, Oviedo, Spain
| | - Carlos López-Otín
- grid.10863.3c0000 0001 2164 6351Instituto Universitario de Oncologia, Departamento de Bioquimica y Biologia Molecular, Universidad de Oviedo, Oviedo, Spain
| | - Tomas Vinar
- grid.7634.60000000109409708Faculty of Mathematics, Physics and Informatics, Comenius University, Mlynska Dolina, Bratislava, Slovakia
| | - Brona Brejova
- grid.7634.60000000109409708Faculty of Mathematics, Physics and Informatics, Comenius University, Mlynska Dolina, Bratislava, Slovakia
| | - Aakrosh Ratan
- grid.29857.310000 0001 2097 4281Center for Comparative Genomics and Bioinformatics, Penn State University, University Park, Pennsylvania, USA
| | - Robert S. Harris
- grid.29857.310000 0001 2097 4281Center for Comparative Genomics and Bioinformatics, Penn State University, University Park, Pennsylvania, USA
| | - Webb Miller
- grid.29857.310000 0001 2097 4281Center for Comparative Genomics and Bioinformatics, Penn State University, University Park, Pennsylvania, USA
| | - Carolin Kosiol
- Institut für Populations genetik, Vetmeduni Vienna, Wien, Austria
| | - Heather A. Lawson
- grid.4367.60000 0001 2355 7002Department of Anatomy and Neurobiology, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Vikas Taliwal
- grid.5386.8000000041936877XDepartment of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York USA
| | - André L. Martins
- grid.5386.8000000041936877XDepartment of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York USA
| | - Adam Siepel
- grid.5386.8000000041936877XDepartment of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York USA
| | - Arindam RoyChoudhury
- grid.21729.3f0000000419368729Department of Biostatistics, Columbia University, New York, New York USA
| | - Xin Ma
- grid.5386.8000000041936877XDepartment of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York USA
| | - Jeremiah Degenhardt
- grid.5386.8000000041936877XDepartment of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York USA
| | - Carlos D. Bustamante
- grid.168010.e0000000419368956Department of Genetics, Stanford University, Stanford, California USA
| | - Ryan N. Gutenkunst
- grid.134563.60000 0001 2168 186XDepartment of Molecular and Cellular Biology, University of Arizona, Tucson, Arizona USA
| | - Thomas Mailund
- grid.7048.b0000 0001 1956 2722Bioinformatics Research Centre, Aarhus University, Aarhus C, Denmark
| | - Julien Y. Dutheil
- grid.7048.b0000 0001 1956 2722Bioinformatics Research Centre, Aarhus University, Aarhus C, Denmark
| | - Asger Hobolth
- grid.7048.b0000 0001 1956 2722Bioinformatics Research Centre, Aarhus University, Aarhus C, Denmark
| | - Mikkel H. Schierup
- grid.7048.b0000 0001 1956 2722Bioinformatics Research Centre, Aarhus University, Aarhus C, Denmark
| | - Oliver A. Ryder
- grid.452788.40000 0004 0458 5309San Diego Zoo’s Institute for Conservation Research, Escondido, California USA
| | - Yuko Yoshinaga
- grid.414016.60000 0004 0433 7727Children’s Hospital Oakland Research Institute, Oakland, California USA
| | - Pieter J. de Jong
- grid.414016.60000 0004 0433 7727Children’s Hospital Oakland Research Institute, Oakland, California USA
| | - George M. Weinstock
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Jeffrey Rogers
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Elaine R. Mardis
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
| | - Richard A. Gibbs
- grid.39382.330000 0001 2160 926XHuman Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, Texas USA
| | - Richard K. Wilson
- grid.4367.60000 0001 2355 7002The Genome Center at Washington University, Washington University School of Medicine, Saint Louis, Missouri USA
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29
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Olafson PU, Aksoy S, Attardo GM, Buckmeier G, Chen X, Coates CJ, Davis M, Dykema J, Emrich SJ, Friedrich M, Holmes CJ, Ioannidis P, Jansen EN, Jennings EC, Lawson D, Martinson EO, Maslen GL, Meisel RP, Murphy TD, Nayduch D, Nelson DR, Oyen KJ, Raszick TJ, Ribeiro JMC, Robertson HM, Rosendale AJ, Sackton TB, Saelao P, Swiger SL, Sze SH, Tarone AM, Taylor DB, Warren WC, Waterhouse RM, Weirauch MT, Werren JH, Wilson RK, Zdobnov EM, Benoit JB. Publisher Correction: The genome of the stable fly, Stomoxys calcitrans, reveals potential mechanisms underlying reproduction, host interactions, and novel targets for pest control. BMC Biol 2021; 19:150. [PMID: 34325695 PMCID: PMC8320157 DOI: 10.1186/s12915-021-01098-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
- Pia U Olafson
- Livestock Arthropod Pests Research Unit, USDA-ARS, Kerrville, TX, USA.
| | - Serap Aksoy
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Geoffrey M Attardo
- Department of Entomology and Nematology, University of California - Davis, Davis, CA, USA
| | - Greta Buckmeier
- Livestock Arthropod Pests Research Unit, USDA-ARS, Kerrville, TX, USA
| | - Xiaoting Chen
- The Center for Autoimmune Genomics and Etiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Craig J Coates
- Department of Entomology, Texas A & M University, College Station, TX, USA
| | - Megan Davis
- Livestock Arthropod Pests Research Unit, USDA-ARS, Kerrville, TX, USA
| | - Justin Dykema
- Department of Biological Sciences, Wayne State University, Detroit, MI, USA
| | - Scott J Emrich
- Department of Electrical Engineering & Computer Science, University of Tennessee, Knoxville, TN, USA
| | - Markus Friedrich
- Department of Biological Sciences, Wayne State University, Detroit, MI, USA
| | - Christopher J Holmes
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Panagiotis Ioannidis
- Department of Genetic Medicine and Development, University of Geneva Medical School and Swiss Institute of Bioinformatics, 1211, Geneva, Switzerland
| | - Evan N Jansen
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Emily C Jennings
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Daniel Lawson
- The European Molecular Biology Laboratory, The European Bioinformatics Institute, The Wellcome Genome Campus, Hinxton, CB10 1SD, UK
| | | | - Gareth L Maslen
- The European Molecular Biology Laboratory, The European Bioinformatics Institute, The Wellcome Genome Campus, Hinxton, CB10 1SD, UK
| | - Richard P Meisel
- Department of Biology and Biochemistry, University of Houston, Houston, TX, USA
| | - Terence D Murphy
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, USA
| | - Dana Nayduch
- Arthropod-borne Animal Diseases Research Unit, USDA-ARS, Manhattan, KS, USA
| | - David R Nelson
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Kennan J Oyen
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Tyler J Raszick
- Department of Entomology, Texas A & M University, College Station, TX, USA
| | - José M C Ribeiro
- Section of Vector Biology, Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, Rockville, MD, USA
| | - Hugh M Robertson
- Department of Entomology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | | | - Timothy B Sackton
- Informatics Group, Faculty of Arts and Sciences, Harvard University, Cambridge, MA, USA
| | - Perot Saelao
- Livestock Arthropod Pests Research Unit, USDA-ARS, Kerrville, TX, USA
| | - Sonja L Swiger
- Department of Entomology, Texas A&M AgriLife Research and Extension Center, Stephenville, TX, USA
| | - Sing-Hoi Sze
- Department of Computer Science & Engineering, Department of Biochemistry & Biophysics, Texas A & M University, College Station, TX, USA
| | - Aaron M Tarone
- Department of Entomology, Texas A & M University, College Station, TX, USA
| | - David B Taylor
- Agroecosystem Management Research Unit, USDA-ARS, Lincoln, NE, USA
| | - Wesley C Warren
- University of Missouri, Bond Life Sciences Center, Columbia, MO, USA
| | - Robert M Waterhouse
- Department of Ecology and Evolution, University of Lausanne, and Swiss Institute of Bioinformatics, 1015, Lausanne, Switzerland
| | - Matthew T Weirauch
- Center for Autoimmune Genomics and Etiology, Divisions of Biomedical Informatics and Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - John H Werren
- Department of Biology, University of Rochester, Rochester, NY, USA
| | - Richard K Wilson
- Institute for Genomic Medicine, Nationwide Children's Hospital, Columbus, OH, USA.,College of Medicine, Ohio State University, Columbus, OH, USA
| | - Evgeny M Zdobnov
- Department of Genetic Medicine and Development, University of Geneva Medical School and Swiss Institute of Bioinformatics, 1211, Geneva, Switzerland
| | - Joshua B Benoit
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA.
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30
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Hoencamp C, Dudchenko O, Elbatsh AMO, Brahmachari S, Raaijmakers JA, van Schaik T, Sedeño Cacciatore Á, Contessoto VG, van Heesbeen RGHP, van den Broek B, Mhaskar AN, Teunissen H, St Hilaire BG, Weisz D, Omer AD, Pham M, Colaric Z, Yang Z, Rao SSP, Mitra N, Lui C, Yao W, Khan R, Moroz LL, Kohn A, St Leger J, Mena A, Holcroft K, Gambetta MC, Lim F, Farley E, Stein N, Haddad A, Chauss D, Mutlu AS, Wang MC, Young ND, Hildebrandt E, Cheng HH, Knight CJ, Burnham TLU, Hovel KA, Beel AJ, Mattei PJ, Kornberg RD, Warren WC, Cary G, Gómez-Skarmeta JL, Hinman V, Lindblad-Toh K, Di Palma F, Maeshima K, Multani AS, Pathak S, Nel-Themaat L, Behringer RR, Kaur P, Medema RH, van Steensel B, de Wit E, Onuchic JN, Di Pierro M, Lieberman Aiden E, Rowland BD. 3D genomics across the tree of life reveals condensin II as a determinant of architecture type. Science 2021; 372:984-989. [PMID: 34045355 PMCID: PMC8172041 DOI: 10.1126/science.abe2218] [Citation(s) in RCA: 91] [Impact Index Per Article: 30.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 04/16/2021] [Indexed: 01/01/2023]
Abstract
We investigated genome folding across the eukaryotic tree of life. We find two types of three-dimensional (3D) genome architectures at the chromosome scale. Each type appears and disappears repeatedly during eukaryotic evolution. The type of genome architecture that an organism exhibits correlates with the absence of condensin II subunits. Moreover, condensin II depletion converts the architecture of the human genome to a state resembling that seen in organisms such as fungi or mosquitoes. In this state, centromeres cluster together at nucleoli, and heterochromatin domains merge. We propose a physical model in which lengthwise compaction of chromosomes by condensin II during mitosis determines chromosome-scale genome architecture, with effects that are retained during the subsequent interphase. This mechanism likely has been conserved since the last common ancestor of all eukaryotes.
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Affiliation(s)
- Claire Hoencamp
- Division of Gene Regulation, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - Olga Dudchenko
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
- Center for Theoretical Biological Physics, Rice University, Houston, TX 77005, USA
| | - Ahmed M O Elbatsh
- Division of Gene Regulation, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | | | - Jonne A Raaijmakers
- Division of Cell Biology, Oncode Institute, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - Tom van Schaik
- Division of Gene Regulation, Oncode Institute, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | | | - Vinícius G Contessoto
- Center for Theoretical Biological Physics, Rice University, Houston, TX 77005, USA
- Department of Physics, Institute of Biosciences, Letters and Exact Sciences, São Paulo State University (UNESP), São José do Rio Preto - SP, 15054-000, Brazil
| | - Roy G H P van Heesbeen
- Division of Cell Biology, Oncode Institute, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - Bram van den Broek
- BioImaging Facility, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - Aditya N Mhaskar
- Division of Gene Regulation, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - Hans Teunissen
- Division of Gene Regulation, Oncode Institute, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - Brian Glenn St Hilaire
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - David Weisz
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Arina D Omer
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
| | - Melanie Pham
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
| | - Zane Colaric
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
| | - Zhenzhen Yang
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech, Pudong 201210, China
| | - Suhas S P Rao
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Namita Mitra
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Christopher Lui
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
| | - Weijie Yao
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
| | - Ruqayya Khan
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Leonid L Moroz
- Whitney Laboratory and Department of Neuroscience, University of Florida, Gainesville, FL 32611, USA
| | - Andrea Kohn
- Whitney Laboratory and Department of Neuroscience, University of Florida, Gainesville, FL 32611, USA
| | - Judy St Leger
- Department of Biosciences, Cornell University College of Veterinary Medicine, Ithaca, NY 14853, USA
| | | | | | | | - Fabian Lim
- Department of Medicine and Molecular Biology, University of California, San Diego, La Jolla, CA 92093, USA
| | - Emma Farley
- Department of Medicine and Molecular Biology, University of California, San Diego, La Jolla, CA 92093, USA
| | - Nils Stein
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK Gatersleben), 06466 Seeland, Germany
- Center of Integrated Breeding Research (CiBreed), Department of Crop Sciences, Georg-August-University Göttingen, 37075 Göttingen, Germany
- UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA 6009, Australia
| | - Alexander Haddad
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA
| | - Daniel Chauss
- National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Ayse Sena Mutlu
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Meng C Wang
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
- Huffington Center on Aging, Baylor College of Medicine, Houston, TX 77030, USA
- Howard Hughes Medical Institute, Baylor College of Medicine, Houston, TX 77030, USA
| | - Neil D Young
- Faculty of Veterinary and Agricultural Sciences, University of Melbourne, Parkville, VIC 3010, Australia
| | - Evin Hildebrandt
- Avian Diseases and Oncology Laboratory, US Department of Agriculture, Agricultural Research Service, East Lansing, MI 48823, USA
| | - Hans H Cheng
- Avian Diseases and Oncology Laboratory, US Department of Agriculture, Agricultural Research Service, East Lansing, MI 48823, USA
| | | | - Theresa L U Burnham
- Department of Wildlife, Fish, and Conservation Biology, University of California, Davis, Davis, CA 95616, USA
- Coastal and Marine Institute and Department of Biology, San Diego State University, San Diego, CA 92106, USA
| | - Kevin A Hovel
- Coastal and Marine Institute and Department of Biology, San Diego State University, San Diego, CA 92106, USA
| | - Andrew J Beel
- Department of Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Pierre-Jean Mattei
- Department of Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Roger D Kornberg
- Department of Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Wesley C Warren
- Department of Animal Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Gregory Cary
- The Jackson Laboratory, Bar Harbor, ME 04609, USA
| | - José Luis Gómez-Skarmeta
- Centro Andaluz de Biología del Desarrollo CSIC, Universidad Pablo de Olavide, 41013 Sevilla, Spain
| | - Veronica Hinman
- Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| | - Kerstin Lindblad-Toh
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Science for Life Laboratory, Department of Medical Biochemistry and Microbiology, Uppsala University, 751 23 Uppsala, Sweden
| | - Federica Di Palma
- Department of Biological Sciences, University of East Anglia, Norwich NR4 7TJ, UK
| | - Kazuhiro Maeshima
- Genome Dynamics Laboratory, National Institute of Genetics, Mishima, Shizuoka 411-8540, Japan
- Department of Genetics, Sokendai (Graduate University for Advanced Studies), Mishima, Shizuoka 411-8540, Japan
| | - Asha S Multani
- Department of Genetics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sen Pathak
- Department of Genetics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Liesl Nel-Themaat
- Department of Genetics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Richard R Behringer
- Department of Genetics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Parwinder Kaur
- UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA 6009, Australia
| | - René H Medema
- Division of Cell Biology, Oncode Institute, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - Bas van Steensel
- Division of Gene Regulation, Oncode Institute, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - Elzo de Wit
- Division of Gene Regulation, Oncode Institute, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands
| | - José N Onuchic
- Center for Theoretical Biological Physics, Rice University, Houston, TX 77005, USA
- Departments of Physics and Astronomy, Chemistry, and Biosciences, Rice University, Houston, TX 77005, USA
| | - Michele Di Pierro
- Center for Theoretical Biological Physics, Rice University, Houston, TX 77005, USA
- Department of Physics, Northeastern University, Boston, MA 02115, USA
| | - Erez Lieberman Aiden
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX 77030, USA.
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
- Center for Theoretical Biological Physics, Rice University, Houston, TX 77005, USA
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech, Pudong 201210, China
- UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA 6009, Australia
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Benjamin D Rowland
- Division of Gene Regulation, Netherlands Cancer Institute, 1066 CX Amsterdam, Netherlands.
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Nussbaum YI, Manjunath Y, Suvilesh KN, Warren WC, Shyu CR, Kaifi JT, Ciorba MA, Mitchem JB. Current and Prospective Methods for Assessing Anti-Tumor Immunity in Colorectal Cancer. Int J Mol Sci 2021; 22:4802. [PMID: 33946558 PMCID: PMC8125332 DOI: 10.3390/ijms22094802] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Revised: 04/23/2021] [Accepted: 04/27/2021] [Indexed: 02/06/2023] Open
Abstract
Colorectal cancer (CRC) remains one of the deadliest malignancies worldwide despite recent progress in treatment strategies. Though immune checkpoint inhibition has proven effective for a number of other tumors, it offers benefits in only a small group of CRC patients with high microsatellite instability. In general, heterogenous cell groups in the tumor microenvironment are considered as the major barrier for unveiling the causes of low immune response. Therefore, deconvolution of cellular components in highly heterogeneous microenvironments is crucial for understanding the immune contexture of cancer. In this review, we assimilate current knowledge and recent studies examining anti-tumor immunity in CRC. We also discuss the utilization of novel immune contexture assessment methods that have not been used in CRC research to date.
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Affiliation(s)
- Yulia I. Nussbaum
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65201, USA; (Y.I.N.); (C.-R.S.); (J.T.K.)
| | - Yariswamy Manjunath
- Department of Surgery, Columbia, MO 65212, USA; (Y.M.); (K.N.S.); (W.C.W.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
| | - Kanve N. Suvilesh
- Department of Surgery, Columbia, MO 65212, USA; (Y.M.); (K.N.S.); (W.C.W.)
| | - Wesley C. Warren
- Department of Surgery, Columbia, MO 65212, USA; (Y.M.); (K.N.S.); (W.C.W.)
- Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Chi-Ren Shyu
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65201, USA; (Y.I.N.); (C.-R.S.); (J.T.K.)
| | - Jussuf T. Kaifi
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65201, USA; (Y.I.N.); (C.-R.S.); (J.T.K.)
- Department of Surgery, Columbia, MO 65212, USA; (Y.M.); (K.N.S.); (W.C.W.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO 63110, USA;
| | - Matthew A. Ciorba
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO 63110, USA;
- Division of Gastroenterology, Department of Medicine, Washington School of Medicine, St. Louis, MO 63110, USA
| | - Jonathan B. Mitchem
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65201, USA; (Y.I.N.); (C.-R.S.); (J.T.K.)
- Department of Surgery, Columbia, MO 65212, USA; (Y.M.); (K.N.S.); (W.C.W.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO 63110, USA;
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32
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Al-Taie Z, Liu D, Mitchem JB, Papageorgiou C, Kaifi JT, Warren WC, Shyu CR. Explainable artificial intelligence in high-throughput drug repositioning for subgroup stratifications with interventionable potential. J Biomed Inform 2021; 118:103792. [PMID: 33915273 DOI: 10.1016/j.jbi.2021.103792] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2020] [Revised: 03/26/2021] [Accepted: 04/21/2021] [Indexed: 01/02/2023]
Abstract
Enabling precision medicine requires developing robust patient stratification methods as well as drugs tailored to homogeneous subgroups of patients from a heterogeneous population. Developing de novo drugs is expensive and time consuming with an ultimately low FDA approval rate. These limitations make developing new drugs for a small portion of a disease population unfeasible. Therefore, drug repositioning is an essential alternative for developing new drugs for a disease subpopulation. This shows the importance of developing data-driven approaches that find druggable homogeneous subgroups within the disease population and reposition the drugs for these subgroups. In this study, we developed an explainable AI approach for patient stratification and drug repositioning. Contrast pattern mining and network analysis were used to discover homogeneous subgroups within a disease population. For each subgroup, a biomedical network analysis was done to find the drugs that are most relevant to a given subgroup of patients. The set of candidate drugs for each subgroup was ranked using an aggregated drug score assigned to each drug. The proposed method represents a human-in-the-loop framework, where medical experts use the data-driven results to generate hypotheses and obtain insights into potential therapeutic candidates for patients who belong to a subgroup. Colorectal cancer (CRC) was used as a case study. Patients' phenotypic and genotypic data was utilized with a heterogeneous knowledge base because it gives a multi-view perspective for finding new indications for drugs outside of their original use. Our analysis of the top candidate drugs for the subgroups identified by medical experts showed that most of these drugs are cancer-related, and most of them have the potential to be a CRC regimen based on studies in the literature.
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Affiliation(s)
- Zainab Al-Taie
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; Department of Computer Science, College of Science for Women, University of Baghdad, Baghdad, Iraq
| | - Danlu Liu
- Electrical Engineering and Computer Science Department, University of Missouri, Columbia, MO 65211, USA
| | - Jonathan B Mitchem
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA; Harry S. Truman Memorial Veterans' Hospital, Columbia, MO 65201, USA.
| | - Christos Papageorgiou
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA
| | - Jussuf T Kaifi
- Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA; Harry S. Truman Memorial Veterans' Hospital, Columbia, MO 65201, USA
| | - Wesley C Warren
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65212, USA; Department of Animal Sciences, Bond Life Sciences Center, University of Missouri, 1201 Rollins Street, Columbia, MO 65211, USA
| | - Chi-Ren Shyu
- Institute for Data Science & Informatics, University of Missouri, Columbia, MO 65211, USA; Electrical Engineering and Computer Science Department, University of Missouri, Columbia, MO 65211, USA; Department of Medicine, School of Medicine, University of Missouri, Columbia, MO 65212, USA.
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33
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Rhie A, McCarthy SA, Fedrigo O, Damas J, Formenti G, Koren S, Uliano-Silva M, Chow W, Fungtammasan A, Kim J, Lee C, Ko BJ, Chaisson M, Gedman GL, Cantin LJ, Thibaud-Nissen F, Haggerty L, Bista I, Smith M, Haase B, Mountcastle J, Winkler S, Paez S, Howard J, Vernes SC, Lama TM, Grutzner F, Warren WC, Balakrishnan CN, Burt D, George JM, Biegler MT, Iorns D, Digby A, Eason D, Robertson B, Edwards T, Wilkinson M, Turner G, Meyer A, Kautt AF, Franchini P, Detrich HW, Svardal H, Wagner M, Naylor GJP, Pippel M, Malinsky M, Mooney M, Simbirsky M, Hannigan BT, Pesout T, Houck M, Misuraca A, Kingan SB, Hall R, Kronenberg Z, Sović I, Dunn C, Ning Z, Hastie A, Lee J, Selvaraj S, Green RE, Putnam NH, Gut I, Ghurye J, Garrison E, Sims Y, Collins J, Pelan S, Torrance J, Tracey A, Wood J, Dagnew RE, Guan D, London SE, Clayton DF, Mello CV, Friedrich SR, Lovell PV, Osipova E, Al-Ajli FO, Secomandi S, Kim H, Theofanopoulou C, Hiller M, Zhou Y, Harris RS, Makova KD, Medvedev P, Hoffman J, Masterson P, Clark K, Martin F, Howe K, Flicek P, Walenz BP, Kwak W, Clawson H, Diekhans M, Nassar L, Paten B, Kraus RHS, Crawford AJ, Gilbert MTP, Zhang G, Venkatesh B, Murphy RW, Koepfli KP, Shapiro B, Johnson WE, Di Palma F, Marques-Bonet T, Teeling EC, Warnow T, Graves JM, Ryder OA, Haussler D, O'Brien SJ, Korlach J, Lewin HA, Howe K, Myers EW, Durbin R, Phillippy AM, Jarvis ED. Towards complete and error-free genome assemblies of all vertebrate species. Nature 2021; 592:737-746. [PMID: 33911273 PMCID: PMC8081667 DOI: 10.1038/s41586-021-03451-0] [Citation(s) in RCA: 584] [Impact Index Per Article: 194.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 03/12/2021] [Indexed: 02/02/2023]
Abstract
High-quality and complete reference genome assemblies are fundamental for the application of genomics to biology, disease, and biodiversity conservation. However, such assemblies are available for only a few non-microbial species1-4. To address this issue, the international Genome 10K (G10K) consortium5,6 has worked over a five-year period to evaluate and develop cost-effective methods for assembling highly accurate and nearly complete reference genomes. Here we present lessons learned from generating assemblies for 16 species that represent six major vertebrate lineages. We confirm that long-read sequencing technologies are essential for maximizing genome quality, and that unresolved complex repeats and haplotype heterozygosity are major sources of assembly error when not handled correctly. Our assemblies correct substantial errors, add missing sequence in some of the best historical reference genomes, and reveal biological discoveries. These include the identification of many false gene duplications, increases in gene sizes, chromosome rearrangements that are specific to lineages, a repeated independent chromosome breakpoint in bat genomes, and a canonical GC-rich pattern in protein-coding genes and their regulatory regions. Adopting these lessons, we have embarked on the Vertebrate Genomes Project (VGP), an international effort to generate high-quality, complete reference genomes for all of the roughly 70,000 extant vertebrate species and to help to enable a new era of discovery across the life sciences.
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Affiliation(s)
- Arang Rhie
- Genome Informatics Section, Computational and Statistical Genomics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Shane A McCarthy
- Department of Genetics, University of Cambridge, Cambridge, UK
- Wellcome Sanger Institute, Cambridge, UK
| | - Olivier Fedrigo
- Vertebrate Genome Lab, The Rockefeller University, New York, NY, USA
| | - Joana Damas
- The Genome Center, University of California Davis, Davis, CA, USA
| | - Giulio Formenti
- Vertebrate Genome Lab, The Rockefeller University, New York, NY, USA
- Laboratory of Neurogenetics of Language, The Rockefeller University, New York, NY, USA
| | - Sergey Koren
- Genome Informatics Section, Computational and Statistical Genomics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Marcela Uliano-Silva
- Leibniz Institute for Zoo and Wildlife Research, Department of Evolutionary Genetics, Berlin, Germany
- Berlin Center for Genomics in Biodiversity Research, Berlin, Germany
| | | | | | - Juwan Kim
- Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, Republic of Korea
| | - Chul Lee
- Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, Republic of Korea
| | - Byung June Ko
- Department of Agricultural Biotechnology and Research Institute of Agriculture and Life Sciences, Seoul National University, Seoul, Republic of Korea
| | - Mark Chaisson
- University of Southern California, Los Angeles, CA, USA
| | - Gregory L Gedman
- Laboratory of Neurogenetics of Language, The Rockefeller University, New York, NY, USA
| | - Lindsey J Cantin
- Laboratory of Neurogenetics of Language, The Rockefeller University, New York, NY, USA
| | - Francoise Thibaud-Nissen
- National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, MD, USA
| | - Leanne Haggerty
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
| | - Iliana Bista
- Department of Genetics, University of Cambridge, Cambridge, UK
- Wellcome Sanger Institute, Cambridge, UK
| | | | - Bettina Haase
- Vertebrate Genome Lab, The Rockefeller University, New York, NY, USA
| | | | - Sylke Winkler
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
- DRESDEN-concept Genome Center, Dresden, Germany
| | - Sadye Paez
- Vertebrate Genome Lab, The Rockefeller University, New York, NY, USA
- Laboratory of Neurogenetics of Language, The Rockefeller University, New York, NY, USA
| | | | - Sonja C Vernes
- Neurogenetics of Vocal Communication Group, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands
- School of Biology, University of St Andrews, St Andrews, UK
| | - Tanya M Lama
- University of Massachusetts Cooperative Fish and Wildlife Research Unit, Amherst, MA, USA
| | - Frank Grutzner
- School of Biological Science, The Environment Institute, University of Adelaide, Adelaide, South Australia, Australia
| | - Wesley C Warren
- Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
| | | | - Dave Burt
- UQ Genomics, University of Queensland, Brisbane, Queensland, Australia
| | - Julia M George
- Department of Biological Sciences, Clemson University, Clemson, SC, USA
| | - Matthew T Biegler
- Laboratory of Neurogenetics of Language, The Rockefeller University, New York, NY, USA
| | - David Iorns
- The Genetic Rescue Foundation, Wellington, New Zealand
| | - Andrew Digby
- Kākāpō Recovery, Department of Conservation, Invercargill, New Zealand
| | - Daryl Eason
- Kākāpō Recovery, Department of Conservation, Invercargill, New Zealand
| | - Bruce Robertson
- Department of Zoology, University of Otago, Dunedin, New Zealand
| | | | - Mark Wilkinson
- Department of Life Sciences, Natural History Museum, London, UK
| | - George Turner
- School of Natural Sciences, Bangor University, Gwynedd, UK
| | - Axel Meyer
- Department of Biology, University of Konstanz, Konstanz, Germany
| | - Andreas F Kautt
- Department of Biology, University of Konstanz, Konstanz, Germany
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Paolo Franchini
- Department of Biology, University of Konstanz, Konstanz, Germany
| | - H William Detrich
- Department of Marine and Environmental Sciences, Northeastern University Marine Science Center, Nahant, MA, USA
| | - Hannes Svardal
- Department of Biology, University of Antwerp, Antwerp, Belgium
- Naturalis Biodiversity Center, Leiden, The Netherlands
| | - Maximilian Wagner
- Institute of Biology, Karl-Franzens University of Graz, Graz, Austria
| | - Gavin J P Naylor
- Florida Museum of Natural History, University of Florida, Gainesville, FL, USA
| | - Martin Pippel
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
- Center for Systems Biology, Dresden, Germany
| | - Milan Malinsky
- Wellcome Sanger Institute, Cambridge, UK
- Zoological Institute, University of Basel, Basel, Switzerland
| | | | | | | | - Trevor Pesout
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA
| | | | | | | | | | | | - Ivan Sović
- Pacific Biosciences, Menlo Park, CA, USA
- Digital BioLogic, Ivanić-Grad, Croatia
| | | | - Zemin Ning
- Wellcome Sanger Institute, Cambridge, UK
| | | | - Joyce Lee
- Bionano Genomics, San Diego, CA, USA
| | | | - Richard E Green
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA
- Dovetail Genomics, Santa Cruz, CA, USA
| | | | - Ivo Gut
- CNAG-CRG, Centre for Genomic Regulation, Barcelona Institute of Science and Technology, Barcelona, Spain
- Universitat Pompeu Fabra, Barcelona, Spain
| | - Jay Ghurye
- Dovetail Genomics, Santa Cruz, CA, USA
- Department of Computer Science, University of Maryland College Park, College Park, MD, USA
| | - Erik Garrison
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA
| | - Ying Sims
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | | | | | | | | | - Dengfeng Guan
- Department of Genetics, University of Cambridge, Cambridge, UK
- School of Computer Science and Technology, Center for Bioinformatics, Harbin Institute of Technology, Harbin, China
| | - Sarah E London
- Department of Psychology, Institute for Mind and Biology, University of Chicago, Chicago, IL, USA
| | - David F Clayton
- Department of Genetics and Biochemistry, Clemson University, Clemson, SC, USA
| | - Claudio V Mello
- Department of Behavioral Neuroscience, Oregon Health and Science University, Portland, OR, USA
| | - Samantha R Friedrich
- Department of Behavioral Neuroscience, Oregon Health and Science University, Portland, OR, USA
| | - Peter V Lovell
- Department of Behavioral Neuroscience, Oregon Health and Science University, Portland, OR, USA
| | - Ekaterina Osipova
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
- Center for Systems Biology, Dresden, Germany
- Max Planck Institute for the Physics of Complex Systems, Dresden, Germany
| | - Farooq O Al-Ajli
- Monash University Malaysia Genomics Facility, School of Science, Selangor Darul Ehsan, Malaysia
- Tropical Medicine and Biology Multidisciplinary Platform, Monash University Malaysia, Selangor Darul Ehsan, Malaysia
- Qatar Falcon Genome Project, Doha, Qatar
| | | | - Heebal Kim
- Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, Republic of Korea
- Department of Agricultural Biotechnology and Research Institute of Agriculture and Life Sciences, Seoul National University, Seoul, Republic of Korea
- eGnome, Inc., Seoul, Republic of Korea
| | | | - Michael Hiller
- LOEWE Centre for Translational Biodiversity Genomics, Frankfurt, Germany
- Senckenberg Research Institute, Frankfurt, Germany
- Goethe-University, Faculty of Biosciences, Frankfurt, Germany
| | | | - Robert S Harris
- Department of Biology, Pennsylvania State University, University Park, PA, USA
| | - Kateryna D Makova
- Department of Biology, Pennsylvania State University, University Park, PA, USA
- Center for Medical Genomics, Pennsylvania State University, University Park, PA, USA
- Center for Computational Biology and Bioinformatics, Pennsylvania State University, University Park, PA, USA
| | - Paul Medvedev
- Center for Medical Genomics, Pennsylvania State University, University Park, PA, USA
- Center for Computational Biology and Bioinformatics, Pennsylvania State University, University Park, PA, USA
- Department of Computer Science and Engineering, Pennsylvania State University, University Park, PA, USA
- Department of Biochemistry and Molecular Biology, Pennsylvania State University, University Park, PA, USA
| | - Jinna Hoffman
- National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, MD, USA
| | - Patrick Masterson
- National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, MD, USA
| | - Karen Clark
- National Center for Biotechnology Information, National Library of Medicine, NIH, Bethesda, MD, USA
| | - Fergal Martin
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
| | - Kevin Howe
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
| | - Paul Flicek
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
| | - Brian P Walenz
- Genome Informatics Section, Computational and Statistical Genomics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Woori Kwak
- eGnome, Inc., Seoul, Republic of Korea
- Hoonygen, Seoul, Korea
| | - Hiram Clawson
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA
| | - Mark Diekhans
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA
| | - Luis Nassar
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA
| | - Benedict Paten
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA
| | - Robert H S Kraus
- Department of Biology, University of Konstanz, Konstanz, Germany
- Department of Migration, Max Planck Institute of Animal Behavior, Radolfzell, Germany
| | - Andrew J Crawford
- Department of Biological Sciences, Universidad de los Andes, Bogotá, Colombia
| | - M Thomas P Gilbert
- Center for Evolutionary Hologenomics, The GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
- University Museum, NTNU, Trondheim, Norway
| | - Guojie Zhang
- China National Genebank, BGI-Shenzhen, Shenzhen, China
- Villum Center for Biodiversity Genomics, Section for Ecology and Evolution, Department of Biology, University of Copenhagen, Copenhagen, Denmark
- State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China
- Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
| | - Byrappa Venkatesh
- Institute of Molecular and Cell Biology, A*STAR, Biopolis, Singapore, Singapore
| | - Robert W Murphy
- Centre for Biodiversity, Royal Ontario Museum, Toronto, Ontario, Canada
| | - Klaus-Peter Koepfli
- Smithsonian Conservation Biology Institute, Center for Species Survival, National Zoological Park, Washington, DC, USA
| | - Beth Shapiro
- Department of Ecology and Evolutionary Biology, University of California Santa Cruz, Santa Cruz, CA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Warren E Johnson
- Smithsonian Conservation Biology Institute, Center for Species Survival, National Zoological Park, Washington, DC, USA
- The Walter Reed Biosystematics Unit, Museum Support Center MRC-534, Smithsonian Institution, Suitland, MD, USA
- Walter Reed Army Institute of Research, Silver Spring, MD, USA
| | - Federica Di Palma
- Department of Biological Sciences, Earlham Institute, University of East Anglia, Norwich, UK
| | - Tomas Marques-Bonet
- Institute of Evolutionary Biology (UPF-CSIC), PRBB, Barcelona, Spain
- Catalan Institution of Research and Advanced Studies (ICREA), Barcelona, Spain
- Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Institut Català de Paleontologia Miquel Crusafont, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Emma C Teeling
- School of Biology and Environmental Science, University College Dublin, Dublin, Ireland
| | - Tandy Warnow
- Department of Computer Science, The University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | | | - Oliver A Ryder
- San Diego Zoo Global, Escondido, CA, USA
- Department of Evolution, Behavior, and Ecology, University of California San Diego, La Jolla, CA, USA
| | - David Haussler
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA
- Department of Ecology and Evolutionary Biology, University of California Santa Cruz, Santa Cruz, CA, USA
| | - Stephen J O'Brien
- Laboratory of Genomics Diversity-Center for Computer Technologies, ITMO University, St. Petersburg, Russian Federation
- Guy Harvey Oceanographic Center, Halmos College of Natural Sciences and Oceanography, Nova Southeastern University, Fort Lauderdale, FL, USA
| | | | - Harris A Lewin
- The Genome Center, University of California Davis, Davis, CA, USA
- Department of Evolution and Ecology, University of California Davis, Davis, CA, USA
- John Muir Institute for the Environment, University of California Davis, Davis, CA, USA
| | | | - Eugene W Myers
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany.
- Center for Systems Biology, Dresden, Germany.
- Faculty of Computer Science, Technical University Dresden, Dresden, Germany.
| | - Richard Durbin
- Department of Genetics, University of Cambridge, Cambridge, UK.
- Wellcome Sanger Institute, Cambridge, UK.
| | - Adam M Phillippy
- Genome Informatics Section, Computational and Statistical Genomics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.
| | - Erich D Jarvis
- Vertebrate Genome Lab, The Rockefeller University, New York, NY, USA.
- Laboratory of Neurogenetics of Language, The Rockefeller University, New York, NY, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
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Bredemeyer KR, Harris AJ, Li G, Zhao L, Foley NM, Roelke-Parker M, O'Brien SJ, Lyons LA, Warren WC, Murphy WJ. Ultracontinuous Single Haplotype Genome Assemblies for the Domestic Cat (Felis catus) and Asian Leopard Cat (Prionailurus bengalensis). J Hered 2021; 112:165-173. [PMID: 33305796 PMCID: PMC8006817 DOI: 10.1093/jhered/esaa057] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Accepted: 12/08/2020] [Indexed: 12/11/2022] Open
Abstract
In addition to including one of the most popular companion animals, species from the cat family Felidae serve as a powerful system for genetic analysis of inherited and infectious disease, as well as for the study of phenotypic evolution and speciation. Previous diploid-based genome assemblies for the domestic cat have served as the primary reference for genomic studies within the cat family. However, these versions suffered from poor resolution of complex and highly repetitive regions, with substantial amounts of unplaced sequence that is polymorphic or copy number variable. We sequenced the genome of a female F1 Bengal hybrid cat, the offspring of a domestic cat (Felis catus) x Asian leopard cat (Prionailurus bengalensis) cross, with PacBio long sequence reads and used Illumina sequence reads from the parents to phase >99.9% of the reads into the 2 species' haplotypes. De novo assembly of the phased reads produced highly continuous haploid genome assemblies for the domestic cat and Asian leopard cat, with contig N50 statistics exceeding 83 Mb for both genomes. Whole-genome alignments reveal the Felis and Prionailurus genomes are colinear, and the cytogenetic differences between the homologous F1 and E4 chromosomes represent a case of centromere repositioning in the absence of a chromosomal inversion. Both assemblies offer significant improvements over the previous domestic cat reference genome, with a 100% increase in contiguity and the capture of the vast majority of chromosome arms in 1 or 2 large contigs. We further demonstrated that comparably accurate F1 haplotype phasing can be achieved with members of the same species when one or both parents of the trio are not available. These novel genome resources will empower studies of feline precision medicine, adaptation, and speciation.
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Affiliation(s)
- Kevin R Bredemeyer
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX.,Interdisciplinary Program in Genetics, Texas A&M University, College Station, TX
| | - Andrew J Harris
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX.,Interdisciplinary Program in Genetics, Texas A&M University, College Station, TX
| | - Gang Li
- College of Life Sciences, Shaanxi Normal University, Xi'an, Shaanxi, China
| | - Le Zhao
- College of Life Sciences, Shaanxi Normal University, Xi'an, Shaanxi, China
| | - Nicole M Foley
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX
| | - Melody Roelke-Parker
- Frederick National Laboratory of Cancer Research, Leidos Biomedical Research, Inc., Frederick, MD
| | - Stephen J O'Brien
- Laboratory of Genomic Diversity-Center for Computer Technologies, ITMO University, Saint Petersburg, Russian Federation.,Guy Harvey Oceanographic Center, Nova Southeastern University, Fort Lauderdale, FL
| | - Leslie A Lyons
- Department of Veterinary Medicine & Surgery, College of Veterinary Medicine, University of Missouri, Columbia, MO
| | - Wesley C Warren
- Bond Life Science Center, University of Missouri, Columbia, MO
| | - William J Murphy
- Veterinary Integrative Biosciences, Texas A&M University, College Station, TX.,Interdisciplinary Program in Genetics, Texas A&M University, College Station, TX
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35
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Edwards RJ, Field MA, Ferguson JM, Dudchenko O, Keilwagen J, Rosen BD, Johnson GS, Rice ES, Hillier LD, Hammond JM, Towarnicki SG, Omer A, Khan R, Skvortsova K, Bogdanovic O, Zammit RA, Aiden EL, Warren WC, Ballard JWO. Chromosome-length genome assembly and structural variations of the primal Basenji dog (Canis lupus familiaris) genome. BMC Genomics 2021; 22:188. [PMID: 33726677 PMCID: PMC7962210 DOI: 10.1186/s12864-021-07493-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Accepted: 02/28/2021] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Basenjis are considered an ancient dog breed of central African origins that still live and hunt with tribesmen in the African Congo. Nicknamed the barkless dog, Basenjis possess unique phylogeny, geographical origins and traits, making their genome structure of great interest. The increasing number of available canid reference genomes allows us to examine the impact the choice of reference genome makes with regard to reference genome quality and breed relatedness. RESULTS Here, we report two high quality de novo Basenji genome assemblies: a female, China (CanFam_Bas), and a male, Wags. We conduct pairwise comparisons and report structural variations between assembled genomes of three dog breeds: Basenji (CanFam_Bas), Boxer (CanFam3.1) and German Shepherd Dog (GSD) (CanFam_GSD). CanFam_Bas is superior to CanFam3.1 in terms of genome contiguity and comparable overall to the high quality CanFam_GSD assembly. By aligning short read data from 58 representative dog breeds to three reference genomes, we demonstrate how the choice of reference genome significantly impacts both read mapping and variant detection. CONCLUSIONS The growing number of high-quality canid reference genomes means the choice of reference genome is an increasingly critical decision in subsequent canid variant analyses. The basal position of the Basenji makes it suitable for variant analysis for targeted applications of specific dog breeds. However, we believe more comprehensive analyses across the entire family of canids is more suited to a pangenome approach. Collectively this work highlights the importance the choice of reference genome makes in all variation studies.
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Affiliation(s)
- Richard J. Edwards
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW 2052 Australia
| | - Matt A. Field
- Centre for Tropical Bioinformatics and Molecular Biology, Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, QLD 4878 Australia
- John Curtin School of Medical Research, Australian National University, Canberra, ACT 2600 Australia
| | - James M. Ferguson
- Kinghorn Center for Clinical Genomics, Garvan Institute of Medical Research, Victoria Street, Darlinghurst, NSW 2010 Australia
| | - Olga Dudchenko
- The Center for Genome Architecture, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
- Department of Computer Science, Rice University, Houston, TX USA
- Center for Theoretical and Biological Physics, Rice University, Houston, TX USA
| | - Jens Keilwagen
- Julius Kühn-Institut, Erwin-Baur-Str, 27 06484 Quedlinburg, Germany
| | - Benjamin D. Rosen
- Animal Genomics and Improvement Laboratory, Agricultural Research Service USDA, Beltsville, MD 20705 USA
| | - Gary S. Johnson
- Department of Veterinary Pathobiology, University of Missouri, Columbia, MO 65211 USA
| | - Edward S. Rice
- Department of Surgery, University of Missouri, Columbia, MO 65211 USA
| | | | - Jillian M. Hammond
- Kinghorn Center for Clinical Genomics, Garvan Institute of Medical Research, Victoria Street, Darlinghurst, NSW 2010 Australia
| | - Samuel G. Towarnicki
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW 2052 Australia
| | - Arina Omer
- The Center for Genome Architecture, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
- Department of Computer Science, Rice University, Houston, TX USA
| | - Ruqayya Khan
- The Center for Genome Architecture, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
- Department of Computer Science, Rice University, Houston, TX USA
| | - Ksenia Skvortsova
- Genomics and Epigenetics Division, Garvan Institute of Medical Research, Victoria Street, Darlinghurst, NSW 2010 Australia
- St Vincent’s Clinical School, Faculty of Medicine, University of New South Wales, Sydney, NSW 2010 Australia
| | - Ozren Bogdanovic
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW 2052 Australia
- Genomics and Epigenetics Division, Garvan Institute of Medical Research, Victoria Street, Darlinghurst, NSW 2010 Australia
| | - Robert A. Zammit
- Vineyard Veterinary Hospital, 703 Windsor Rd, Vineyard, NSW 2765 Australia
| | - Erez Lieberman Aiden
- The Center for Genome Architecture, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX USA
- Department of Computer Science, Rice University, Houston, TX USA
- Center for Theoretical and Biological Physics, Rice University, Houston, TX USA
- Faculty of Science, UWA School of Agriculture and Environment, University of Western Australia, Perth, WA 6009 Australia
- Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai, China
| | - Wesley C. Warren
- Department of Animal Sciences, University of Missouri, Columbia, MO 65211 Australia
| | - J. William O. Ballard
- Department of Ecology, Environment and Evolution, La Trobe University, Melbourne, Victoria 3086 Australia
- School of Biosciences, University of Melbourne, Parkville, Victoria 3052 Australia
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36
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Olafson PU, Aksoy S, Attardo GM, Buckmeier G, Chen X, Coates CJ, Davis M, Dykema J, Emrich SJ, Friedrich M, Holmes CJ, Ioannidis P, Jansen EN, Jennings EC, Lawson D, Martinson EO, Maslen GL, Meisel RP, Murphy TD, Nayduch D, Nelson DR, Oyen KJ, Raszick TJ, Ribeiro JMC, Robertson HM, Rosendale AJ, Sackton TB, Saelao P, Swiger SL, Sze SH, Tarone AM, Taylor DB, Warren WC, Waterhouse RM, Weirauch MT, Werren JH, Wilson RK, Zdobnov EM, Benoit JB. The genome of the stable fly, Stomoxys calcitrans, reveals potential mechanisms underlying reproduction, host interactions, and novel targets for pest control. BMC Biol 2021; 19:41. [PMID: 33750380 PMCID: PMC7944917 DOI: 10.1186/s12915-021-00975-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Accepted: 02/03/2021] [Indexed: 01/01/2023] Open
Abstract
Background The stable fly, Stomoxys calcitrans, is a major blood-feeding pest of livestock that has near worldwide distribution, causing an annual cost of over $2 billion for control and product loss in the USA alone. Control of these flies has been limited to increased sanitary management practices and insecticide application for suppressing larval stages. Few genetic and molecular resources are available to help in developing novel methods for controlling stable flies. Results This study examines stable fly biology by utilizing a combination of high-quality genome sequencing and RNA-Seq analyses targeting multiple developmental stages and tissues. In conjunction, 1600 genes were manually curated to characterize genetic features related to stable fly reproduction, vector host interactions, host-microbe dynamics, and putative targets for control. Most notable was characterization of genes associated with reproduction and identification of expanded gene families with functional associations to vision, chemosensation, immunity, and metabolic detoxification pathways. Conclusions The combined sequencing, assembly, and curation of the male stable fly genome followed by RNA-Seq and downstream analyses provide insights necessary to understand the biology of this important pest. These resources and new data will provide the groundwork for expanding the tools available to control stable fly infestations. The close relationship of Stomoxys to other blood-feeding (horn flies and Glossina) and non-blood-feeding flies (house flies, medflies, Drosophila) will facilitate understanding of the evolutionary processes associated with development of blood feeding among the Cyclorrhapha. Supplementary Information The online version contains supplementary material available at 10.1186/s12915-021-00975-9.
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Affiliation(s)
- Pia U Olafson
- Livestock Arthropod Pests Research Unit, USDA-ARS, Kerrville, TX, USA.
| | - Serap Aksoy
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Geoffrey M Attardo
- Department of Entomology and Nematology, University of California - Davis, Davis, CA, USA
| | - Greta Buckmeier
- Livestock Arthropod Pests Research Unit, USDA-ARS, Kerrville, TX, USA
| | - Xiaoting Chen
- The Center for Autoimmune Genomics and Etiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Craig J Coates
- Department of Entomology, Texas A & M University, College Station, TX, USA
| | - Megan Davis
- Livestock Arthropod Pests Research Unit, USDA-ARS, Kerrville, TX, USA
| | - Justin Dykema
- Department of Biological Sciences, Wayne State University, Detroit, MI, USA
| | - Scott J Emrich
- Department of Electrical Engineering & Computer Science, University of Tennessee, Knoxville, TN, USA
| | - Markus Friedrich
- Department of Biological Sciences, Wayne State University, Detroit, MI, USA
| | - Christopher J Holmes
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Panagiotis Ioannidis
- Department of Genetic Medicine and Development, University of Geneva Medical School and Swiss Institute of Bioinformatics, 1211, Geneva, Switzerland
| | - Evan N Jansen
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Emily C Jennings
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Daniel Lawson
- The European Molecular Biology Laboratory, The European Bioinformatics Institute, The Wellcome Genome Campus, Hinxton, CB10 1SD, UK
| | | | - Gareth L Maslen
- The European Molecular Biology Laboratory, The European Bioinformatics Institute, The Wellcome Genome Campus, Hinxton, CB10 1SD, UK
| | - Richard P Meisel
- Department of Biology and Biochemistry, University of Houston, Houston, TX, USA
| | - Terence D Murphy
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, USA
| | - Dana Nayduch
- Arthropod-borne Animal Diseases Research Unit, USDA-ARS, Manhattan, KS, USA
| | - David R Nelson
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Kennan J Oyen
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Tyler J Raszick
- Department of Entomology, Texas A & M University, College Station, TX, USA
| | - José M C Ribeiro
- Section of Vector Biology, Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Diseases, Rockville, MD, USA
| | - Hugh M Robertson
- Department of Entomology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | | | - Timothy B Sackton
- Informatics Group, Faculty of Arts and Sciences, Harvard University, Cambridge, MA, USA
| | - Perot Saelao
- Livestock Arthropod Pests Research Unit, USDA-ARS, Kerrville, TX, USA
| | - Sonja L Swiger
- Department of Entomology, Texas A&M AgriLife Research and Extension Center, Stephenville, TX, USA
| | - Sing-Hoi Sze
- Department of Computer Science & Engineering, Department of Biochemistry & Biophysics, Texas A & M University, College Station, TX, USA
| | - Aaron M Tarone
- Department of Entomology, Texas A & M University, College Station, TX, USA
| | - David B Taylor
- Agroecosystem Management Research Unit, USDA-ARS, Lincoln, NE, USA
| | - Wesley C Warren
- University of Missouri, Bond Life Sciences Center, Columbia, MO, USA
| | - Robert M Waterhouse
- Department of Ecology and Evolution, University of Lausanne, and Swiss Institute of Bioinformatics, 1015, Lausanne, Switzerland
| | - Matthew T Weirauch
- Center for Autoimmune Genomics and Etiology, Divisions of Biomedical Informatics and Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - John H Werren
- Department of Biology, University of Rochester, Rochester, NY, USA
| | - Richard K Wilson
- Institute for Genomic Medicine, Nationwide Children's Hospital, Columbus, OH, USA.,College of Medicine, Ohio State University, Columbus, OH, USA
| | - Evgeny M Zdobnov
- Department of Genetic Medicine and Development, University of Geneva Medical School and Swiss Institute of Bioinformatics, 1211, Geneva, Switzerland
| | - Joshua B Benoit
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA.
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37
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Schartl M, Kneitz S, Ormanns J, Schmidt C, Anderson JL, Amores A, Catchen J, Wilson C, Geiger D, Du K, Garcia-Olazábal M, Sudaram S, Winkler C, Hedrich R, Warren WC, Walter R, Meyer A, Postlethwait JH. The Developmental and Genetic Architecture of the Sexually Selected Male Ornament of Swordtails. Curr Biol 2021; 31:911-922.e4. [PMID: 33275891 PMCID: PMC8580132 DOI: 10.1016/j.cub.2020.11.028] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Revised: 10/12/2020] [Accepted: 11/11/2020] [Indexed: 12/21/2022]
Abstract
Sexual selection results in sex-specific characters like the conspicuously pigmented extension of the ventral tip of the caudal fin-the "sword"-in males of several species of Xiphophorus fishes. To uncover the genetic architecture underlying sword formation and to identify genes that are associated with its development, we characterized the sword transcriptional profile and combined it with genetic mapping approaches. Results showed that the male ornament of swordtails develops from a sexually non-dimorphic prepattern of transcription factors in the caudal fin. Among genes that constitute the exclusive sword transcriptome and are located in the genomic region associated with this trait we identify the potassium channel, Kcnh8, as a sword development gene. In addition to its neural function kcnh8 performs a known role in fin growth. These findings indicate that during evolution of swordtails a brain gene has been co-opted for an additional novel function in establishing a male ornament.
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Affiliation(s)
- Manfred Schartl
- Developmental Biochemistry, Biocenter, University of Wuerzburg, Am Hubland, 97074 Wuerzburg, Germany; The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, San Marcos, TX 78666, USA.
| | - Susanne Kneitz
- Biochemistry and Cell Biology, Biocenter, University of Wuerzburg, Am Hubland, 97074 Wuerzburg, Germany
| | - Jenny Ormanns
- Biochemistry and Cell Biology, Biocenter, University of Wuerzburg, Am Hubland, 97074 Wuerzburg, Germany
| | - Cornelia Schmidt
- Biochemistry and Cell Biology, Biocenter, University of Wuerzburg, Am Hubland, 97074 Wuerzburg, Germany
| | - Jennifer L Anderson
- Systematic Biology, Department of Organismal Biology, Uppsala University, Norbyvägen 18D, 752 36 Uppsala, Sweden
| | - Angel Amores
- Institute of Neuroscience, University of Oregon, Eugene, OR 97401, USA
| | - Julian Catchen
- Department of Animal Biology, University of Illinois, Urbana, IL 6812, USA
| | - Catherine Wilson
- Institute of Neuroscience, University of Oregon, Eugene, OR 97401, USA
| | - Dietmar Geiger
- Julius-von-Sachs-Institute for Biosciences, Molecular Plant Physiology and Biophysics, Biocenter, University Würzburg, Julius-von-Sachs-Platz 2, 97082 Würzburg, Germany
| | - Kang Du
- Developmental Biochemistry, Biocenter, University of Wuerzburg, Am Hubland, 97074 Wuerzburg, Germany; The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, San Marcos, TX 78666, USA
| | | | - Sudha Sudaram
- Department of Biological Sciences and Centre for Bioimaging Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Christoph Winkler
- Department of Biological Sciences and Centre for Bioimaging Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Rainer Hedrich
- Julius-von-Sachs-Institute for Biosciences, Molecular Plant Physiology and Biophysics, Biocenter, University Würzburg, Julius-von-Sachs-Platz 2, 97082 Würzburg, Germany
| | - Wesley C Warren
- 440G Bond Life Sciences Center, 1201 Rollins Street, University of Missouri, Columbia, MO 65211, USA
| | - Ronald Walter
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, San Marcos, TX 78666, USA
| | - Axel Meyer
- Lehrstuhl für Zoologie und Evolutionsbiologie, Department of Biology, University of Konstanz, Universitätsstraße 10, 78457 Konstanz, Germany.
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38
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Warren WC, Boggs TE, Borowsky R, Carlson BM, Ferrufino E, Gross JB, Hillier L, Hu Z, Keene AC, Kenzior A, Kowalko JE, Tomlinson C, Kremitzki M, Lemieux ME, Graves-Lindsay T, McGaugh SE, Miller JT, Mommersteeg MTM, Moran RL, Peuß R, Rice ES, Riddle MR, Sifuentes-Romero I, Stanhope BA, Tabin CJ, Thakur S, Yamamoto Y, Rohner N. A chromosome-level genome of Astyanax mexicanus surface fish for comparing population-specific genetic differences contributing to trait evolution. Nat Commun 2021; 12:1447. [PMID: 33664263 PMCID: PMC7933363 DOI: 10.1038/s41467-021-21733-z] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 02/02/2021] [Indexed: 01/31/2023] Open
Abstract
Identifying the genetic factors that underlie complex traits is central to understanding the mechanistic underpinnings of evolution. Cave-dwelling Astyanax mexicanus populations are well adapted to subterranean life and many populations appear to have evolved troglomorphic traits independently, while the surface-dwelling populations can be used as a proxy for the ancestral form. Here we present a high-resolution, chromosome-level surface fish genome, enabling the first genome-wide comparison between surface fish and cavefish populations. Using this resource, we performed quantitative trait locus (QTL) mapping analyses and found new candidate genes for eye loss such as dusp26. We used CRISPR gene editing in A. mexicanus to confirm the essential role of a gene within an eye size QTL, rx3, in eye formation. We also generated the first genome-wide evaluation of deletion variability across cavefish populations to gain insight into this potential source of cave adaptation. The surface fish genome reference now provides a more complete resource for comparative, functional and genetic studies of drastic trait differences within a species.
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Affiliation(s)
- Wesley C Warren
- Department of Animal Sciences, Institute for Data Science and Informatics, Bond Life Sciences Center, University of Missouri, Columbia, MO, USA.
- Department of Surgery, Institute for Data Science and Informatics, Bond Life Sciences Center, University of Missouri, Columbia, MO, USA.
| | - Tyler E Boggs
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | | | - Brian M Carlson
- Department of Biological Sciences, Northern Kentucky University, Highland Heights, KY, USA
| | - Estephany Ferrufino
- Harriet L. Wilkes Honors College, Florida Atlantic University, Jupiter, FL, USA
| | - Joshua B Gross
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - LaDeana Hillier
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Zhilian Hu
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, UK
| | - Alex C Keene
- Department of Biological Sciences, Florida Atlantic University, Jupiter, FL, USA
| | | | - Johanna E Kowalko
- Harriet L. Wilkes Honors College, Florida Atlantic University, Jupiter, FL, USA
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University, St Louis, MO, USA
| | - Milinn Kremitzki
- McDonnell Genome Institute, Washington University, St Louis, MO, USA
| | | | | | - Suzanne E McGaugh
- Department of Ecology, Evolution, and Behavior, University of Minnesota, Saint Paul, MN, USA
| | - Jeffrey T Miller
- Department of Ecology, Evolution, and Behavior, University of Minnesota, Saint Paul, MN, USA
| | | | - Rachel L Moran
- Department of Ecology, Evolution, and Behavior, University of Minnesota, Saint Paul, MN, USA
| | - Robert Peuß
- Stowers Institute for Medical Research, Kansas City, MO, USA
- Institute for Evolution and Biodiversity, University of Münster, Münster, Germany
| | - Edward S Rice
- Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
| | - Misty R Riddle
- Genetics Department, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
- Department of Biology, University of Nevada, Reno, NV, USA
| | | | - Bethany A Stanhope
- Harriet L. Wilkes Honors College, Florida Atlantic University, Jupiter, FL, USA
- Department of Biological Sciences, Florida Atlantic University, Jupiter, FL, USA
| | - Clifford J Tabin
- Genetics Department, Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Sunishka Thakur
- Harriet L. Wilkes Honors College, Florida Atlantic University, Jupiter, FL, USA
| | - Yoshiyuki Yamamoto
- Department of Cell and Developmental Biology, University College London, London, UK
| | - Nicolas Rohner
- Stowers Institute for Medical Research, Kansas City, MO, USA.
- Department of Molecular & Integrative Physiology, KU Medical Center, Kansas City, KS, USA.
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39
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Lu Y, Bierbach D, Ormanns J, Warren WC, Walter RB, Schartl M. Fixation of allelic gene expression landscapes and expression bias pattern shape the transcriptome of the clonal Amazon molly. Genome Res 2021; 31:372-379. [PMID: 33547183 PMCID: PMC7919451 DOI: 10.1101/gr.268870.120] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 01/12/2021] [Indexed: 02/07/2023]
Abstract
The Amazon molly is a unique clonal fish species that originated from an interspecies hybrid between Poecilia species P. mexicana and P. latipinna. It reproduces by gynogenesis, which eliminates paternal genomic contribution to offspring. An earlier study showed that Amazon molly shows biallelic expression for a large portion of the genome, leading to two main questions: (1) Are the allelic expression patterns from the initial hybridization event stabilized or changed during establishment of the asexual species and its further evolution? (2) Is allelic expression biased toward one parental allele a stochastic or adaptive process? To answer these questions, the allelic expression of P. formosa siblings was assessed to investigate intra- and inter-cohort allelic expression variability. For comparison, interspecies hybrids between P. mexicana and P. latipinna were produced in the laboratory to represent the P. formosa ancestor. We have identified inter-cohort and intra-cohort variation in parental allelic expression. The existence of inter-cohort divergence suggests functional P. formosa allelic expression patterns do not simply reflect the atavistic situation of the first interspecies hybrid but potentially result from long-term selection of transcriptional fitness. In addition, clonal fish show a transcriptional trend representing minimal intra-clonal variability in allelic expression patterns compared to the corresponding hybrids. The intra-clonal similarity in gene expression translates to sophisticated genetic functional regulation at the individuum level. These findings suggest the parental alleles inherited by P. formosa form tightly regulated genetic networks that lead to a stable transcriptomic landscape within clonal individuals.
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Affiliation(s)
- Yuan Lu
- Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, San Marcos, Texas 78666, USA
| | - David Bierbach
- Department of Biology and Ecology of Fishes, Leibniz Institute of Freshwater Ecology and Inland Fisheries, Humboldt Universität zu Berlin, 10099 Berlin, Germany
| | - Jenny Ormanns
- Biochemistry and Cell Biology, Biozentrum, University of Würzburg, 97074 Würzburg, Germany
| | - Wesley C Warren
- Bond Life Science Center, University of Missouri, Columbia, Missouri 65211, USA
| | - Ronald B Walter
- Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, San Marcos, Texas 78666, USA.,Department of Life Sciences, Texas A&M University, Corpus Christi, Texas 78412, USA
| | - Manfred Schartl
- Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, San Marcos, Texas 78666, USA.,Developmental Biochemistry, Biozentrum, University of Würzburg, 97074 Würzburg, Germany
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40
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Warren WC, Harris RA, Haukness M, Fiddes IT, Murali SC, Fernandes J, Dishuck PC, Storer JM, Raveendran M, Hillier LW, Porubsky D, Mao Y, Gordon D, Vollger MR, Lewis AP, Munson KM, DeVogelaere E, Armstrong J, Diekhans M, Walker JA, Tomlinson C, Graves-Lindsay TA, Kremitzki M, Salama SR, Audano PA, Escalona M, Maurer NW, Antonacci F, Mercuri L, Maggiolini FAM, Catacchio CR, Underwood JG, O'Connor DH, Sanders AD, Korbel JO, Ferguson B, Kubisch HM, Picker L, Kalin NH, Rosene D, Levine J, Abbott DH, Gray SB, Sanchez MM, Kovacs-Balint ZA, Kemnitz JW, Thomasy SM, Roberts JA, Kinnally EL, Capitanio JP, Skene JHP, Platt M, Cole SA, Green RE, Ventura M, Wiseman RW, Paten B, Batzer MA, Rogers J, Eichler EE. Sequence diversity analyses of an improved rhesus macaque genome enhance its biomedical utility. Science 2021; 370:370/6523/eabc6617. [PMID: 33335035 DOI: 10.1126/science.abc6617] [Citation(s) in RCA: 73] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Accepted: 10/29/2020] [Indexed: 12/15/2022]
Abstract
The rhesus macaque (Macaca mulatta) is the most widely studied nonhuman primate (NHP) in biomedical research. We present an updated reference genome assembly (Mmul_10, contig N50 = 46 Mbp) that increases the sequence contiguity 120-fold and annotate it using 6.5 million full-length transcripts, thus improving our understanding of gene content, isoform diversity, and repeat organization. With the improved assembly of segmental duplications, we discovered new lineage-specific genes and expanded gene families that are potentially informative in studies of evolution and disease susceptibility. Whole-genome sequencing (WGS) data from 853 rhesus macaques identified 85.7 million single-nucleotide variants (SNVs) and 10.5 million indel variants, including potentially damaging variants in genes associated with human autism and developmental delay, providing a framework for developing noninvasive NHP models of human disease.
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Affiliation(s)
- Wesley C Warren
- Department of Animal Sciences, Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA. .,Department of Surgery, School of Medicine, University of Missouri, Columbia, MO 65211, USA.,Institute of Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
| | - R Alan Harris
- Human Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Marina Haukness
- Computational Genomics Laboratory, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | | | - Shwetha C Murali
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA.,Howard Hughes Medical Institute, University of Washington, Seattle, WA 98195, USA
| | - Jason Fernandes
- Department of Biomolecular Engineering, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | - Philip C Dishuck
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Jessica M Storer
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA.,Institue for Systems Biology, Seattle, WA 98109, USA
| | - Muthuswamy Raveendran
- Human Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - LaDeana W Hillier
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - David Porubsky
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Yafei Mao
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - David Gordon
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA.,Howard Hughes Medical Institute, University of Washington, Seattle, WA 98195, USA
| | - Mitchell R Vollger
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Alexandra P Lewis
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Katherine M Munson
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Elizabeth DeVogelaere
- Computational Genomics Laboratory, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | - Joel Armstrong
- Computational Genomics Laboratory, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | - Mark Diekhans
- Computational Genomics Laboratory, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | - Jerilyn A Walker
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University, St. Louis, MO 63108, USA
| | | | - Milinn Kremitzki
- McDonnell Genome Institute, Washington University, St. Louis, MO 63108, USA
| | - Sofie R Salama
- Department of Biomolecular Engineering, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | - Peter A Audano
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Merly Escalona
- Department of Biomolecular Engineering, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | - Nicholas W Maurer
- Department of Biomolecular Engineering, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | | | - Ludovica Mercuri
- Department of Biology, University of Bari 'Aldo Moro', 70125 Bari, Italy
| | | | | | | | - David H O'Connor
- Department of Pathology and Laboratory Medicine, Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI 53711, USA
| | - Ashley D Sanders
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Jan O Korbel
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Betsy Ferguson
- Division of Genetics, Oregon National Primate Research Center, Oregon Health and Science University, Beaverton, OR 97006, USA
| | | | - Louis Picker
- Oregon National Primate Research Center and Vaccine and Gene Therapy Institute, Oregon Health Sciences University, Beaverton, OR 97006, USA
| | - Ned H Kalin
- Department of Psychiatry, University of Wisconsin School of Medicine and Public Health, Madison, WI 53719, USA
| | - Douglas Rosene
- Department of Anatomy and Neurobiology, Boston University School of Medicine, Boston, MA 02118, USA
| | - Jon Levine
- Department of Neuroscience, University of Wisconsin, Madison, WI 53175, USA.,Wisconsin National Primate Research Center, University of Wisconsin, Madison, WI 53171, USA
| | - David H Abbott
- Wisconsin National Primate Research Center, University of Wisconsin, Madison, WI 53171, USA.,Department of Obstetrics and Gynecology, Wisconsin National Primate Research Center, University of Wisconsin, Madison, WI 53715, USA
| | - Stanton B Gray
- The University of Texas MD Anderson Cancer Center, Michale E. Keeling Center for Comparative Medicine and Research, Bastrop, TX 78602, USA
| | - Mar M Sanchez
- Yerkes National Primate Research Center, Atlanta, GA 30329, USA.,Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA 30329, USA
| | | | - Joseph W Kemnitz
- Wisconsin National Primate Research Center, University of Wisconsin, Madison, WI 53171, USA.,Department of Cell and Regenerative Biology, University of Wisconsin, Madison, WI 53706, USA
| | - Sara M Thomasy
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California-Davis, Davis, CA 95616, USA.,Department of Ophthalmology and Vision Science, School of Medicine, University of California-Davis, Davis, CA 95817, USA
| | | | - Erin L Kinnally
- California National Primate Research Center, Davis, CA 95616, USA.,Department of Psychology, University of California, Davis, CA 95616, USA
| | - John P Capitanio
- California National Primate Research Center, Davis, CA 95616, USA.,Department of Psychology, University of California, Davis, CA 95616, USA
| | - J H Pate Skene
- Department of Neurobiology, Duke University School of Medicine, Durham, NC 27710, USA
| | - Michael Platt
- Department of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Shelley A Cole
- Population Health Program, Texas Biomedical Research Institute and Southwest National Primate Research Center, San Antonio, TX 78227, USA
| | - Richard E Green
- Department of Biomolecular Engineering, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | - Mario Ventura
- Department of Biology, University of Bari 'Aldo Moro', 70125 Bari, Italy
| | - Roger W Wiseman
- Department of Pathology and Laboratory Medicine, Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI 53711, USA
| | - Benedict Paten
- Computational Genomics Laboratory, University of California-Santa Cruz, Santa Cruz, CA 95064, USA
| | - Mark A Batzer
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Jeffrey Rogers
- Human Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA.
| | - Evan E Eichler
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA. .,Howard Hughes Medical Institute, University of Washington, Seattle, WA 98195, USA
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41
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Hughes JF, Skaletsky H, Pyntikova T, Koutseva N, Raudsepp T, Brown LG, Bellott DW, Cho TJ, Dugan-Rocha S, Khan Z, Kremitzki C, Fronick C, Graves-Lindsay TA, Fulton L, Warren WC, Wilson RK, Owens E, Womack JE, Murphy WJ, Muzny DM, Worley KC, Chowdhary BP, Gibbs RA, Page DC. Sequence analysis in Bos taurus reveals pervasiveness of X-Y arms races in mammalian lineages. Genome Res 2020; 30:1716-1726. [PMID: 33208454 PMCID: PMC7706723 DOI: 10.1101/gr.269902.120] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 10/28/2020] [Indexed: 12/28/2022]
Abstract
Studies of Y Chromosome evolution have focused primarily on gene decay, a consequence of suppression of crossing-over with the X Chromosome. Here, we provide evidence that suppression of X-Y crossing-over unleashed a second dynamic: selfish X-Y arms races that reshaped the sex chromosomes in mammals as different as cattle, mice, and men. Using super-resolution sequencing, we explore the Y Chromosome of Bos taurus (bull) and find it to be dominated by massive, lineage-specific amplification of testis-expressed gene families, making it the most gene-dense Y Chromosome sequenced to date. As in mice, an X-linked homolog of a bull Y-amplified gene has become testis-specific and amplified. This evolutionary convergence implies that lineage-specific X-Y coevolution through gene amplification, and the selfish forces underlying this phenomenon, were dominatingly powerful among diverse mammalian lineages. Together with Y gene decay, X-Y arms races molded mammalian sex chromosomes and influenced the course of mammalian evolution.
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Affiliation(s)
| | - Helen Skaletsky
- Whitehead Institute, Cambridge, Massachusetts 02142, USA.,Howard Hughes Medical Institute, Whitehead Institute, Cambridge, Massachusetts 02142, USA
| | | | | | - Terje Raudsepp
- College of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas 77843, USA
| | - Laura G Brown
- Whitehead Institute, Cambridge, Massachusetts 02142, USA.,Howard Hughes Medical Institute, Whitehead Institute, Cambridge, Massachusetts 02142, USA
| | | | - Ting-Jan Cho
- Whitehead Institute, Cambridge, Massachusetts 02142, USA
| | - Shannon Dugan-Rocha
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Ziad Khan
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Colin Kremitzki
- The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri 63108, USA
| | - Catrina Fronick
- The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri 63108, USA
| | - Tina A Graves-Lindsay
- The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri 63108, USA
| | - Lucinda Fulton
- The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri 63108, USA
| | - Wesley C Warren
- The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri 63108, USA
| | - Richard K Wilson
- The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri 63108, USA
| | - Elaine Owens
- College of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas 77843, USA
| | - James E Womack
- College of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas 77843, USA
| | - William J Murphy
- College of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas 77843, USA
| | - Donna M Muzny
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Kim C Worley
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Bhanu P Chowdhary
- College of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas 77843, USA
| | - Richard A Gibbs
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030, USA
| | - David C Page
- Whitehead Institute, Cambridge, Massachusetts 02142, USA.,Howard Hughes Medical Institute, Whitehead Institute, Cambridge, Massachusetts 02142, USA.,Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA
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42
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Lu Y, Boswell M, Boswell W, Salinas RY, Savage M, Reyes J, Walter S, Marks R, Gonzalez T, Medrano G, Warren WC, Schartl M, Walter RB. Global assessment of organ specific basal gene expression over a diurnal cycle with analyses of gene copies exhibiting cyclic expression patterns. BMC Genomics 2020; 21:787. [PMID: 33176680 PMCID: PMC7659085 DOI: 10.1186/s12864-020-07202-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 10/28/2020] [Indexed: 11/25/2022] Open
Abstract
Background Studying functional divergences between paralogs that originated from genome duplication is a significant topic in investigating molecular evolution. Genes that exhibit basal level cyclic expression patterns including circadian and light responsive genes are important physiological regulators. Temporal shifts in basal gene expression patterns are important factors to be considered when studying genetic functions. However, adequate efforts have not been applied to studying basal gene expression variation on a global scale to establish transcriptional activity baselines for each organ. Furthermore, the investigation of cyclic expression pattern comparisons between genome duplication created paralogs, and potential functional divergence between them has been neglected. To address these questions, we utilized a teleost fish species, Xiphophorus maculatus, and profiled gene expression within 9 organs at 3-h intervals throughout a 24-h diurnal period. Results Our results showed 1.3–21.9% of genes in different organs exhibited cyclic expression patterns, with eye showing the highest fraction of cycling genes while gonads yielded the lowest. A majority of the duplicated gene pairs exhibited divergences in their basal level expression patterns wherein only one paralog exhibited an oscillating expression pattern, or both paralogs exhibit oscillating expression patterns, but each gene duplicate showed a different peak expression time, and/or in different organs. Conclusions These observations suggest cyclic genes experienced significant sub-, neo-, or non-functionalization following the teleost genome duplication event. In addition, we developed a customized, web-accessible, gene expression browser to facilitate data mining and data visualization for the scientific community.
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Affiliation(s)
- Yuan Lu
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA.
| | - Mikki Boswell
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
| | - William Boswell
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
| | - Raquel Ybanez Salinas
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA.,The University of Texas MD Anderson Cancer Center, Graduate School of Biomedical Sciences, Houston, TX, USA
| | - Markita Savage
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
| | - Jose Reyes
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
| | - Sean Walter
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
| | - Rebecca Marks
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
| | - Trevor Gonzalez
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
| | - Geraldo Medrano
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
| | - Wesley C Warren
- Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
| | - Manfred Schartl
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA.,Developmental Biochemistry, Theodor-Boveri-Institute, Biozentrum, University of Würzburg, Würzburg, Germany
| | - Ronald B Walter
- The Xiphophorus Genetic Stock Center, Department of Chemistry and Biochemistry, Texas State University, 419 Centennial Hall, 601 University Drive, San Marcos, TX, 78666, USA
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43
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Buckley RM, Davis BW, Brashear WA, Farias FHG, Kuroki K, Graves T, Hillier LW, Kremitzki M, Li G, Middleton RP, Minx P, Tomlinson C, Lyons LA, Murphy WJ, Warren WC. A new domestic cat genome assembly based on long sequence reads empowers feline genomic medicine and identifies a novel gene for dwarfism. PLoS Genet 2020; 16:e1008926. [PMID: 33090996 PMCID: PMC7581003 DOI: 10.1371/journal.pgen.1008926] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Accepted: 06/10/2020] [Indexed: 12/30/2022] Open
Abstract
The domestic cat (Felis catus) numbers over 94 million in the USA alone, occupies households as a companion animal, and, like humans, suffers from cancer and common and rare diseases. However, genome-wide sequence variant information is limited for this species. To empower trait analyses, a new cat genome reference assembly was developed from PacBio long sequence reads that significantly improve sequence representation and assembly contiguity. The whole genome sequences of 54 domestic cats were aligned to the reference to identify single nucleotide variants (SNVs) and structural variants (SVs). Across all cats, 16 SNVs predicted to have deleterious impacts and in a singleton state were identified as high priority candidates for causative mutations. One candidate was a stop gain in the tumor suppressor FBXW7. The SNV is found in cats segregating for feline mediastinal lymphoma and is a candidate for inherited cancer susceptibility. SV analysis revealed a complex deletion coupled with a nearby potential duplication event that was shared privately across three unrelated cats with dwarfism and is found within a known dwarfism associated region on cat chromosome B1. This SV interrupted UDP-glucose 6-dehydrogenase (UGDH), a gene involved in the biosynthesis of glycosaminoglycans. Importantly, UGDH has not yet been associated with human dwarfism and should be screened in undiagnosed patients. The new high-quality cat genome reference and the compilation of sequence variation demonstrate the importance of these resources when searching for disease causative alleles in the domestic cat and for identification of feline biomedical models. The practice of genomic medicine is predicated on the availability of a high quality reference genome and an understanding of the impact of genome variation. Such resources have lead to countless discoveries in humans, however by working exclusively within the framework of human genetics, our potential for understanding diseases biology is limited, as similar analyses in other species have often lead to novel insights. The generation of Felis_catus_9.0, a new high quality reference genome for the domestic cat, helps facilitate the expansion of genomic medicine into the Felis lineage. Using Felis_catus_9.0 we analyze the landscape of genomic variation from a collection of 54 cats within the context of human gene constraint. The distribution of variant impacts in cats is correlated with patterns of gene constraint in humans, indicating the utility of this reference for identifying novel mutations that cause phenotypes relevant to human and cat health. Moreover, structural variant analysis revealed a novel variant for feline dwarfism in UGDH, a gene that has not been associated with dwarfism in any other species, suggesting a role for UGDH in cases of undiagnosed dwarfism in humans.
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Affiliation(s)
- Reuben M. Buckley
- Department of Veterinary Medicine and Surgery, College of Veterinary Medicine, University of Missouri, Columbia, Missouri, United States of America
| | - Brian W. Davis
- Department of Veterinary Integrative Biosciences, Interdisciplinary Program in Genetics, College of Veterinary Medicine, Texas A&M University, College Station, Texas, United States of America
| | - Wesley A. Brashear
- Department of Veterinary Integrative Biosciences, Interdisciplinary Program in Genetics, College of Veterinary Medicine, Texas A&M University, College Station, Texas, United States of America
| | - Fabiana H. G. Farias
- Department of Psychiatry, Washington University, St. Louis, Missouri, United States of America
- NeuroGenomics and Informatics, Washington University, St. Louis, Missouri, United States of America
| | - Kei Kuroki
- Veterinary Medical Diagnostic Laboratory, College of Veterinary Medicine, University of Missouri, Columbia, Missouri, United States of America
| | - Tina Graves
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, Missouri, United States of America
| | - LaDeana W. Hillier
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, Missouri, United States of America
| | - Milinn Kremitzki
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, Missouri, United States of America
| | - Gang Li
- Department of Veterinary Integrative Biosciences, Interdisciplinary Program in Genetics, College of Veterinary Medicine, Texas A&M University, College Station, Texas, United States of America
| | | | - Patrick Minx
- Donald Danforth Plant Science, St Louis, Missouri, United States of America
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, Missouri, United States of America
| | - Leslie A. Lyons
- Department of Veterinary Medicine and Surgery, College of Veterinary Medicine, University of Missouri, Columbia, Missouri, United States of America
| | - William J. Murphy
- Department of Veterinary Integrative Biosciences, Interdisciplinary Program in Genetics, College of Veterinary Medicine, Texas A&M University, College Station, Texas, United States of America
| | - Wesley C. Warren
- Division of Animal Sciences, School of Medicine, University of Missouri, Columbia, Missouri, United States of America
- * E-mail:
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44
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Katz ML, Buckley RM, Biegen V, O'Brien DP, Johnson GC, Warren WC, Lyons LA. Neuronal Ceroid Lipofuscinosis in a Domestic Cat Associated with a DNA Sequence Variant That Creates a Premature Stop Codon in CLN6. G3 (Bethesda) 2020; 10:2741-2751. [PMID: 32518081 PMCID: PMC7407459 DOI: 10.1534/g3.120.401407] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Accepted: 06/06/2020] [Indexed: 01/04/2023]
Abstract
A neutered male domestic medium-haired cat presented at a veterinary neurology clinic at 20 months of age due to progressive neurological signs that included visual impairment, focal myoclonus, and frequent severe generalized seizures that were refractory to treatment with phenobarbital. Magnetic resonance imaging revealed diffuse global brain atrophy. Due to the severity and frequency of its seizures, the cat was euthanized at 22 months of age. Microscopic examination of the cerebellum, cerebral cortex and brainstem revealed pronounced intracellular accumulations of autofluorescent storage material and inflammation in all 3 brain regions. Ultrastructural examination of the storage material indicated that it consisted almost completely of tightly-packed membrane-like material. The clinical signs and neuropathology strongly suggested that the cat suffered from a form of neuronal ceroid lipofuscinosis (NCL). Whole exome sequence analysis was performed on genomic DNA from the affected cat. Comparison of the sequence data to whole exome sequence data from 39 unaffected cats and whole genome sequence data from an additional 195 unaffected cats revealed a homozygous variant in CLN6 that was unique to the affected cat. This variant was predicted to cause a stop gain in the transcript due to a guanine to adenine transition (ENSFCAT00000025909:c.668G > A; XM_003987007.5:c.668G > A) and was the sole loss of function variant detected. CLN6 variants in other species, including humans, dogs, and sheep, are associated with the CLN6 form of NCL. Based on the affected cat's clinical signs, neuropathology and molecular genetic analysis, we conclude that the cat's disorder resulted from the loss of function of CLN6. This study is only the second to identify the molecular genetic basis of a feline NCL. Other cats exhibiting similar signs can now be screened for the CLN6 variant. This could lead to establishment of a feline model of CLN6 disease that could be used in therapeutic intervention studies.
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Affiliation(s)
- Martin L Katz
- Neurodegenerative Diseases Research Laboratory and Department of Ophthalmology,
| | | | | | | | | | - Wesley C Warren
- Life Sciences Center, University of Missouri, Columbia, MO and
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45
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Lucas CG, Spate AM, Samuel MS, Spate LD, Warren WC, Prather RS, Wells KD. A novel swine sex-linked marker and its application across different mammalian species. Transgenic Res 2020; 29:395-407. [PMID: 32607872 DOI: 10.1007/s11248-020-00204-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Accepted: 06/18/2020] [Indexed: 01/25/2023]
Abstract
Advances in genome editing tools have reduced barriers to the creation of animal models. Due to their anatomical and physiological similarities to humans, there has been a growing need for pig models to study human diseases, for xenotransplantation and translational research. The ability to determine the sex of genetically modified embryos, cells or fetuses is beneficial for every project involving the production of transgenic animals. This strategy can improve the time-efficiency and lower the production costs. Additionally, sex assessment is very useful for wildlife studies to understand population behavior and structure. Thus, we developed a simple and fast PCR-based protocol for sex determination in pigs by using a unique primer set to amplify either the DDX3X or DDX3Y gene. The sex was 100% correctly assigned when tail genomic DNA, Day-35 fetus and hair samples from pigs were used. For both blastocysts and oocytes (84.6% and 96.5% of efficacy, respectively) the unidentified samples were potentially due to a limitation in sample size. Our assay also worked for domestic sheep (Ovis aries), American bison (Bison bison) and European cattle (Bos taurus) samples and by in silico analysis we confirmed X-Y amplicon length polymorphisms for the DDX3 gene in 12 other mammalian species. This PCR protocol for determining sex in pig tissues and cells showed to be simple, specific, highly reproducible and less time consuming as well as an important tool for other livestock species and wildlife studies.
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Affiliation(s)
- C G Lucas
- National Swine Resource and Research Center, University of Missouri, 920 East Campus Drive, Columbia, MO, 65211, USA.,Division of Animal Science, University of Missouri, Columbia, MO, USA
| | - A M Spate
- National Swine Resource and Research Center, University of Missouri, 920 East Campus Drive, Columbia, MO, 65211, USA.,Division of Animal Science, University of Missouri, Columbia, MO, USA
| | - M S Samuel
- National Swine Resource and Research Center, University of Missouri, 920 East Campus Drive, Columbia, MO, 65211, USA.,Division of Animal Science, University of Missouri, Columbia, MO, USA
| | - L D Spate
- Division of Animal Science, University of Missouri, Columbia, MO, USA
| | - W C Warren
- Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
| | - R S Prather
- National Swine Resource and Research Center, University of Missouri, 920 East Campus Drive, Columbia, MO, 65211, USA.,Division of Animal Science, University of Missouri, Columbia, MO, USA
| | - K D Wells
- National Swine Resource and Research Center, University of Missouri, 920 East Campus Drive, Columbia, MO, 65211, USA. .,Division of Animal Science, University of Missouri, Columbia, MO, USA.
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46
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Cogné B, Latypova X, Senaratne LDS, Martin L, Koboldt DC, Kellaris G, Fievet L, Le Meur G, Caldari D, Debray D, Nizon M, Frengen E, Bowne SJ, Cadena EL, Daiger SP, Bujakowska KM, Pierce EA, Gorin M, Katsanis N, Bézieau S, Petersen-Jones SM, Occelli LM, Lyons LA, Legeai-Mallet L, Sullivan LS, Davis EE, Isidor B, Buckley RM, Aberdein D, Alves PC, Barsh GS, Bellone RR, Bergström TF, Boyko AR, Brockman JA, Casal ML, Castelhano MG, Distl O, Dodman NH, Ellinwood NM, Fogle JE, Forman OP, Garrick DJ, Ginns EI, Häggström J, Harvey RJ, Hasegawa D, Haase B, Helps CR, Hernandez I, Hytönen MK, Kaukonen M, Kaelin CB, Kosho T, Leclerc E, Lear TL, Leeb T, Li RH, Lohi H, Longeri M, Magnuson MA, Malik R, Mane SP, Munday JS, Murphy WJ, Pedersen NC, Rothschild MF, Rusbridge C, Shapiro B, Stern JA, Swanson WF, Terio KA, Todhunter RJ, Warren WC, Wilcox EA, Wildschutte JH, Yu Y. Mutations in the Kinesin-2 Motor KIF3B Cause an Autosomal-Dominant Ciliopathy. Am J Hum Genet 2020; 106:893-904. [PMID: 32386558 DOI: 10.1016/j.ajhg.2020.04.005] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Accepted: 04/02/2020] [Indexed: 11/26/2022] Open
Abstract
Kinesin-2 enables ciliary assembly and maintenance as an anterograde intraflagellar transport (IFT) motor. Molecular motor activity is driven by a heterotrimeric complex comprised of KIF3A and KIF3B or KIF3C plus one non-motor subunit, KIFAP3. Using exome sequencing, we identified heterozygous KIF3B variants in two unrelated families with hallmark ciliopathy phenotypes. In the first family, the proband presents with hepatic fibrosis, retinitis pigmentosa, and postaxial polydactyly; he harbors a de novo c.748G>C (p.Glu250Gln) variant affecting the kinesin motor domain encoded by KIF3B. The second family is a six-generation pedigree affected predominantly by retinitis pigmentosa. Affected individuals carry a heterozygous c.1568T>C (p.Leu523Pro) KIF3B variant segregating in an autosomal-dominant pattern. We observed a significant increase in primary cilia length in vitro in the context of either of the two mutations while variant KIF3B proteins retained stability indistinguishable from wild type. Furthermore, we tested the effects of KIF3B mutant mRNA expression in the developing zebrafish retina. In the presence of either missense variant, rhodopsin was sequestered to the photoreceptor rod inner segment layer with a concomitant increase in photoreceptor cilia length. Notably, impaired rhodopsin trafficking is also characteristic of recessive KIF3B models as exemplified by an early-onset, autosomal-recessive, progressive retinal degeneration in Bengal cats; we identified a c.1000G>A (p.Ala334Thr) KIF3B variant by genome-wide association study and whole-genome sequencing. Together, our genetic, cell-based, and in vivo modeling data delineate an autosomal-dominant syndromic retinal ciliopathy in humans and suggest that multiple KIF3B pathomechanisms can impair kinesin-driven ciliary transport in the photoreceptor.
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47
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Schartl M, Kneitz S, Volkoff H, Adolfi M, Schmidt C, Fischer P, Minx P, Tomlinson C, Meyer A, Warren WC. The Piranha Genome Provides Molecular Insight Associated to Its Unique Feeding Behavior. Genome Biol Evol 2020; 11:2099-2106. [PMID: 31282935 PMCID: PMC6681833 DOI: 10.1093/gbe/evz139] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/27/2019] [Indexed: 12/27/2022] Open
Abstract
The piranha enjoys notoriety due to its infamous predatory behavior but much is still not understood about its evolutionary origins and the underlying molecular mechanisms for its unusual feeding biology. We sequenced and assembled the red-bellied piranha (Pygocentrus nattereri) genome to aid future phenotypic and genetic investigations. The assembled draft genome is similar to other related fishes in repeat composition and gene count. Our evaluation of genes under positive selection suggests candidates for adaptations of piranhas’ feeding behavior in neural functions, behavior, and regulation of energy metabolism. In the fasted brain, we find genes differentially expressed that are involved in lipid metabolism and appetite regulation as well as genes that may control the aggression/boldness behavior of hungry piranhas. Our first analysis of the piranha genome offers new insight and resources for the study of piranha biology and for feeding motivation and starvation in other organisms.
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Affiliation(s)
- Manfred Schartl
- Physiologische Chemie, Biozentrum, University of Würzburg, Germany.,Comprehensive Cancer Center Mainfranken, University Clinic Würzburg, Germany.,Hagler Institute for Advanced Study, Texas A&M University.,Department of Biology, Texas A&M University
| | - Susanne Kneitz
- Physiologische Chemie, Biozentrum, University of Würzburg, Germany
| | - Helene Volkoff
- Department of Biology, Memorial University of Newfoundland, St John's, Canada.,Department of Biochemistry, Memorial University of Newfoundland, St John's, Canada
| | - Mateus Adolfi
- Physiologische Chemie, Biozentrum, University of Würzburg, Germany
| | - Cornelia Schmidt
- Physiologische Chemie, Biozentrum, University of Würzburg, Germany
| | - Petra Fischer
- Physiologische Chemie, Biozentrum, University of Würzburg, Germany
| | - Patrick Minx
- McDonnell Genome Institute, Washington University School of Medicine
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University School of Medicine
| | - Axel Meyer
- Chair in Zoology and Evolutionary Biology, University of Konstanz, Germany
| | - Wesley C Warren
- McDonnell Genome Institute, Washington University School of Medicine.,Bond Life Sciences Center, University of Missouri
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48
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Morris KM, Hindle MM, Boitard S, Burt DW, Danner AF, Eory L, Forrest HL, Gourichon D, Gros J, Hillier LW, Jaffredo T, Khoury H, Lansford R, Leterrier C, Loudon A, Mason AS, Meddle SL, Minvielle F, Minx P, Pitel F, Seiler JP, Shimmura T, Tomlinson C, Vignal A, Webster RG, Yoshimura T, Warren WC, Smith J. The quail genome: insights into social behaviour, seasonal biology and infectious disease response. BMC Biol 2020; 18:14. [PMID: 32050986 PMCID: PMC7017630 DOI: 10.1186/s12915-020-0743-4] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Accepted: 01/24/2020] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND The Japanese quail (Coturnix japonica) is a popular domestic poultry species and an increasingly significant model species in avian developmental, behavioural and disease research. RESULTS We have produced a high-quality quail genome sequence, spanning 0.93 Gb assigned to 33 chromosomes. In terms of contiguity, assembly statistics, gene content and chromosomal organisation, the quail genome shows high similarity to the chicken genome. We demonstrate the utility of this genome through three diverse applications. First, we identify selection signatures and candidate genes associated with social behaviour in the quail genome, an important agricultural and domestication trait. Second, we investigate the effects and interaction of photoperiod and temperature on the transcriptome of the quail medial basal hypothalamus, revealing key mechanisms of photoperiodism. Finally, we investigate the response of quail to H5N1 influenza infection. In quail lung, many critical immune genes and pathways were downregulated after H5N1 infection, and this may be key to the susceptibility of quail to H5N1. CONCLUSIONS We have produced a high-quality genome of the quail which will facilitate further studies into diverse research questions using the quail as a model avian species.
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Affiliation(s)
- Katrina M Morris
- The Roslin Institute and R(D)SVS, University of Edinburgh, Easter Bush, Midlothian, EH25 9RG, UK.
| | - Matthew M Hindle
- The Roslin Institute and R(D)SVS, University of Edinburgh, Easter Bush, Midlothian, EH25 9RG, UK
| | - Simon Boitard
- GenPhySE, Université de Toulouse, INRAE, ENVT, 31326, Castanet Tolosan, France
| | - David W Burt
- The John Hay Building, Queensland Biosciences Precinct, 306 Carmody Road, The University of Queensland, QLD, St Lucia, 4072, Australia
| | - Angela F Danner
- Virology Division, Department of Infectious Diseases, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Lel Eory
- The Roslin Institute and R(D)SVS, University of Edinburgh, Easter Bush, Midlothian, EH25 9RG, UK
| | - Heather L Forrest
- Virology Division, Department of Infectious Diseases, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - David Gourichon
- PEAT Pôle d'Expérimentation Avicole de Tours, Centre de recherche Val de Loire, INRAE, 1295, Nouzilly, UE, France
| | - Jerome Gros
- Department of Developmental and Stem Cell Biology, Institut Pasteur, 25 rue du Docteur Roux, 75724, Cedex 15, Paris, France
- CNRS URA3738, 25 rue du Dr Roux, 75015, Paris, France
| | - LaDeana W Hillier
- McDonnell Genome Institute, Washington University School of Medicine, 4444 Forest Park Blvd, St Louis, MO, 63108, USA
| | - Thierry Jaffredo
- CNRS UMR7622, Inserm U 1156, Laboratoire de Biologie du Développement, Sorbonne Université, IBPS, 75005, Paris, France
| | - Hanane Khoury
- CNRS UMR7622, Inserm U 1156, Laboratoire de Biologie du Développement, Sorbonne Université, IBPS, 75005, Paris, France
| | - Rusty Lansford
- Department of Radiology and Developmental Neuroscience Program, Saban Research Institute, Children's Hospital Los Angeles and Keck School of Medicine of the University of Southern California, Los Angeles, CA, 90027, USA
| | - Christine Leterrier
- UMR85 Physiologie de la Reproduction et des Comportements, INRAE, CNRS, Université François Rabelais, IFCE, INRAE, Val de Loire, 37380, Nouzilly, Centre, France
| | - Andrew Loudon
- Centre for Biological Timing, Faculty of Biology, Medicine and Health, School of Medical Sciences, University of Manchester, 3.001, A.V. Hill Building, Oxford Road, Manchester, M13 9PT, UK
| | - Andrew S Mason
- The Roslin Institute and R(D)SVS, University of Edinburgh, Easter Bush, Midlothian, EH25 9RG, UK
| | - Simone L Meddle
- The Roslin Institute and R(D)SVS, University of Edinburgh, Easter Bush, Midlothian, EH25 9RG, UK
| | - Francis Minvielle
- GABI, INRAE, AgroParisTech, Université Paris-Saclay, 78350, Jouy-en-Josas, France
| | - Patrick Minx
- McDonnell Genome Institute, Washington University School of Medicine, 4444 Forest Park Blvd, St Louis, MO, 63108, USA
| | - Frédérique Pitel
- GenPhySE, Université de Toulouse, INRAE, ENVT, 31326, Castanet Tolosan, France
| | - J Patrick Seiler
- Virology Division, Department of Infectious Diseases, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Tsuyoshi Shimmura
- Department of Biological Production, Tokyo University of Agriculture and Technology, 3-8-1 Harumi-cho, Fuchu, Tokyo, 183-8538, Japan
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University School of Medicine, 4444 Forest Park Blvd, St Louis, MO, 63108, USA
| | - Alain Vignal
- GenPhySE, Université de Toulouse, INRAE, ENVT, 31326, Castanet Tolosan, France
| | - Robert G Webster
- Virology Division, Department of Infectious Diseases, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Takashi Yoshimura
- Institute of Transformative Bio-Molecules (WPI-ITbM), Nagoya University, Furo-cho, Chikusa-ku, Nagoya, 464-8601, Japan
| | - Wesley C Warren
- Department of Animal Sciences, Department of Surgery, Institute for Data Science and Informatics, University of Missouri, Bond Life Sciences Center, 1201 Rollins Street, Columbia, MO, 65211, USA
| | - Jacqueline Smith
- The Roslin Institute and R(D)SVS, University of Edinburgh, Easter Bush, Midlothian, EH25 9RG, UK
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Sulovari A, Li R, Audano PA, Porubsky D, Vollger MR, Logsdon GA, Warren WC, Pollen AA, Chaisson MJP, Eichler EE. Human-specific tandem repeat expansion and differential gene expression during primate evolution. Proc Natl Acad Sci U S A 2019; 116:23243-23253. [PMID: 31659027 PMCID: PMC6859368 DOI: 10.1073/pnas.1912175116] [Citation(s) in RCA: 54] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Short tandem repeats (STRs) and variable number tandem repeats (VNTRs) are important sources of natural and disease-causing variation, yet they have been problematic to resolve in reference genomes and genotype with short-read technology. We created a framework to model the evolution and instability of STRs and VNTRs in apes. We phased and assembled 3 ape genomes (chimpanzee, gorilla, and orangutan) using long-read and 10x Genomics linked-read sequence data for 21,442 human tandem repeats discovered in 6 haplotype-resolved assemblies of Yoruban, Chinese, and Puerto Rican origin. We define a set of 1,584 STRs/VNTRs expanded specifically in humans, including large tandem repeats affecting coding and noncoding portions of genes (e.g., MUC3A, CACNA1C). We show that short interspersed nuclear element-VNTR-Alu (SVA) retrotransposition is the main mechanism for distributing GC-rich human-specific tandem repeat expansions throughout the genome but with a bias against genes. In contrast, we observe that VNTRs not originating from retrotransposons have a propensity to cluster near genes, especially in the subtelomere. Using tissue-specific expression from human and chimpanzee brains, we identify genes where transcript isoform usage differs significantly, likely caused by cryptic splicing variation within VNTRs. Using single-cell expression from cerebral organoids, we observe a strong effect for genes associated with transcription profiles analogous to intermediate progenitor cells. Finally, we compare the sequence composition of some of the largest human-specific repeat expansions and identify 52 STRs/VNTRs with at least 40 uninterrupted pure tracts as candidates for genetically unstable regions associated with disease.
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Affiliation(s)
- Arvis Sulovari
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195
| | - Ruiyang Li
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195
| | - Peter A Audano
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195
| | - David Porubsky
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195
| | - Mitchell R Vollger
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195
| | - Glennis A Logsdon
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195
| | - Wesley C Warren
- Bond Life Sciences Center, University of Missouri, Columbia, MO 65201
| | - Alex A Pollen
- Department of Neurology, University of California, San Francisco, CA 94143
| | - Mark J P Chaisson
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195
- Quantitative and Computational Biology, University of Southern California, Los Angeles, CA 90089
| | - Evan E Eichler
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195;
- Howard Hughes Medical Institute, University of Washington, Seattle, WA 98195
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50
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Attardo GM, Abd-Alla AMM, Acosta-Serrano A, Allen JE, Bateta R, Benoit JB, Bourtzis K, Caers J, Caljon G, Christensen MB, Farrow DW, Friedrich M, Hua-Van A, Jennings EC, Larkin DM, Lawson D, Lehane MJ, Lenis VP, Lowy-Gallego E, Macharia RW, Malacrida AR, Marco HG, Masiga D, Maslen GL, Matetovici I, Meisel RP, Meki I, Michalkova V, Miller WJ, Minx P, Mireji PO, Ometto L, Parker AG, Rio R, Rose C, Rosendale AJ, Rota-Stabelli O, Savini G, Schoofs L, Scolari F, Swain MT, Takáč P, Tomlinson C, Tsiamis G, Van Den Abbeele J, Vigneron A, Wang J, Warren WC, Waterhouse RM, Weirauch MT, Weiss BL, Wilson RK, Zhao X, Aksoy S. Comparative genomic analysis of six Glossina genomes, vectors of African trypanosomes. Genome Biol 2019; 20:187. [PMID: 31477173 PMCID: PMC6721284 DOI: 10.1186/s13059-019-1768-2] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Accepted: 07/22/2019] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Tsetse flies (Glossina sp.) are the vectors of human and animal trypanosomiasis throughout sub-Saharan Africa. Tsetse flies are distinguished from other Diptera by unique adaptations, including lactation and the birthing of live young (obligate viviparity), a vertebrate blood-specific diet by both sexes, and obligate bacterial symbiosis. This work describes the comparative analysis of six Glossina genomes representing three sub-genera: Morsitans (G. morsitans morsitans, G. pallidipes, G. austeni), Palpalis (G. palpalis, G. fuscipes), and Fusca (G. brevipalpis) which represent different habitats, host preferences, and vectorial capacity. RESULTS Genomic analyses validate established evolutionary relationships and sub-genera. Syntenic analysis of Glossina relative to Drosophila melanogaster shows reduced structural conservation across the sex-linked X chromosome. Sex-linked scaffolds show increased rates of female-specific gene expression and lower evolutionary rates relative to autosome associated genes. Tsetse-specific genes are enriched in protease, odorant-binding, and helicase activities. Lactation-associated genes are conserved across all Glossina species while male seminal proteins are rapidly evolving. Olfactory and gustatory genes are reduced across the genus relative to other insects. Vision-associated Rhodopsin genes show conservation of motion detection/tracking functions and variance in the Rhodopsin detecting colors in the blue wavelength ranges. CONCLUSIONS Expanded genomic discoveries reveal the genetics underlying Glossina biology and provide a rich body of knowledge for basic science and disease control. They also provide insight into the evolutionary biology underlying novel adaptations and are relevant to applied aspects of vector control such as trap design and discovery of novel pest and disease control strategies.
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Affiliation(s)
- Geoffrey M Attardo
- Department of Entomology and Nematology, University of California, Davis, Davis, CA, USA.
| | - Adly M M Abd-Alla
- Insect Pest Control Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food & Agriculture, Vienna, Vienna, Austria
| | - Alvaro Acosta-Serrano
- Department of Vector Biology, Liverpool School of Tropical Medicine, Merseyside, Liverpool, UK
| | - James E Allen
- VectorBase, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, Cambridgeshire, UK
| | - Rosemary Bateta
- Department of Biochemistry, Biotechnology Research Institute - Kenya Agricultural and Livestock Research Organization, Kikuyu, Kenya
| | - Joshua B Benoit
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Kostas Bourtzis
- Insect Pest Control Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food & Agriculture, Vienna, Vienna, Austria
| | - Jelle Caers
- Department of Biology - Functional Genomics and Proteomics Group, KU Leuven, Leuven, Belgium
| | - Guy Caljon
- Laboratory of Microbiology, Parasitology and Hygiene, University of Antwerp, Antwerp, Belgium
| | - Mikkel B Christensen
- VectorBase, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, Cambridgeshire, UK
| | - David W Farrow
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Markus Friedrich
- Department of Biological Sciences, Wayne State University, Detroit, MI, USA
| | - Aurélie Hua-Van
- Laboratoire Evolution, Genomes, Comportement, Ecologie, CNRS, IRD, Univ. Paris-Sud, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Emily C Jennings
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Denis M Larkin
- Department of Comparative Biomedical Sciences, Royal Veterinary College, London, UK
| | - Daniel Lawson
- Department of Life Sciences, Imperial College London, London, UK
| | - Michael J Lehane
- Department of Vector Biology, Liverpool School of Tropical Medicine, Merseyside, Liverpool, UK
| | - Vasileios P Lenis
- Schools of Medicine and Dentistry, University of Plymouth, Plymouth, UK
| | - Ernesto Lowy-Gallego
- VectorBase, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, Cambridgeshire, UK
| | - Rosaline W Macharia
- Molecular Biology and Bioinformatics Unit, International Center for Insect Physiology and Ecology, Nairobi, Kenya.,Centre for Biotechnology and Bioinformatics, University of Nairobi, Nairobi, Kenya
| | - Anna R Malacrida
- Department of Biology and Biotechnology, University of Pavia, Pavia, Italy
| | - Heather G Marco
- Department of Biological Sciences, University of Cape Town, Rondebosch, South Africa
| | - Daniel Masiga
- Molecular Biology and Bioinformatics Unit, International Center for Insect Physiology and Ecology, Nairobi, Kenya
| | - Gareth L Maslen
- VectorBase, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, Cambridgeshire, UK
| | - Irina Matetovici
- Biomedical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Richard P Meisel
- Department of Biology and Biochemistry, University of Houston, Houston, TX, USA
| | - Irene Meki
- Insect Pest Control Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food & Agriculture, Vienna, Vienna, Austria
| | - Veronika Michalkova
- Department of Biological Sciences, Florida International University, Miami, Florida, USA.,Institute of Zoology, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Wolfgang J Miller
- Department of Cell and Developmental Biology, Medical University of Vienna, Vienna, Austria
| | - Patrick Minx
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA
| | - Paul O Mireji
- Department of Biochemistry, Biotechnology Research Institute - Kenya Agricultural and Livestock Research Organization, Kikuyu, Kenya.,Centre for Geographic Medicine Research Coast, Kenya Medical Research Institute, Kilifi, Kenya
| | - Lino Ometto
- Department of Sustainable Ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, TN, Italy.,Department of Biology and Biotechnology, University of Pavia, Pavia, Italy
| | - Andrew G Parker
- Insect Pest Control Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food & Agriculture, Vienna, Vienna, Austria
| | - Rita Rio
- Department of Biology, West Virginia University, Morgantown, WV, USA
| | - Clair Rose
- Department of Vector Biology, Liverpool School of Tropical Medicine, Merseyside, Liverpool, UK
| | - Andrew J Rosendale
- Department of Biology, Mount St. Joseph University, Cincinnati, OH, USA.,Department of Biological Sciences, University of Cincinnati, Cincinnati, OH, USA
| | - Omar Rota-Stabelli
- Department of Sustainable Ecosystems and Bioresources, Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, TN, Italy
| | - Grazia Savini
- Department of Biology and Biotechnology, University of Pavia, Pavia, Italy
| | - Liliane Schoofs
- Department of Biology - Functional Genomics and Proteomics Group, KU Leuven, Leuven, Belgium
| | - Francesca Scolari
- Department of Biology and Biotechnology, University of Pavia, Pavia, Italy
| | - Martin T Swain
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Aberystwyth, Ceredigion, UK
| | - Peter Takáč
- Department of Animal Systematics, Ústav zoológie SAV; Scientica, Ltd, Bratislava, Slovakia
| | - Chad Tomlinson
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA
| | - George Tsiamis
- Department of Environmental and Natural Resources Management, University of Patras, Agrinio, Etoloakarnania, Greece
| | | | - Aurelien Vigneron
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Jingwen Wang
- School of Life Sciences, Fudan University, Shanghai, China
| | - Wesley C Warren
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA.,Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
| | - Robert M Waterhouse
- Department of Ecology & Evolution, Swiss Institute of Bioinformatics, University of Lausanne, Lausanne, Switzerland
| | - Matthew T Weirauch
- Center for Autoimmune Genomics and Etiology and Divisions of Biomedical Informatics and Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Brian L Weiss
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Richard K Wilson
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA
| | - Xin Zhao
- CAS Center for Influenza Research and Early-warning (CASCIRE), Chinese Academy of Sciences, Beijing, China
| | - Serap Aksoy
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA.
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