1
|
Russell M, Aqil A, Saitou M, Gokcumen O, Masuda N. Gene communities in co-expression networks across different tissues. PLoS Comput Biol 2023; 19:e1011616. [PMID: 37976327 PMCID: PMC10691702 DOI: 10.1371/journal.pcbi.1011616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 12/01/2023] [Accepted: 10/19/2023] [Indexed: 11/19/2023] Open
Abstract
With the recent availability of tissue-specific gene expression data, e.g., provided by the GTEx Consortium, there is interest in comparing gene co-expression patterns across tissues. One promising approach to this problem is to use a multilayer network analysis framework and perform multilayer community detection. Communities in gene co-expression networks reveal groups of genes similarly expressed across individuals, potentially involved in related biological processes responding to specific environmental stimuli or sharing common regulatory variations. We construct a multilayer network in which each of the four layers is an exocrine gland tissue-specific gene co-expression network. We develop methods for multilayer community detection with correlation matrix input and an appropriate null model. Our correlation matrix input method identifies five groups of genes that are similarly co-expressed in multiple tissues (a community that spans multiple layers, which we call a generalist community) and two groups of genes that are co-expressed in just one tissue (a community that lies primarily within just one layer, which we call a specialist community). We further found gene co-expression communities where the genes physically cluster across the genome significantly more than expected by chance (on chromosomes 1 and 11). This clustering hints at underlying regulatory elements determining similar expression patterns across individuals and cell types. We suggest that KRTAP3-1, KRTAP3-3, and KRTAP3-5 share regulatory elements in skin and pancreas. Furthermore, we find that CELA3A and CELA3B share associated expression quantitative trait loci in the pancreas. The results indicate that our multilayer community detection method for correlation matrix input extracts biologically interesting communities of genes.
Collapse
Affiliation(s)
- Madison Russell
- Department of Mathematics, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - Alber Aqil
- Department of Biological Sciences, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - Marie Saitou
- Faculty of Biosciences, Norwegian University of Life Sciences, Ås, Norway
| | - Omer Gokcumen
- Department of Biological Sciences, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - Naoki Masuda
- Department of Mathematics, State University of New York at Buffalo, Buffalo, New York, United States of America
- Institute for Artificial Intelligence and Data Science, State University of New York at Buffalo, Buffalo, New York, United States of America
| |
Collapse
|
2
|
Gokcumen O. Archaic hominin introgression into modern human genomes. AMERICAN JOURNAL OF PHYSICAL ANTHROPOLOGY 2019; 171 Suppl 70:60-73. [PMID: 31702050 DOI: 10.1002/ajpa.23951] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Revised: 10/04/2019] [Accepted: 10/08/2019] [Indexed: 01/01/2023]
Abstract
Ancient genomes from multiple Neanderthal and the Denisovan individuals, along with DNA sequence data from diverse contemporary human populations strongly support the prevalence of gene flow among different hominins. Recent studies now provide evidence for multiple gene flow events that leave genetic signatures in extant and ancient human populations. These events include older gene flow from an unknown hominin in Africa predating out-of-Africa migrations, and in the last 50,000-100,000 years, multiple gene flow events from Neanderthals into ancestral Eurasian human populations, and at least three distinct introgression events from a lineage close to Denisovans into ancestors of extant Southeast Asian and Oceanic populations. Some of these introgression events may have happened as late as 20,000 years before present and reshaped the way in which we think about human evolution. In this review, I aim to answer anthropologically relevant questions with regard to recent research on ancient hominin introgression in the human lineage. How have genomic data from archaic hominins changed our view of human evolution? Is there any doubt about whether introgression from ancient hominins to the ancestors of present-day humans occurred? What is the current view of human evolutionary history from the genomics perspective? What is the impact of introgression on human phenotypes?
Collapse
Affiliation(s)
- Omer Gokcumen
- Department of Biological Sciences, North Campus, University at Buffalo, Buffalo, New York
| |
Collapse
|
3
|
Saitou M, Gokcumen O. Resolving the Insertion Sites of Polymorphic Duplications Reveals a HERC2 Haplotype under Selection. Genome Biol Evol 2019; 11:1679-1690. [PMID: 31124564 PMCID: PMC6587411 DOI: 10.1093/gbe/evz107] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/19/2019] [Indexed: 12/18/2022] Open
Abstract
Polymorphic duplications in humans have been shown to contribute to phenotypic diversity. However, the evolutionary forces that maintain variable duplications across the human genome are largely unexplored. We developed a linkage-disequilibrium based method to detect insertion sites of polymorphic duplications not represented in reference genomes. This method also allows resolution of haplotypes harboring the duplications. Using this approach, we conducted genome-wide analyses and identified the insertion sites of 22 common polymorphic duplications. We found that the majority of these duplications is intrachromosomal and only one of them is an interchromosomal insertion. Further characterization of these duplications revealed significant associations to blood and skin phenotypes. On the basis of population genetics analyses, we found that the duplication of a well-characterized pigmentation-related region, including the HERC2 gene, may be selected against in European populations. We further demonstrated that the haplotype harboring this duplication significantly affects the expression of the HERC2P9 gene in multiple tissues. Our study sheds light onto the evolutionary impact of understudied polymorphic duplications in human populations and presents methodological insights for future studies.
Collapse
Affiliation(s)
- Marie Saitou
- Department of Biological Sciences, SUNY at Buffalo
| | | |
Collapse
|
4
|
Xu D, Pavlidis P, Taskent RO, Alachiotis N, Flanagan C, DeGiorgio M, Blekhman R, Ruhl S, Gokcumen O. Archaic Hominin Introgression in Africa Contributes to Functional Salivary MUC7 Genetic Variation. Mol Biol Evol 2017; 34:2704-2715. [PMID: 28957509 PMCID: PMC5850612 DOI: 10.1093/molbev/msx206] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
One of the most abundant proteins in human saliva, mucin-7, is encoded by the MUC7 gene, which harbors copy number variable subexonic repeats (PTS-repeats) that affect the size and glycosylation potential of this protein. We recently documented the adaptive evolution of MUC7 subexonic copy number variation among primates. Yet, the evolution of MUC7 genetic variation in humans remained unexplored. Here, we found that PTS-repeat copy number variation has evolved recurrently in the human lineage, thereby generating multiple haplotypic backgrounds carrying five or six PTS-repeat copy number alleles. Contrary to previous studies, we found no associations between the copy number of PTS-repeats and protection against asthma. Instead, we revealed a significant association of MUC7 haplotypic variation with the composition of the oral microbiome. Furthermore, based on in-depth simulations, we conclude that a divergent MUC7 haplotype likely originated in an unknown African hominin population and introgressed into ancestors of modern Africans.
Collapse
Affiliation(s)
- Duo Xu
- Department of Biological Sciences, University at Buffalo, The State University of New York, Buffalo, NY
| | - Pavlos Pavlidis
- Institute of Molecular Biology and Biotechnology (IMBB), Foundation for Research and Technology - Hellas, Heraklion, Crete, Greece
| | - Recep Ozgur Taskent
- Department of Biological Sciences, University at Buffalo, The State University of New York, Buffalo, NY
| | - Nikolaos Alachiotis
- Institute of Computer Science (ICS), Foundation for Research and Technology - Hellas, Heraklion, Crete, Greece
| | - Colin Flanagan
- Department of Biological Sciences, University at Buffalo, The State University of New York, Buffalo, NY
| | - Michael DeGiorgio
- Department of Biology and the Institute for CyberScience, Pennsylvania State University, University Park, PA
| | - Ran Blekhman
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Twin Cities, MN
| | - Stefan Ruhl
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, The State University of New York, Buffalo, NY
| | - Omer Gokcumen
- Department of Biological Sciences, University at Buffalo, The State University of New York, Buffalo, NY
| |
Collapse
|
5
|
Pajic P, Lin YL, Xu D, Gokcumen O. The psoriasis-associated deletion of late cornified envelope genes LCE3B and LCE3C has been maintained under balancing selection since Human Denisovan divergence. BMC Evol Biol 2016; 16:265. [PMID: 27919236 PMCID: PMC5139038 DOI: 10.1186/s12862-016-0842-6] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2016] [Accepted: 11/23/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND A common, 32kb deletion of LCE3B and LCE3C genes is strongly associated with psoriasis. We recently found that this deletion is ancient, predating Human-Denisovan divergence. However, it was not clear why negative selection has not removed this deletion from the population. RESULTS Here, we show that the haplotype block that harbors the deletion (i) retains high allele frequency among extant and ancient human populations; (ii) harbors unusually high nucleotide variation (π, P < 4.1 × 10-3); (iii) contains an excess of intermediate frequency variants (Tajima's D, P < 3.9 × 10-3); and (iv) has an unusually long time to coalescence to the most recent common ancestor (TSel, 0.1 quantile). CONCLUSIONS Our results are most parsimonious with the scenario where the LCE3BC deletion has evolved under balancing selection in humans. More broadly, this is consistent with the hypothesis that a balance between autoimmunity and natural vaccination through increased exposure to pathogens maintains this deletion in humans.
Collapse
Affiliation(s)
- Petar Pajic
- Department of Biological Sciences, University at Buffalo, Cooke 639, Buffalo, NY, 14260, USA
| | - Yen-Lung Lin
- Department of Biological Sciences, University at Buffalo, Cooke 639, Buffalo, NY, 14260, USA
| | - Duo Xu
- Department of Biological Sciences, University at Buffalo, Cooke 639, Buffalo, NY, 14260, USA
| | - Omer Gokcumen
- Department of Biological Sciences, University at Buffalo, Cooke 639, Buffalo, NY, 14260, USA.
| |
Collapse
|
6
|
Xu D, Pavlidis P, Thamadilok S, Redwood E, Fox S, Blekhman R, Ruhl S, Gokcumen O. Recent evolution of the salivary mucin MUC7. Sci Rep 2016; 6:31791. [PMID: 27558399 PMCID: PMC4997351 DOI: 10.1038/srep31791] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2016] [Accepted: 07/26/2016] [Indexed: 11/23/2022] Open
Abstract
Genomic structural variants constitute the majority of variable base pairs in primate genomes and affect gene function in multiple ways. While whole gene duplications and deletions are relatively well-studied, the biology of subexonic (i.e., within coding exon sequences), copy number variation remains elusive. The salivary MUC7 gene provides an opportunity for studying such variation, as it harbors copy number variable subexonic repeat sequences that encode for densely O-glycosylated domains (PTS-repeats) with microbe-binding properties. To understand the evolution of this gene, we analyzed mammalian and primate genomes within a comparative framework. Our analyses revealed that (i) MUC7 has emerged in the placental mammal ancestor and rapidly gained multiple sites for O-glycosylation; (ii) MUC7 has retained its extracellular activity in saliva in placental mammals; (iii) the anti-fungal domain of the protein was remodified under positive selection in the primate lineage; and (iv) MUC7 PTS-repeats have evolved recurrently and under adaptive constraints. Our results establish MUC7 as a major player in salivary adaptation, likely as a response to diverse pathogenic exposure in primates. On a broader scale, our study highlights variable subexonic repeats as a primary source for modular evolutionary innovation that lead to rapid functional adaptation.
Collapse
Affiliation(s)
- Duo Xu
- Department of Biological Sciences, State University of New York at Buffalo, New York 14260, USA
| | - Pavlos Pavlidis
- Institute of Computer Science (ICS), Foundation of Research and Technology-Hellas, Heraklion, Crete, Greece
| | - Supaporn Thamadilok
- Department of Oral Biology, School of Dental Medicine, State University of New York at Buffalo, New York 14214, USA
| | - Emilie Redwood
- Department of Biological Sciences, State University of New York at Buffalo, New York 14260, USA
| | - Sara Fox
- Department of Biological Sciences, State University of New York at Buffalo, New York 14260, USA
| | - Ran Blekhman
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Twin Cities, Minnesota 55455, USA
| | - Stefan Ruhl
- Department of Oral Biology, School of Dental Medicine, State University of New York at Buffalo, New York 14214, USA
| | - Omer Gokcumen
- Department of Biological Sciences, State University of New York at Buffalo, New York 14260, USA
| |
Collapse
|