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Cahyani I, Tyson J, Holmes N, Quick J, Moore C, Loman N, Loose M. An optimized toolkit for high-molecular-weight DNA extraction and ultra-long-read nanopore sequencing using glass beads and hexamminecobalt(III) chloride. Genome Res 2025; 35:1154-1166. [PMID: 40127929 PMCID: PMC12047533 DOI: 10.1101/gr.279943.124] [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: 08/19/2024] [Accepted: 03/06/2025] [Indexed: 03/26/2025]
Abstract
Since the advent of long-read sequencing, achieving longer read lengths has been a key goal for many users. Ultra-long-read sets (N50 ≥ 100 kb) produced from Oxford Nanopore sequencers have improved genome assemblies in recent years. However, despite progress in extraction protocols and library preparation methods, ultra-long sequencing remains challenging for many sample types. Here, we compare various methods and introduce the FindingNemo protocol that: (1) optimizes ultra-high-molecular-weight (UHMW) DNA extraction and library cleanup by using glass beads and hexamminecobalt(III) chloride (CoHex), (2) can deliver high ultra-long sequencing yield of >20 Gb of reads from a single MinION flow cell or >100 Gb from PromethION devices (R9.4-R10.4 pore variants), and (3) is scalable to using fewer input cells or lower DNA amounts, with extraction to sequencing possible in a single working day. By comparison, we demonstrate that this protocol surpasses previous methods by enabling precise determination of input DNA quantity and quality through cell counting, sample dilution, and homogenization techniques.
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Affiliation(s)
- Inswasti Cahyani
- School of Life Sciences, University of Nottingham, Nottingham NG7 2UH, United Kingdom
| | - John Tyson
- BCCDC Public Health Laboratory, Vancouver, British Columbia V5Z 4R4, Canada
| | - Nadine Holmes
- School of Life Sciences, University of Nottingham, Nottingham NG7 2UH, United Kingdom
| | - Josh Quick
- School of Biosciences, University of Birmingham, Birmingham B15 2TT, United Kingdom
| | - Chris Moore
- School of Life Sciences, University of Nottingham, Nottingham NG7 2UH, United Kingdom
| | - Nick Loman
- School of Biosciences, University of Birmingham, Birmingham B15 2TT, United Kingdom
| | - Matthew Loose
- School of Life Sciences, University of Nottingham, Nottingham NG7 2UH, United Kingdom;
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2
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Su X, Lin Q, Liu B, Zhou C, Lu L, Lin Z, Si J, Ding Y, Duan S. The promising role of nanopore sequencing in cancer diagnostics and treatment. CELL INSIGHT 2025; 4:100229. [PMID: 39995512 PMCID: PMC11849079 DOI: 10.1016/j.cellin.2025.100229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Revised: 01/13/2025] [Accepted: 01/14/2025] [Indexed: 02/26/2025]
Abstract
Cancer arises from genetic alterations that impact both the genome and transcriptome. The utilization of nanopore sequencing offers a powerful means of detecting these alterations due to its unique capacity for long single-molecule sequencing. In the context of DNA analysis, nanopore sequencing excels in identifying structural variations (SVs), copy number variations (CNVs), gene fusions within SVs, and mutations in specific genes, including those involving DNA modifications and DNA adducts. In the field of RNA research, nanopore sequencing proves invaluable in discerning differentially expressed transcripts, uncovering novel elements linked to transcriptional regulation, and identifying alternative splicing events and RNA modifications at the single-molecule level. Furthermore, nanopore sequencing extends its reach to detecting microorganisms, encompassing bacteria and viruses, that are intricately associated with tumorigenesis and the development of cancer. Consequently, the application prospects of nanopore sequencing in tumor diagnosis and personalized treatment are expansive, encompassing tasks such as tumor identification and classification, the tailoring of treatment strategies, and the screening of prospective patients. In essence, this technology stands poised to unearth novel mechanisms underlying tumorigenesis while providing dependable support for the diagnosis and treatment of cancer.
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Affiliation(s)
- Xinming Su
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, Hangzhou City University, Hangzhou 310015, Zhejiang, China
| | - Qingyuan Lin
- The Second Clinical Medical College, Zhejiang Chinese Medicine University BinJiang College, Hangzhou 310053, Zhejiang, China
| | - Bin Liu
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
| | - Chuntao Zhou
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
| | - Liuyi Lu
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
| | - Zihao Lin
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
| | - Jiahua Si
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, Hangzhou City University, Hangzhou 310015, Zhejiang, China
| | - Yuemin Ding
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
- Institute of Translational Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, Hangzhou City University, Hangzhou 310015, Zhejiang, China
| | - Shiwei Duan
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
- Institute of Translational Medicine, Hangzhou City University, Hangzhou 310015, Zhejiang, China
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, Hangzhou City University, Hangzhou 310015, Zhejiang, China
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3
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Langenfeld K, Hegarty B, Vidaurri S, Crossette E, Duhaime M, Wigginton K. Development of a quantitative metagenomic approach to establish quantitative limits and its application to viruses. Nucleic Acids Res 2025; 53:gkaf118. [PMID: 40036505 PMCID: PMC11878531 DOI: 10.1093/nar/gkaf118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Revised: 01/25/2025] [Accepted: 02/06/2025] [Indexed: 03/06/2025] Open
Abstract
Quantitative metagenomic methods are maturing but continue to lack clearly-defined analytical limits. Here, we developed a computational tool, QuantMeta, to determine the absolute abundance of targets in metagenomes spiked with synthetic DNA standards. The tool establishes (i) entropy-based detection thresholds to confidently determine the presence of targets, and (ii) an approach to identify and correct read mapping or assembly errors and thus improve the quantification accuracy. Together this allows for an approach to confidently quantify absolute abundance of targets, be they microbial populations, genes, contigs, or metagenome-assembled genomes. We applied the approach to quantify single- and double-stranded DNA viruses in wastewater viral metagenomes, including pathogens and bacteriophages. Concentrations of total DNA viruses in wastewater influent and effluent were >108 copies/ml using QuantMeta. Human-associated DNA viruses were detected and quantifiable with QuantMeta thresholds, including polyomavirus, papillomavirus, and crAss-like phages, at concentrations similar to previous reports that utilized quantitative polymerase chain reaction (PCR)-based assays. Our results highlight the higher detection thresholds of quantitative metagenomics (approximately 500 copies/μl) as compared to PCR-based quantification (approximately 10 copies/μl) despite a sequencing depth of 200 million reads per sample. The QuantMeta approach, applicable to both viral and cellular metagenomes, advances quantitative metagenomics by improving the accuracy of measured target absolute abundances.
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Affiliation(s)
- Kathryn Langenfeld
- Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor, MI 48109, United States
| | - Bridget Hegarty
- Department of Civil and Environmental Engineering, Case Western Reserve University, Cleveland, OH 44106, United States
| | - Santiago Vidaurri
- Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor, MI 48109, United States
| | - Emily Crossette
- Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor, MI 48109, United States
| | - Melissa B Duhaime
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI 48109, United States
| | - Krista R Wigginton
- Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor, MI 48109, United States
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4
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Tay AP, Didi K, Wickramarachchi A, Bauer DC, Wilson LOW, Maselko M. Synsor: a tool for alignment-free detection of engineered DNA sequences. Front Bioeng Biotechnol 2024; 12:1375626. [PMID: 39070163 PMCID: PMC11272466 DOI: 10.3389/fbioe.2024.1375626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Accepted: 06/18/2024] [Indexed: 07/30/2024] Open
Abstract
DNA sequences of nearly any desired composition, length, and function can be synthesized to alter the biology of an organism for purposes ranging from the bioproduction of therapeutic compounds to invasive pest control. Yet despite offering many great benefits, engineered DNA poses a risk due to their possible misuse or abuse by malicious actors, or their unintentional introduction into the environment. Monitoring the presence of engineered DNA in biological or environmental systems is therefore crucial for routine and timely detection of emerging biological threats, and for improving public acceptance of genetic technologies. To address this, we developed Synsor, a tool for identifying engineered DNA sequences in high-throughput sequencing data. Synsor leverages the k-mer signature differences between naturally occurring and engineered DNA sequences and uses an artificial neural network to classify whether a DNA sequence is natural or engineered. By querying suspected sequences against the model, Synsor can identify sequences that are likely to have been engineered. Using natural plasmid and engineered vector sequences, we showed that Synsor identifies engineered DNA with >99% accuracy. We demonstrate how Synsor can be used to detect potential genetically engineered organisms and locate where engineered DNA is being introduced into the environment by analysing genomic and metagenomic data from yeast and wastewater samples, respectively. Synsor is therefore a powerful tool that will streamline the process of identifying engineered DNA in poorly characterized biological or environmental systems, thereby allowing for enhanced monitoring of emerging biological threats.
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Affiliation(s)
- Aidan P. Tay
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Sydney, NSW, Australia
- Applied Biosciences, Faculty of Science and Engineering, Macquarie University, Sydney, NSW, Australia
| | - Kieran Didi
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Sydney, NSW, Australia
| | - Anuradha Wickramarachchi
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Sydney, NSW, Australia
| | - Denis C. Bauer
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Sydney, NSW, Australia
- Applied Biosciences, Faculty of Science and Engineering, Macquarie University, Sydney, NSW, Australia
| | - Laurence O. W. Wilson
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Sydney, NSW, Australia
- Applied Biosciences, Faculty of Science and Engineering, Macquarie University, Sydney, NSW, Australia
| | - Maciej Maselko
- Applied Biosciences, Faculty of Science and Engineering, Macquarie University, Sydney, NSW, Australia
- Health and Biosecurity, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Sydney, NSW, Australia
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5
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Le MH, Morgan B, Lu MY, Moctezuma V, Burgos O, Huang JP. The genomes of Hercules beetles reveal putative adaptive loci and distinct demographic histories in pristine North American forests. Mol Ecol Resour 2024; 24:e13908. [PMID: 38063363 DOI: 10.1111/1755-0998.13908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2022] [Revised: 01/14/2023] [Accepted: 11/20/2023] [Indexed: 01/12/2024]
Abstract
Beetles, despite their remarkable biodiversity and a long history of research, remain lacking in reference genomes annotated with structural variations in loci of adaptive significance. We sequenced and assembled high-quality chromosome-level genomes of four Hercules beetles which exhibit divergence in male horn size and shape and body colouration. The four Hercules beetle genomes were assembled to 11 pseudo-chromosomes, where the three genomes assembled using Nanopore data (Dynastes grantii, D. hyllus and D. tityus) were mapped to the genome assembled using PacBio + Hi-C data (D. maya). We demonstrated a striking similarity in genome structure among the four species. This conservative genome structure may be attributed to our use of the D. maya assembly as the reference; however, it is worth noting that such a conservative genome structure is a recurring phenomenon among scarab beetles. We further identified homologues of nine and three candidate-gene families that may be associated with the evolution of horn structure and body colouration respectively. Structural variations in Scr and Ebony2 were detected and discussed for their putative impacts on generating morphological diversity in beetles. We also reconstructed the demographic histories of the four Hercules beetles using heterozygosity information from the diploid genomes. We found that the demographic histories of the beetles closely recapitulated historical changes in suitable forest habitats driven by climate shifts.
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Affiliation(s)
- My-Hanh Le
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Brett Morgan
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
- Smithsonian Environmental Research Center, Edgewater, Maryland, USA
| | - Mei-Yeh Lu
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
| | - Victor Moctezuma
- Centro Tlaxcala de Biología de la Conducta, Universidad Autónoma de Tlaxcala, Tlaxcala de Xicohténcatl, Tlaxcala, Mexico
| | - Oscar Burgos
- Centro de Investigaciones Biológicas, Universidad Autónoma del Estado de Morelos, Cuernavaca, Mexico
| | - Jen-Pan Huang
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan
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6
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Peng Y, Wang Z, Li M, Wang T, Su Y. Characterization and analysis of multi-organ full-length transcriptomes in Sphaeropteris brunoniana and Alsophila latebrosa highlight secondary metabolism and chloroplast RNA editing pattern of tree ferns. BMC PLANT BIOLOGY 2024; 24:73. [PMID: 38273309 PMCID: PMC10811885 DOI: 10.1186/s12870-024-04746-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 01/11/2024] [Indexed: 01/27/2024]
Abstract
BACKGROUND Sphaeropteris brunoniana and Alsophila latebrosa are both old relict and rare tree ferns, which have experienced the constant changes of climate and environment. However, little is known about their high-quality genetic information and related research on environmental adaptation mechanisms of them. In this study, combined with PacBio and Illumina platforms, transcriptomic analysis was conducted on the roots, rachis, and pinna of S. brunoniana and A. latebrosa to identify genes and pathways involved in environmental adaptation. Additionally, based on the transcriptomic data of tree ferns, chloroplast genes were mined to analyze their gene expression levels and RNA editing events. RESULTS In the study, we obtained 11,625, 14,391 and 10,099 unigenes of S. brunoniana root, rachis, and pinna, respectively. Similarly, a total of 13,028, 11,431 and 12,144 unigenes were obtained of A. latebrosa root, rachis, and pinna, respectively. According to the enrichment results of differentially expressed genes, a large number of differentially expressed genes were enriched in photosynthesis and secondary metabolic pathways of S. brunoniana and A. latebrosa. Based on gene annotation results and phenylpropanoid synthesis pathways, two lignin synthesis pathways (H-lignin and G-lignin) were characterized of S. brunoniana. Among secondary metabolic pathways of A. latebrosa, three types of WRKY transcription factors were identified. Additionally, based on transcriptome data obtained in this study, reported transcriptome data, and laboratory available transcriptome data, positive selection sites were identified from 18 chloroplast protein-coding genes of four tree ferns. Among them, RNA editing was found in positive selection sites of four tree ferns. RNA editing affected the protein secondary structure of the rbcL gene. Furthermore, the expression level of chloroplast genes indicated high expression of genes related to the chloroplast photosynthetic system in all four species. CONCLUSIONS Overall, this work provides a comprehensive transcriptome resource of S. brunoniana and A. latebrosa, laying the foundation for future tree fern research.
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Affiliation(s)
- Yang Peng
- School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China
| | - Zhen Wang
- School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China
| | - Minghui Li
- School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China
| | - Ting Wang
- Research Institute of Sun Yat-Sen University in Shenzhen, Shenzhen, 518057, China.
- College of Life Sciences, South China Agricultural University, Guangzhou, 510642, China.
| | - Yingjuan Su
- School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, China.
- Research Institute of Sun Yat-Sen University in Shenzhen, Shenzhen, 518057, China.
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Koo H, Lee GW, Ko SR, Go S, Kwon SY, Kim YM, Shin AY. Two long read-based genome assembly and annotation of polyploidy woody plants, Hibiscus syriacus L. using PacBio and Nanopore platforms. Sci Data 2023; 10:713. [PMID: 37853021 PMCID: PMC10584963 DOI: 10.1038/s41597-023-02631-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Accepted: 10/11/2023] [Indexed: 10/20/2023] Open
Abstract
Improvements in long read DNA sequencing and related techniques facilitated the generation of complex eukaryotic genomes. Despite these advances, the quality of constructed plant reference genomes remains relatively poor due to the large size of genomes, high content of repetitive sequences, and wide variety of ploidy. Here, we developed the de novo sequencing and assembly of high polyploid plant genome, Hibiscus syriacus, a flowering plant species of the Malvaceae family, using the Oxford Nanopore Technologies and Pacific Biosciences Sequel sequencing platforms. We investigated an efficient combination of high-quality and high-molecular-weight DNA isolation procedure and suitable assembler to achieve optimal results using long read sequencing data. We found that abundant ultra-long reads allow for large and complex polyploid plant genome assemblies with great recovery of repetitive sequences and error correction even at relatively low depth Nanopore sequencing data and polishing compared to previous studies. Collectively, our combination provides cost effective methods to improve genome continuity and quality compared to the previously reported reference genome by accessing highly repetitive regions. The application of this combination may enable genetic research and breeding of polyploid crops, thus leading to improvements in crop production.
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Affiliation(s)
- Hyunjin Koo
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
| | - Gir-Won Lee
- SML Genetree Co. Ltd., Seoul, 05855, Republic of Korea
| | - Seo-Rin Ko
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
- Biosystems and Bioengineering Program, University of Science and Technology, Daejeon, 34113, Korea
| | - Sangjin Go
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
- Biosystems and Bioengineering Program, University of Science and Technology, Daejeon, 34113, Korea
| | - Suk-Yoon Kwon
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
- Biosystems and Bioengineering Program, University of Science and Technology, Daejeon, 34113, Korea
| | - Yong-Min Kim
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea.
- Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology (UST), Daejeon, 34141, Republic of Korea.
- Digital Biotech Innovation Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea.
| | - Ah-Young Shin
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea.
- Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology (UST), Daejeon, 34141, Republic of Korea.
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Jeon MS, Jeong DM, Doh H, Kang HA, Jung H, Eyun SI. A practical comparison of the next-generation sequencing platform and assemblers using yeast genome. Life Sci Alliance 2023; 6:e202201744. [PMID: 36746534 PMCID: PMC9902641 DOI: 10.26508/lsa.202201744] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 01/25/2023] [Accepted: 01/25/2023] [Indexed: 02/08/2023] Open
Abstract
Assembling fragmented whole-genomic information from the sequencing data is an inevitable process for further genome-wide research. However, it is intricate to select the appropriate assembly pipeline for unknown species because of the species-specific genomic properties. Therefore, our study focused on relatively more static proclivities of sequencing platforms and assembly algorithms than the fickle genome sequences. A total of 212 draft and polished de novo assemblies were constructed under the different sequencing platforms and assembly algorithms with the repetitive yeast genome. Our comprehensive data indicated that sequencing reads from Oxford Nanopore with R7.3 flow cells generated more continuous assemblies than those derived from the PacBio Sequel, although the homopolymer-based assembly errors and chimeric contigs exist. In addition, the comparison between two second-generation sequencing platforms showed that Illumina NovaSeq 6000 provides more accurate and continuous assembly in the second-generation-sequencing-first pipeline, but MGI DNBSEQ-T7 provides a cheap and accurate read in the polishing process. Furthermore, our insight into the relationship among the computational time, read length, and coverage depth provided clues to the optimal pipelines of yeast assembly.
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Affiliation(s)
- Min-Seung Jeon
- Department of Life Science, Chung-Ang University, Seoul, Korea
| | - Da Min Jeong
- Department of Life Science, Chung-Ang University, Seoul, Korea
| | - Huijeong Doh
- Department of Life Science, Chung-Ang University, Seoul, Korea
| | - Hyun Ah Kang
- Department of Life Science, Chung-Ang University, Seoul, Korea
| | - Hyungtaek Jung
- Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St Lucia, Australia
| | - Seong-Il Eyun
- Department of Life Science, Chung-Ang University, Seoul, Korea
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Kalpana S, Lin WY, Wang YC, Fu Y, Lakshmi A, Wang HY. Antibiotic Resistance Diagnosis in ESKAPE Pathogens-A Review on Proteomic Perspective. Diagnostics (Basel) 2023; 13:1014. [PMID: 36980322 PMCID: PMC10047325 DOI: 10.3390/diagnostics13061014] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 02/26/2023] [Accepted: 02/28/2023] [Indexed: 03/11/2023] Open
Abstract
Antibiotic resistance has emerged as an imminent pandemic. Rapid diagnostic assays distinguish bacterial infections from other diseases and aid antimicrobial stewardship, therapy optimization, and epidemiological surveillance. Traditional methods typically have longer turn-around times for definitive results. On the other hand, proteomic studies have progressed constantly and improved both in qualitative and quantitative analysis. With a wide range of data sets made available in the public domain, the ability to interpret the data has considerably reduced the error rates. This review gives an insight on state-of-the-art proteomic techniques in diagnosing antibiotic resistance in ESKAPE pathogens with a future outlook for evading the "imminent pandemic".
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Affiliation(s)
- Sriram Kalpana
- Department of Laboratory Medicine, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan
| | | | - Yu-Chiang Wang
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Yiwen Fu
- Department of Medicine, Kaiser Permanente Santa Clara Medical Center, Santa Clara, CA 95051, USA
| | - Amrutha Lakshmi
- Department of Biochemistry, University of Madras, Guindy Campus, Chennai 600025, India
| | - Hsin-Yao Wang
- Department of Laboratory Medicine, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan
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10
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Wanichthanarak K, Nookaew I, Pasookhush P, Wongsurawat T, Jenjaroenpun P, Leeratsuwan N, Wattanachaisaereekul S, Visessanguan W, Sirivatanauksorn Y, Nuntasaen N, Kuhakarn C, Reutrakul V, Ajawatanawong P, Khoomrung S. Revisiting chloroplast genomic landscape and annotation towards comparative chloroplast genomes of Rhamnaceae. BMC PLANT BIOLOGY 2023; 23:59. [PMID: 36707785 PMCID: PMC9883906 DOI: 10.1186/s12870-023-04074-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Accepted: 01/18/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Massive parallel sequencing technologies have enabled the elucidation of plant phylogenetic relationships from chloroplast genomes at a high pace. These include members of the family Rhamnaceae. The current Rhamnaceae phylogenetic tree is from 13 out of 24 Rhamnaceae chloroplast genomes, and only one chloroplast genome of the genus Ventilago is available. Hence, the phylogenetic relationships in Rhamnaceae remain incomplete, and more representative species are needed. RESULTS The complete chloroplast genome of Ventilago harmandiana Pierre was outlined using a hybrid assembly of long- and short-read technologies. The accuracy and validity of the final genome were confirmed with PCR amplifications and investigation of coverage depth. Sanger sequencing was used to correct for differences in lengths and nucleotide bases between inverted repeats because of the homopolymers. The phylogenetic trees reconstructed using prevalent methods for phylogenetic inference were topologically similar. The clustering based on codon usage was congruent with the molecular phylogenetic tree. The groups of genera in each tribe were in accordance with tribal classification based on molecular markers. We resolved the phylogenetic relationships among six Hovenia species, three Rhamnus species, and two Ventilago species. Our reconstructed tree provides the most complete and reliable low-level taxonomy to date for the family Rhamnaceae. Similar to other higher plants, the RNA editing mostly resulted in converting serine to leucine. Besides, most genes were subjected to purifying selection. Annotation anomalies, including indel calling errors, unaligned open reading frames of the same gene, inconsistent prediction of intergenic regions, and misannotated genes, were identified in the published chloroplast genomes used in this study. These could be a result of the usual imperfections in computational tools, and/or existing errors in reference genomes. Importantly, these are points of concern with regards to utilizing published chloroplast genomes for comparative genomic analysis. CONCLUSIONS In summary, we successfully demonstrated the use of comprehensive genomic data, including DNA and amino acid sequences, to build a reliable and high-resolution phylogenetic tree for the family Rhamnaceae. Additionally, our study indicates that the revision of genome annotation before comparative genomic analyses is necessary to prevent the propagation of errors and complications in downstream analysis and interpretation.
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Affiliation(s)
- Kwanjeera Wanichthanarak
- Metabolomics and Systems Biology, Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand
- Siriraj Metabolomics and Phenomics Center, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand
| | - Intawat Nookaew
- Department of Biomedical Informatics, College of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, 72205, USA
| | - Phongthana Pasookhush
- Division of Bioinformatics and Data Management for Research, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand
| | - Thidathip Wongsurawat
- Division of Bioinformatics and Data Management for Research, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand
| | - Piroon Jenjaroenpun
- Division of Bioinformatics and Data Management for Research, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand
| | - Namkhang Leeratsuwan
- Department of Biology, Faculty of Science, Mahidol University, Bangkok, 10400, Thailand
| | | | - Wonnop Visessanguan
- Functional Ingredients and Food Biotechnology Research Unit, National Center for Genetic Engineering and Biotechnology (BIOTEC), Phathumthani, 12120, Thailand
| | - Yongyut Sirivatanauksorn
- Siriraj Metabolomics and Phenomics Center, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand
| | - Narong Nuntasaen
- Department of Chemistry and Center of Excellence for Innovation in Chemistry (PERCH-CIC), Faculty of Science, Mahidol University, Bangkok, 10400, Thailand
- Department of National Parks, Wildlife and Plant Conservation, Ministry of Natural Resources and Environment, Bangkok, 10900, Thailand
| | - Chutima Kuhakarn
- Department of Chemistry and Center of Excellence for Innovation in Chemistry (PERCH-CIC), Faculty of Science, Mahidol University, Bangkok, 10400, Thailand
| | - Vichai Reutrakul
- Department of Chemistry and Center of Excellence for Innovation in Chemistry (PERCH-CIC), Faculty of Science, Mahidol University, Bangkok, 10400, Thailand
| | - Pravech Ajawatanawong
- Division of Bioinformatics and Data Management for Research, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand.
| | - Sakda Khoomrung
- Metabolomics and Systems Biology, Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand.
- Siriraj Metabolomics and Phenomics Center, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, 10700, Thailand.
- Department of Chemistry and Center of Excellence for Innovation in Chemistry (PERCH-CIC), Faculty of Science, Mahidol University, Bangkok, 10400, Thailand.
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11
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Miguel GA, Carlsen S, Arneborg N, Saerens SM, Laulund S, Knudsen GM. Non-Saccharomyces yeasts for beer production: Insights into safety aspects and considerations. Int J Food Microbiol 2022; 383:109951. [DOI: 10.1016/j.ijfoodmicro.2022.109951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 09/14/2022] [Accepted: 09/22/2022] [Indexed: 11/05/2022]
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12
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Iyengar BR, Wagner A. Bacterial Hsp90 predominantly buffers but does not potentiate the phenotypic effects of deleterious mutations during fluorescent protein evolution. Genetics 2022; 222:iyac154. [PMID: 36227141 PMCID: PMC9713429 DOI: 10.1093/genetics/iyac154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 09/26/2022] [Indexed: 12/13/2022] Open
Abstract
Chaperones facilitate the folding of other ("client") proteins and can thus affect the adaptive evolution of these clients. Specifically, chaperones affect the phenotype of proteins via two opposing mechanisms. On the one hand, they can buffer the effects of mutations in proteins and thus help preserve an ancestral, premutation phenotype. On the other hand, they can potentiate the effects of mutations and thus enhance the phenotypic changes caused by a mutation. We study that how the bacterial Hsp90 chaperone (HtpG) affects the evolution of green fluorescent protein. To this end, we performed directed evolution of green fluorescent protein under low and high cellular concentrations of Hsp90. Specifically, we evolved green fluorescent protein under both stabilizing selection for its ancestral (green) phenotype and directional selection toward a new (cyan) phenotype. While Hsp90 did only affect the rate of adaptive evolution transiently, it did affect the phenotypic effects of mutations that occurred during adaptive evolution. Specifically, Hsp90 allowed strongly deleterious mutations to accumulate in evolving populations by buffering their effects. Our observations show that the role of a chaperone for adaptive evolution depends on the organism and the trait being studied.
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Affiliation(s)
- Bharat Ravi Iyengar
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, 8057 Zurich, Switzerland
- Swiss Institute of Bioinformatics, Quartier Sorge-Batiment Genopode, 1015 Lausanne, Switzerland
- Institute for Evolution and Biodiversity, Westfalian Wilhelms—University of Münster, 48149 Münster, Germany
| | - Andreas Wagner
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, 8057 Zurich, Switzerland
- Swiss Institute of Bioinformatics, Quartier Sorge-Batiment Genopode, 1015 Lausanne, Switzerland
- The Santa Fe Institute, Santa Fe, NM 87501, USA
- Stellenbosch Institute for Advanced Study (STIAS), Wallenberg Research Centre at Stellenbosch University, 7600 Stellenbosch, South Africa
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13
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Intragenomic variation in nuclear ribosomal markers and its implication in species delimitation, identification and barcoding in fungi. FUNGAL BIOL REV 2022. [DOI: 10.1016/j.fbr.2022.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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14
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Zhang X, Liu CG, Yang SH, Wang X, Bai FW, Wang Z. Benchmarking of long-read sequencing, assemblers and polishers for yeast genome. Brief Bioinform 2022; 23:6576452. [PMID: 35511110 DOI: 10.1093/bib/bbac146] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Revised: 03/26/2022] [Accepted: 03/31/2022] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND The long reads of the third-generation sequencing significantly benefit the quality of the de novo genome assembly. However, its relatively high single-base error rate has been criticized. Currently, sequencing accuracy and throughput continue to improve, and many advanced tools are constantly emerging. PacBio HiFi sequencing and Oxford Nanopore Technologies (ONT) PromethION are two up-to-date platforms with low error rates and ultralong high-throughput reads. Therefore, it is urgently needed to select the appropriate sequencing platforms, depths and genome assembly tools for high-quality genomes in the era of explosive data production. METHODS We performed 455 (7 assemblers with 4 polishing pipelines or without polishing on 13 subsets with different depths) and 88 (4 assemblers with or without polishing on 11 subsets with different depths) de novo assemblies of Yeast S288C on high-coverage ONT and HiFi datasets, respectively. The assembly quality was evaluated by Quality Assessment Tool (QUAST), Benchmarking Universal Single-Copy Orthologs (BUSCO) and the newly proposed Comprehensive_score (C_score). In addition, we applied four preferable pipelines to assemble the genome of nonreference yeast strains. RESULTS The assembler plays an essential role in genome construction, especially for low-depth datasets. For ONT datasets, Flye is superior to other tools through C_score evaluation. Polishing by Pilon and Medaka improve accuracy and continuity of the preassemblies, respectively, and their combination pipeline worked well in most quality metrics. For HiFi datasets, Flye and NextDenovo performed better than other tools, and polishing is also necessary. Enough data depth is required for high-quality genome construction by ONT (>80X) and HiFi (>20X) datasets.
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Affiliation(s)
- Xue Zhang
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Science of the Ministry of Education, Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders of the Ministry of Education, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Chen-Guang Liu
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Science of the Ministry of Education, Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders of the Ministry of Education, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Shi-Hui Yang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062, China
| | - Xia Wang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Environmental Microbial Technology Center of Hubei Province, and School of Life Sciences, Hubei University, Wuhan, 430062, China
| | - Feng-Wu Bai
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Science of the Ministry of Education, Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders of the Ministry of Education, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Zhuo Wang
- State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic & Developmental Science of the Ministry of Education, Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders of the Ministry of Education, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
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15
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Petrillo M, Fabbri M, Kagkli DM, Querci M, Van den Eede G, Alm E, Aytan-Aktug D, Capella-Gutierrez S, Carrillo C, Cestaro A, Chan KG, Coque T, Endrullat C, Gut I, Hammer P, Kay GL, Madec JY, Mather AE, McHardy AC, Naas T, Paracchini V, Peter S, Pightling A, Raffael B, Rossen J, Ruppé E, Schlaberg R, Vanneste K, Weber LM, Westh H, Angers-Loustau A. A roadmap for the generation of benchmarking resources for antimicrobial resistance detection using next generation sequencing. F1000Res 2022; 10:80. [PMID: 35847383 PMCID: PMC9243550 DOI: 10.12688/f1000research.39214.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/10/2022] [Indexed: 11/20/2022] Open
Abstract
Next Generation Sequencing technologies significantly impact the field of Antimicrobial Resistance (AMR) detection and monitoring, with immediate uses in diagnosis and risk assessment. For this application and in general, considerable challenges remain in demonstrating sufficient trust to act upon the meaningful information produced from raw data, partly because of the reliance on bioinformatics pipelines, which can produce different results and therefore lead to different interpretations. With the constant evolution of the field, it is difficult to identify, harmonise and recommend specific methods for large-scale implementations over time. In this article, we propose to address this challenge through establishing a transparent, performance-based, evaluation approach to provide flexibility in the bioinformatics tools of choice, while demonstrating proficiency in meeting common performance standards. The approach is two-fold: first, a community-driven effort to establish and maintain “live” (dynamic) benchmarking platforms to provide relevant performance metrics, based on different use-cases, that would evolve together with the AMR field; second, agreed and defined datasets to allow the pipelines’ implementation, validation, and quality-control over time. Following previous discussions on the main challenges linked to this approach, we provide concrete recommendations and future steps, related to different aspects of the design of benchmarks, such as the selection and the characteristics of the datasets (quality, choice of pathogens and resistances, etc.), the evaluation criteria of the pipelines, and the way these resources should be deployed in the community.
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Affiliation(s)
| | - Marco Fabbri
- European Commission Joint Research Centre, Ispra, Italy
| | | | | | - Guy Van den Eede
- European Commission Joint Research Centre, Ispra, Italy
- European Commission Joint Research Centre, Geel, Belgium
| | - Erik Alm
- The European Centre for Disease Prevention and Control, Stockholm, Sweden
| | - Derya Aytan-Aktug
- National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | | | - Catherine Carrillo
- Ottawa Laboratory – Carling, Canadian Food Inspection Agency, Ottawa, Ontario, Canada
| | | | - Kok-Gan Chan
- International Genome Centre, Jiangsu University, Zhenjiang, China
- Division of Genetics and Molecular Biology, Institute of Biological Sciences, Faculty of Science, University of Malaya, Kuala Lumpur, Malaysia
| | - Teresa Coque
- Servicio de Microbiología, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), Madrid, Spain
- Spanish Consortium for Research on Epidemiology and Public Health (CIBERESP), Carlos III Health Institute, Madrid, Spain
| | | | - Ivo Gut
- Centro Nacional de Análisis Genómico, Centre for Genomic Regulation (CNAG-CRG), Barcelona Institute of Technology, Barcelona, Spain
- Universitat Pompeu Fabra, Barcelona, Spain
| | - Paul Hammer
- BIOMES. NGS GmbH c/o Technische Hochschule Wildau, Wildau, Germany
| | - Gemma L. Kay
- Quadram Institute Bioscience, Norwich Research Park, Norwich, UK
| | - Jean-Yves Madec
- Unité Antibiorésistance et Virulence Bactériennes, ANSES Site de Lyon, Lyon, France
| | - Alison E. Mather
- Quadram Institute Bioscience, Norwich Research Park, Norwich, UK
- University of East Anglia, Norwich, UK
| | | | - Thierry Naas
- French-NRC for CPEs, Service de Bactériologie-Hygiène, Hôpital de Bicêtre, Le Kremlin-Bicêtre, France
| | | | - Silke Peter
- Institute of Medical Microbiology and Hygiene, University of Tübingen, Tübingen, Germany
| | - Arthur Pightling
- Center for Food Safety and Applied Nutrition, US Food and Drug Administration, College Park, MD, USA
| | | | - John Rossen
- Department of Medical Microbiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | | | - Robert Schlaberg
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Kevin Vanneste
- Transversal activities in Applied Genomics, Sciensano, Brussels, Belgium
| | - Lukas M. Weber
- Institute of Molecular Life Sciences, University of Zurich, Zurich, Switzerland
- SIB Swiss Institute of Bioinformatics, University of Zurich, Zurich, Switzerland
- Present address: Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
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16
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Yu J, Xia M, Wang Y, Chi X, Xu H, Chen S, Zhang F. Short and long reads chloroplast genome assemblies and phylogenomics of Artemisia tangutica (Asteraceae). Biologia (Bratisl) 2022. [DOI: 10.1007/s11756-021-00951-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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17
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Iyengar BR, Wagner A. GroEL/S overexpression helps to purge deleterious mutations and reduce genetic diversity during adaptive protein evolution. Mol Biol Evol 2022; 39:6540901. [PMID: 35234895 PMCID: PMC9188349 DOI: 10.1093/molbev/msac047] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Chaperones are proteins that help other proteins fold. They also affect the adaptive evolution of their client proteins by buffering the effect of deleterious mutations and increasing the genetic diversity of evolving proteins. We study how the bacterial chaperone GroE (GroEL + GroES) affects the evolution of green fluorescent protein (GFP). To this end we subjected GFP to multiple rounds of mutation and selection for its color phenotype in four replicate E. coli populations, and studied its evolutionary dynamics through high-throughput sequencing and mutant engineering. We evolved GFP both under stabilizing selection for its ancestral (green) phenotype, and to directional selection for a new (cyan) phenotype. We did so both under low and high expression of the chaperone GroE. In contrast to previous work, we observe that GroE does not just buffer but also helps purge deleterious (fluorescence reducing) mutations from evolving populations. In doing so, GroE helps reduce the genetic diversity of evolving populations. In addition, it causes phenotypic heterogeneity in mutants with the same genotype, helping to enhance their fluorescence in some cells, and reducing it in others. Our observations show that chaperones can affect adaptive evolution in more than one way.
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18
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Ben Khedher M, Ghedira K, Rolain JM, Ruimy R, Croce O. Application and Challenge of 3rd Generation Sequencing for Clinical Bacterial Studies. Int J Mol Sci 2022; 23:1395. [PMID: 35163319 PMCID: PMC8835973 DOI: 10.3390/ijms23031395] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Revised: 01/20/2022] [Accepted: 01/24/2022] [Indexed: 02/04/2023] Open
Abstract
Over the past 25 years, the powerful combination of genome sequencing and bioinformatics analysis has played a crucial role in interpreting information encoded in bacterial genomes. High-throughput sequencing technologies have paved the way towards understanding an increasingly wide range of biological questions. This revolution has enabled advances in areas ranging from genome composition to how proteins interact with nucleic acids. This has created unprecedented opportunities through the integration of genomic data into clinics for the diagnosis of genetic traits associated with disease. Since then, these technologies have continued to evolve, and recently, long-read sequencing has overcome previous limitations in terms of accuracy, thus expanding its applications in genomics, transcriptomics and metagenomics. In this review, we describe a brief history of the bacterial genome sequencing revolution and its application in public health and molecular epidemiology. We present a chronology that encompasses the various technological developments: whole-genome shotgun sequencing, high-throughput sequencing, long-read sequencing. We mainly discuss the application of next-generation sequencing to decipher bacterial genomes. Secondly, we highlight how long-read sequencing technologies go beyond the limitations of traditional short-read sequencing. We intend to provide a description of the guiding principles of the 3rd generation sequencing applications and ongoing improvements in the field of microbial medical research.
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Affiliation(s)
- Mariem Ben Khedher
- Bacteriology Laboratory, Archet 2 Hospital, CHU Nice, 06000 Nice, France
- Institute for Research on Cancer and Aging Nice (IRCAN), CNRS, INSERM, Université Côte d’Azur, 06108 Nice, France
| | - Kais Ghedira
- Laboratory of Bioinformatics, Biomathematics and Biostatistics, Institute Pasteur of Tunis, Tunis 1002, Tunisia;
| | - Jean-Marc Rolain
- IRD, APHM, MEPHI, IHU-Méditerranée Infection, Aix Marseille Université, 13005 Marseille, France;
| | - Raymond Ruimy
- Bacteriology Laboratory, Archet 2 Hospital, CHU Nice, 06000 Nice, France
- Centre Méditerranéen de Médecine Moléculaire (C3M), INSERM, Université Côte D’Azur, 06108 Nice, France
| | - Olivier Croce
- Institute for Research on Cancer and Aging Nice (IRCAN), CNRS, INSERM, Université Côte d’Azur, 06108 Nice, France
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19
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Maia de Souza R, Ruedas Martins RC, Moyses Franco LA, Tuon FF, de Oliveira Junior IG, Maia da Silva CA, Imamura R, Amato VS. Identification of Leishmania species by next generation sequencing of hsp70 gene. Mol Cell Probes 2022; 61:101791. [PMID: 35051596 DOI: 10.1016/j.mcp.2022.101791] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2021] [Revised: 01/12/2022] [Accepted: 01/13/2022] [Indexed: 11/24/2022]
Abstract
Leishmaniasis is a major public health problem worldwide. Although next generation sequencing technology has been widely used in the diagnosis of infectious diseases, it has been scarcely applied in identification of Leishmania species. The aim of this study was to compare the efficiency of MinION™ nanopore sequencing and polymerase chain reaction restriction fragment length polymorphism in identifying Leishmania species. Our results showed that the MinION™ sequencer was able to discriminate reference strains and clinical samples with high sensitivity in a cost and time effective manner without the prior need for culture.
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Affiliation(s)
- Regina Maia de Souza
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical, Laboratório de Parasitologia, São Paulo, Brazil
| | - Roberta Cristina Ruedas Martins
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical, Laboratório de Parasitologia, São Paulo, Brazil
| | - Lucas Augusto Moyses Franco
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical, Laboratório de Parasitologia, São Paulo, Brazil; Universidade de São Paulo, Faculdade de Medicina, Departamento de Doenças e Moléstias Infecciosas, São Paulo, Brazil
| | - Felipe Francisco Tuon
- Pontifícia Universidade Católica do Paraná, Laboratório de Doenças Infecciosas e Emergentes, Curitiba, Paraná, Brazil.
| | - Isael Gomes de Oliveira Junior
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical, Laboratório de Parasitologia, São Paulo, Brazil
| | - Camila Alves Maia da Silva
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical, Laboratório de Parasitologia, São Paulo, Brazil
| | - Rui Imamura
- Universidade de São Paulo, Faculdade de Medicina, Departamento de Otorrinolaringologia, São Paulo, Brazil
| | - Valdir Sabbaga Amato
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical, Laboratório de Parasitologia, São Paulo, Brazil; Universidade de São Paulo, Faculdade de Medicina, Departamento de Doenças e Moléstias Infecciosas, São Paulo, Brazil
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20
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Kajitani R, Noguchi H, Gotoh Y, Ogura Y, Yoshimura D, Okuno M, Toyoda A, Kuwahara T, Hayashi T, Itoh T. MetaPlatanus: a metagenome assembler that combines long-range sequence links and species-specific features. Nucleic Acids Res 2021; 49:e130. [PMID: 34570223 PMCID: PMC8682757 DOI: 10.1093/nar/gkab831] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Revised: 09/05/2021] [Accepted: 09/09/2021] [Indexed: 12/27/2022] Open
Abstract
De novo metagenome assembly is effective in assembling multiple draft genomes, including those of uncultured organisms. However, heterogeneity in the metagenome hinders assembly and introduces interspecies misassembly deleterious for downstream analysis. For this purpose, we developed a hybrid metagenome assembler, MetaPlatanus. First, as a characteristic function, it assembles the basic contigs from accurate short reads and then iteratively utilizes long-range sequence links, species-specific sequence compositions, and coverage depth. The binning information was also used to improve contiguity. Benchmarking using mock datasets consisting of known bacteria with long reads or mate pairs revealed the high contiguity MetaPlatanus with a few interspecies misassemblies. For published human gut data with nanopore reads from potable sequencers, MetaPlatanus assembled many biologically important elements, such as coding genes, gene clusters, viral sequences, and over-half bacterial genomes. In the benchmark with published human saliva data with high-throughput nanopore reads, the superiority of MetaPlatanus was considerably more evident. We found that some high-abundance bacterial genomes were assembled only by MetaPlatanus as near-complete. Furthermore, MetaPlatanus can circumvent the limitations of highly fragmented assemblies and frequent interspecies misassembles obtained by the other tools. Overall, the study demonstrates that MetaPlatanus could be an effective approach for exploring large-scale structures in metagenomes.
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Affiliation(s)
- Rei Kajitani
- School of Life Science and Technology, Tokyo Institute of Technology, Meguro-ku, Tokyo 152-8550, Japan
| | - Hideki Noguchi
- Advanced Genomics Center, National Institute of Genetics, Mishima, Shizuoka 411-8540, Japan
| | - Yasuhiro Gotoh
- Department of Bacteriology, Graduate School of Medical Sciences, Kyushu University, Higashi-ku, Fukuoka 812-8582, Japan
| | - Yoshitoshi Ogura
- Division of Microbiology, Department of Infectious Medicine, Kurume University School of Medicine, Asahi-machi, Kurume, Fukuoka 830-0011, Japan
| | - Dai Yoshimura
- School of Life Science and Technology, Tokyo Institute of Technology, Meguro-ku, Tokyo 152-8550, Japan
| | - Miki Okuno
- Division of Microbiology, Department of Infectious Medicine, Kurume University School of Medicine, Asahi-machi, Kurume, Fukuoka 830-0011, Japan
| | - Atsushi Toyoda
- Advanced Genomics Center, National Institute of Genetics, Mishima, Shizuoka 411-8540, Japan.,Comparative Genomics Laboratory, National Institute of Genetics, Mishima, Shizuoka 411-8540, Japan
| | - Tomomi Kuwahara
- Department of Molecular Microbiology, Faculty of Medicine, Kagawa University, Miki-cho, Kita-gun, Kagawa 761-0793, Japan
| | - Tetsuya Hayashi
- Department of Bacteriology, Graduate School of Medical Sciences, Kyushu University, Higashi-ku, Fukuoka 812-8582, Japan
| | - Takehiko Itoh
- School of Life Science and Technology, Tokyo Institute of Technology, Meguro-ku, Tokyo 152-8550, Japan
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21
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Li XJ, Wang XY, Yang C, Lin LL, Zhao L, Yu XP, Lei FM, Huang Y. The De Novo Genome Sequencing of Silver Pheasant (Lophura nycthemera). Genome Biol Evol 2021; 13:6460815. [PMID: 34904656 PMCID: PMC8691047 DOI: 10.1093/gbe/evab275] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/06/2021] [Indexed: 02/03/2023] Open
Abstract
Silver pheasant (Lophura nycthemera) belongs to Phasianidae, Galliformes, which exhibits high subspecific differentiation. In this study, we assembled a novel genome based on 98.42 Gb of Illumina sequencing data and 30.20 Gb of PacBio sequencing data. The size of the final assembled genome was 1.01 Gb, with a contig N50 of 6.96 Mb. Illumina paired-end reads (94.96%) were remapped to the contigs. The assemble genome shows high completeness, with a complete BUSCO score of 92.35% using the avian data set. A total of 16,747 genes were predicted from the generated assembly, and 16,486 (98.44%) of the genes were annotated. The average length of genes, exons, and introns were 19,827.53, 233.69, and 1841.19 bp, respectively. Noncoding RNAs included 208 miRNAs, 40 rRNAs, and 264 tRNAs, and a total of 189 pseudogenes were identified; 116.31 Mb (11.47%) of the genome consisted of repeat sequences, with the greatest proportion of LINEs. This assembled genome provides a valuable reference genome for further studies on the evolutionary history and conversion genetics of L. nycthemera and the phylogenomics of the Galliformes lineage.
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Affiliation(s)
- Xue-Juan Li
- College of Life Sciences, Shaanxi Normal University, Xi'an, China
| | - Xiao-Yang Wang
- School of Biological and Environmental Engineering, Xi'an University, China
| | - Chao Yang
- College of Life Sciences, Shaanxi Normal University, Xi'an, China.,Shaanxi Institute of Zoology, Xi'an, China
| | - Li-Liang Lin
- College of Life Sciences, Shaanxi Normal University, Xi'an, China
| | - Le Zhao
- School of Biological Sciences and Engineering, Shaanxi University of Technology, Hanzhong, China
| | - Xiao-Ping Yu
- College of Life Sciences, Shaanxi Normal University, Xi'an, China
| | - Fu-Min Lei
- Key Laboratory of the Zoological Systematics and Evolution, Institute of Zoology, The Chinese Academy of Sciences, Beijing, China
| | - Yuan Huang
- College of Life Sciences, Shaanxi Normal University, Xi'an, China
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22
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Sharma P, Murigneux V, Haimovitz J, Nock CJ, Tian W, Kharabian Masouleh A, Topp B, Alam M, Furtado A, Henry RJ. The genome of the endangered Macadamia jansenii displays little diversity but represents an important genetic resource for plant breeding. PLANT DIRECT 2021; 5:e364. [PMID: 34938939 DOI: 10.1101/2021.09.08/459545] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 11/09/2021] [Accepted: 11/09/2021] [Indexed: 05/28/2023]
Abstract
Macadamia, a recently domesticated expanding nut crop in the tropical and subtropical regions of the world, is one of the most economically important genera in the diverse and widely adapted Proteaceae family. All four species of Macadamia are rare in the wild with the most recently discovered, M. jansenii, being endangered. The M. jansenii genome has been used as a model for testing sequencing methods using a wide range of long read sequencing techniques. Here, we report a chromosome level genome assembly, generated using a combination of Pacific Biosciences sequencing and Hi-C, comprising 14 pseudo-molecules, with a N50 of 52 Mb and a total genome assembly size of 758 Mb of which 56% is repetitive. Completeness assessment revealed that the assembly covered -97.1% of the conserved single copy genes. Annotation predicted 31,591 protein coding genes and allowed the characterization of genes encoding biosynthesis of cyanogenic glycosides, fatty acid metabolism, and anti-microbial proteins. Re-sequencing of seven other genotypes confirmed low diversity and low heterozygosity within this endangered species. Important morphological characteristics of this species such as small tree size and high kernel recovery suggest that M. jansenii is an important source of these commercial traits for breeding. As a member of a small group of families that are sister to the core eudicots, this high-quality genome also provides a key resource for evolutionary and comparative genomics studies.
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Affiliation(s)
- Priyanka Sharma
- Queensland Alliance for Agriculture and Food Innovation University of Queensland Brisbane Australia
| | | | | | - Catherine J Nock
- Southern Cross Plant Science Southern Cross University Lismore New South Wales Australia
| | - Wei Tian
- BGI-Shenzhen Shenzhen Guangdong Province China
- BGI International Pty Ltd Herston Queensland Australia
| | | | - Bruce Topp
- Queensland Alliance for Agriculture and Food Innovation University of Queensland Brisbane Australia
| | - Mobashwer Alam
- Queensland Alliance for Agriculture and Food Innovation University of Queensland Brisbane Australia
| | - Agnelo Furtado
- Queensland Alliance for Agriculture and Food Innovation University of Queensland Brisbane Australia
| | - Robert J Henry
- Queensland Alliance for Agriculture and Food Innovation University of Queensland Brisbane Australia
- ARC Centre of Excellence for Plant Success in Nature and Agriculture University of Queensland Brisbane Australia
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Sharma P, Murigneux V, Haimovitz J, Nock CJ, Tian W, Kharabian Masouleh A, Topp B, Alam M, Furtado A, Henry RJ. The genome of the endangered Macadamia jansenii displays little diversity but represents an important genetic resource for plant breeding. PLANT DIRECT 2021; 5:e364. [PMID: 34938939 PMCID: PMC8671617 DOI: 10.1002/pld3.364] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 11/09/2021] [Accepted: 11/09/2021] [Indexed: 05/05/2023]
Abstract
Macadamia, a recently domesticated expanding nut crop in the tropical and subtropical regions of the world, is one of the most economically important genera in the diverse and widely adapted Proteaceae family. All four species of Macadamia are rare in the wild with the most recently discovered, M. jansenii, being endangered. The M. jansenii genome has been used as a model for testing sequencing methods using a wide range of long read sequencing techniques. Here, we report a chromosome level genome assembly, generated using a combination of Pacific Biosciences sequencing and Hi-C, comprising 14 pseudo-molecules, with a N50 of 52 Mb and a total genome assembly size of 758 Mb of which 56% is repetitive. Completeness assessment revealed that the assembly covered -97.1% of the conserved single copy genes. Annotation predicted 31,591 protein coding genes and allowed the characterization of genes encoding biosynthesis of cyanogenic glycosides, fatty acid metabolism, and anti-microbial proteins. Re-sequencing of seven other genotypes confirmed low diversity and low heterozygosity within this endangered species. Important morphological characteristics of this species such as small tree size and high kernel recovery suggest that M. jansenii is an important source of these commercial traits for breeding. As a member of a small group of families that are sister to the core eudicots, this high-quality genome also provides a key resource for evolutionary and comparative genomics studies.
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Affiliation(s)
- Priyanka Sharma
- Queensland Alliance for Agriculture and Food InnovationUniversity of QueenslandBrisbaneAustralia
| | | | | | - Catherine J. Nock
- Southern Cross Plant ScienceSouthern Cross UniversityLismoreNew South WalesAustralia
| | - Wei Tian
- BGI‐ShenzhenShenzhenGuangdong ProvinceChina
- BGI International Pty LtdHerstonQueenslandAustralia
| | | | - Bruce Topp
- Queensland Alliance for Agriculture and Food InnovationUniversity of QueenslandBrisbaneAustralia
| | - Mobashwer Alam
- Queensland Alliance for Agriculture and Food InnovationUniversity of QueenslandBrisbaneAustralia
| | - Agnelo Furtado
- Queensland Alliance for Agriculture and Food InnovationUniversity of QueenslandBrisbaneAustralia
| | - Robert J. Henry
- Queensland Alliance for Agriculture and Food InnovationUniversity of QueenslandBrisbaneAustralia
- ARC Centre of Excellence for Plant Success in Nature and AgricultureUniversity of QueenslandBrisbaneAustralia
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Neubert K, Zuchantke E, Leidenfrost RM, Wünschiers R, Grützke J, Malorny B, Brendebach H, Al Dahouk S, Homeier T, Hotzel H, Reinert K, Tomaso H, Busch A. Testing assembly strategies of Francisella tularensis genomes to infer an evolutionary conservation analysis of genomic structures. BMC Genomics 2021; 22:822. [PMID: 34773979 PMCID: PMC8590783 DOI: 10.1186/s12864-021-08115-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Accepted: 10/12/2021] [Indexed: 02/08/2023] Open
Abstract
Background We benchmarked sequencing technology and assembly strategies for short-read, long-read, and hybrid assemblers in respect to correctness, contiguity, and completeness of assemblies in genomes of Francisella tularensis. Benchmarking allowed in-depth analyses of genomic structures of the Francisella pathogenicity islands and insertion sequences. Five major high-throughput sequencing technologies were applied, including next-generation “short-read” and third-generation “long-read” sequencing methods. Results We focused on short-read assemblers, hybrid assemblers, and analysis of the genomic structure with particular emphasis on insertion sequences and the Francisella pathogenicity island. The A5-miseq pipeline performed best for MiSeq data, Mira for Ion Torrent data, and ABySS for HiSeq data from eight short-read assembly methods. Two approaches were applied to benchmark long-read and hybrid assembly strategies: long-read-first assembly followed by correction with short reads (Canu/Pilon, Flye/Pilon) and short-read-first assembly along with scaffolding based on long reads (Unicyler, SPAdes). Hybrid assembly can resolve large repetitive regions best with a “long-read first” approach. Conclusions Genomic structures of the Francisella pathogenicity islands frequently showed misassembly. Insertion sequences (IS) could be used to perform an evolutionary conservation analysis. A phylogenetic structure of insertion sequences and the evolution within the clades elucidated the clade structure of the highly conservative F. tularensis. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-08115-x.
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Affiliation(s)
- Kerstin Neubert
- Department of Mathematics and Computer Science, Algorithmic Bioinformatics, Freie Universität Berlin, Institute of Computer Science, Takustr. 9, 14195, Berlin, Germany.,German Federal Institute for Risk Assessment, Diedersdorfer Weg 1, 12277, Berlin, Germany
| | - Eric Zuchantke
- Friedrich-Loeffler-Institut, Institute of Bacterial Infections and Zoonoses, Naumburger Str. 96a, 07749, Jena, Germany
| | - Robert Maximilian Leidenfrost
- Department of Biotechnology and Chemistry, Mittweida University of Applied Sciences, Technikumplatz 17a, 09648, Mittweida, Germany
| | - Röbbe Wünschiers
- Department of Biotechnology and Chemistry, Mittweida University of Applied Sciences, Technikumplatz 17a, 09648, Mittweida, Germany
| | - Josephine Grützke
- German Federal Institute for Risk Assessment, Diedersdorfer Weg 1, 12277, Berlin, Germany
| | - Burkhard Malorny
- German Federal Institute for Risk Assessment, Diedersdorfer Weg 1, 12277, Berlin, Germany
| | - Holger Brendebach
- German Federal Institute for Risk Assessment, Diedersdorfer Weg 1, 12277, Berlin, Germany
| | - Sascha Al Dahouk
- German Federal Institute for Risk Assessment, Diedersdorfer Weg 1, 12277, Berlin, Germany
| | - Timo Homeier
- Friedrich-Loeffler-Institut, Institute of Epidemiology, Südufer, 10 17493, Greifswald, Insel Riems, Germany
| | - Helmut Hotzel
- Friedrich-Loeffler-Institut, Institute of Bacterial Infections and Zoonoses, Naumburger Str. 96a, 07749, Jena, Germany
| | - Knut Reinert
- Department of Mathematics and Computer Science, Algorithmic Bioinformatics, Freie Universität Berlin, Institute of Computer Science, Takustr. 9, 14195, Berlin, Germany
| | - Herbert Tomaso
- Friedrich-Loeffler-Institut, Institute of Bacterial Infections and Zoonoses, Naumburger Str. 96a, 07749, Jena, Germany
| | - Anne Busch
- Friedrich-Loeffler-Institut, Institute of Bacterial Infections and Zoonoses, Naumburger Str. 96a, 07749, Jena, Germany. .,Department of Anaesthesiology and Intensive Care Medicine, University Hospital Jena, Jena, Germany.
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25
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Wang Y, Zhao Y, Bollas A, Wang Y, Au KF. Nanopore sequencing technology, bioinformatics and applications. Nat Biotechnol 2021; 39:1348-1365. [PMID: 34750572 PMCID: PMC8988251 DOI: 10.1038/s41587-021-01108-x] [Citation(s) in RCA: 804] [Impact Index Per Article: 201.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Accepted: 09/22/2021] [Indexed: 12/13/2022]
Abstract
Rapid advances in nanopore technologies for sequencing single long DNA and RNA molecules have led to substantial improvements in accuracy, read length and throughput. These breakthroughs have required extensive development of experimental and bioinformatics methods to fully exploit nanopore long reads for investigations of genomes, transcriptomes, epigenomes and epitranscriptomes. Nanopore sequencing is being applied in genome assembly, full-length transcript detection and base modification detection and in more specialized areas, such as rapid clinical diagnoses and outbreak surveillance. Many opportunities remain for improving data quality and analytical approaches through the development of new nanopores, base-calling methods and experimental protocols tailored to particular applications.
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Affiliation(s)
- Yunhao Wang
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
| | - Yue Zhao
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
- Biomedical Informatics Shared Resources, The Ohio State University, Columbus, OH, USA
| | - Audrey Bollas
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
| | - Yuru Wang
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
| | - Kin Fai Au
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA.
- Biomedical Informatics Shared Resources, The Ohio State University, Columbus, OH, USA.
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Johnson LK, Sahasrabudhe R, Gill JA, Roach JL, Froenicke L, Brown CT, Whitehead A. Draft genome assemblies using sequencing reads from Oxford Nanopore Technology and Illumina platforms for four species of North American Fundulus killifish. Gigascience 2021; 9:5859380. [PMID: 32556169 PMCID: PMC7301629 DOI: 10.1093/gigascience/giaa067] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Revised: 04/16/2020] [Accepted: 05/27/2020] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Whole-genome sequencing data from wild-caught individuals of closely related North American killifish species (Fundulus xenicus, Fundulus catenatus, Fundulus nottii, and Fundulus olivaceus) were obtained using long-read Oxford Nanopore Technology (ONT) PromethION and short-read Illumina platforms. FINDINGS Draft de novo reference genome assemblies were generated using a combination of long and short sequencing reads. For each species, the PromethION platform was used to generate 30-45× sequence coverage, and the Illumina platform was used to generate 50-160× sequence coverage. Illumina-only assemblies were fragmented with high numbers of contigs, while ONT-only assemblies were error prone with low BUSCO scores. The highest N50 values, ranging from 0.4 to 2.7 Mb, were from assemblies generated using a combination of short- and long-read data. BUSCO scores were consistently >90% complete using the Eukaryota database. CONCLUSIONS High-quality genomes can be obtained from a combination of using short-read Illumina data to polish assemblies generated with long-read ONT data. Draft assemblies and raw sequencing data are available for public use. We encourage use and reuse of these data for assembly benchmarking and other analyses.
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Affiliation(s)
- Lisa K Johnson
- Department of Environmental Toxicology, University of California. 1 Shields Avenue, Davis, CA 95616, Davis, CA, USA
- Department of Population Health & Reproduction, School of Veterinary Medicine, University of California. 1 Shields Avenue, Davis, CA 95616, Davis, CA, USA
| | - Ruta Sahasrabudhe
- DNA Technologies Core, Genome Center, University of California, 1 Shields Avenue, Davis, CA 95616
| | - James Anthony Gill
- Department of Environmental Toxicology, University of California. 1 Shields Avenue, Davis, CA 95616, Davis, CA, USA
| | - Jennifer L Roach
- Department of Environmental Toxicology, University of California. 1 Shields Avenue, Davis, CA 95616, Davis, CA, USA
| | - Lutz Froenicke
- DNA Technologies Core, Genome Center, University of California, 1 Shields Avenue, Davis, CA 95616
| | - C Titus Brown
- Department of Population Health & Reproduction, School of Veterinary Medicine, University of California. 1 Shields Avenue, Davis, CA 95616, Davis, CA, USA
| | - Andrew Whitehead
- Correspondence address. Andrew Whitehead, Department of Environmental Toxicology, University of California. 1 Shields Avenue, Davis, CA 95616, USA, Davis, CA, USA. E-mail:
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27
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Lan L, Shi P, Song H, Tang X, Zhou J, Yang J, Yang M, Xu J. De Novo Genome Assembly of Chinese Plateau Honeybee Unravels Intraspecies Genetic Diversity in the Eastern Honeybee, Apis cerana. INSECTS 2021; 12:insects12100891. [PMID: 34680661 PMCID: PMC8538478 DOI: 10.3390/insects12100891] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Revised: 09/15/2021] [Accepted: 09/17/2021] [Indexed: 11/16/2022]
Abstract
Simple Summary In this study, we obtained a chromosome-scale assembly genome of Apis cerana abansis, which lives in the southeastern margin of the Titan Plateau, by using PacBio, Illumina and high-throughput chromatin conformation capture (Hi-C) sequencing technologies. With a more comprehensive annotation pipeline, we obtained an ampler and more accurate Apis cerana genome than previous studies. Comparative genomic analysis was performed to identify the divergence among different A. cerana genomes by studying two aspects: the differential content of repeat content and the gene loss/gain events occurred in chemosensory receptors and immune-related proteins. Our results show that the content of repetitive sequences differ in types and quantity among four A. cerana strains; the gene loss/gain events in chemoreceptor- and immune-related proteins occur in different A. cerana strains, especially in A. cerana abansis (Aba strain). Specifically, while compared with the other three published genomes, the Aba strain contains the largest number of repeat contents and loses the largest number of both chemosensory-receptor- and immune-related proteins, as well as subfamilies, whereas the Baisha strain contains the largest number of chemoreceptor- and immune-related proteins. We hypothesized that gene loss/gain may be evolutionary strategies used by the different A. cerana strains to adapt to their respective environments. Abstract Apis cerana abansis, widely distributed in the southeastern margin of the Qinghai-Tibet Plateau, is considered an excellent model to study the phenotype and genetic variation for highland adaptation of Asian honeybee. Herein, we assembled and annotated the chromosome-scale assembly genome of A. cerana abansis with the help of PacBio, Illumina and Hi-C sequencing technologies in order to identify the genome differences between the A. cerana abansis and the published genomes of different A. cerana strains. The sequencing methods, assembly and annotation strategies of A. cerana abansis were more comprehensive than previously published A. cerana genomes. Then, the intraspecific genetic diversity of A. cerana was revealed at the genomic level. We re-identified the repeat content in the genome of A. cerana abansis, as well as the other three A. cerana strains. The chemosensory and immune-related proteins in different A. cerana strains were carefully re-identified, so that 132 odorant receptor subfamilies, 12 gustatory receptor subfamilies and 22 immune-related pathways were found. We also discovered that, compared with other published genomes, the A. ceranaabansis lost the largest number of chemoreceptors compared to other strains, and hypothesized that gene loss/gain might help different A. cerana strains to adapt to their respective environments. Our work contains more complete and precise assembly and annotation results for the A. cerana genome, thus providing a resource for subsequent in-depth related studies.
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Affiliation(s)
- Lan Lan
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (L.L.); (P.S.); (H.S.); (X.T.); (J.Z.)
- Engineering Research Center of Biotechnology for Active Substances, Ministry of Education, Chongqing 401331, China
| | - Peng Shi
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (L.L.); (P.S.); (H.S.); (X.T.); (J.Z.)
- Engineering Research Center of Biotechnology for Active Substances, Ministry of Education, Chongqing 401331, China
| | - Huali Song
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (L.L.); (P.S.); (H.S.); (X.T.); (J.Z.)
- Engineering Research Center of Biotechnology for Active Substances, Ministry of Education, Chongqing 401331, China
| | - Xiangyou Tang
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (L.L.); (P.S.); (H.S.); (X.T.); (J.Z.)
- Engineering Research Center of Biotechnology for Active Substances, Ministry of Education, Chongqing 401331, China
| | - Jianyang Zhou
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (L.L.); (P.S.); (H.S.); (X.T.); (J.Z.)
- Engineering Research Center of Biotechnology for Active Substances, Ministry of Education, Chongqing 401331, China
| | - Jiandong Yang
- College of Animal Sciences and Technology, Sichuan Agricultural University, Chengdu 611130, China; (J.Y.); (M.Y.)
| | - Mingxian Yang
- College of Animal Sciences and Technology, Sichuan Agricultural University, Chengdu 611130, China; (J.Y.); (M.Y.)
| | - Jinshang Xu
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (L.L.); (P.S.); (H.S.); (X.T.); (J.Z.)
- Engineering Research Center of Biotechnology for Active Substances, Ministry of Education, Chongqing 401331, China
- Correspondence:
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Yoo MJ, Jin DP, Lee HO, Lim CE. Complete Plastome of Three Korean Asarum (Aristolochiaceae): Confirmation Tripartite Structure within Korean Asarum and Comparative Analyses. PLANTS (BASEL, SWITZERLAND) 2021; 10:2056. [PMID: 34685866 PMCID: PMC8540983 DOI: 10.3390/plants10102056] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 09/22/2021] [Accepted: 09/27/2021] [Indexed: 11/16/2022]
Abstract
The genus Asarum (Aristolochiaceae) is a well-known resource of medicinal and ornamental plants. However, the taxonomy of Korean Asarum is ambiguous due to their considerable morphological variations. Previously, a unique plastome structure has been reported from this genus. Therefore, we investigated the structural change in the plastomes within three Korean Asarum species and inferred their phylogenetic relationships. The plastome sizes of Asarum species assembled here range from 190,168 to 193,356 bp, which are longer than a typical plastome size (160 kb). This is due to the incorporation and duplication of the small single copy into the inverted repeat, which resulted in a unique tripartite structure. We first verified this unique structure using the Illumina Miseq and Oxford Nanopore MinION platforms. We also investigated the phylogeny of 26 Aristolochiaceae species based on 79 plastid protein-coding genes, which supports the monophyly of Korean Asarum species. Although the 79 plastid protein-coding gene data set showed some limitations in supporting the previous classification, it exhibits its effectiveness in delineating some sections and species. Thus, it can serve as an effective tool for resolving species-level phylogeny in Aristolochiaceae. Last, we evaluated variable sites and simple sequence repeats in the plastome as potential molecular markers for species delimitation.
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Affiliation(s)
- Mi-Jeong Yoo
- Department of Biology, Clarkson University, Potsdam, NY 13699, USA;
| | - Dong-Pil Jin
- National Institute of Biological Resources, 42 Hwangyeong-ro, Seo-gu, Incheon 22689, Korea;
| | - Hyun-Oh Lee
- Phyzen Inc., 13 Seongnam-daero, 331 beon-gil, Bundang-gu, Seongnam-si 13558, Korea;
| | - Chae Eun Lim
- National Institute of Biological Resources, 42 Hwangyeong-ro, Seo-gu, Incheon 22689, Korea;
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Comparison of De Novo Assembly Strategies for Bacterial Genomes. Int J Mol Sci 2021; 22:ijms22147668. [PMID: 34299288 PMCID: PMC8306402 DOI: 10.3390/ijms22147668] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Revised: 07/14/2021] [Accepted: 07/14/2021] [Indexed: 01/23/2023] Open
Abstract
(1) Background: Short-read sequencing allows for the rapid and accurate analysis of the whole bacterial genome but does not usually enable complete genome assembly. Long-read sequencing greatly assists with the resolution of complex bacterial genomes, particularly when combined with short-read Illumina data. However, it is not clear how different assembly strategies affect genomic accuracy, completeness, and protein prediction. (2) Methods: we compare different assembly strategies for Haemophilus parasuis, which causes Glässer's disease, characterized by fibrinous polyserositis and arthritis, in swine by using Illumina sequencing and long reads from the sequencing platforms of either Oxford Nanopore Technologies (ONT) or SMRT Pacific Biosciences (PacBio). (3) Results: Assembly with either PacBio or ONT reads, followed by polishing with Illumina reads, facilitated high-quality genome reconstruction and was superior to the long-read-only assembly and hybrid-assembly strategies when evaluated in terms of accuracy and completeness. An equally excellent method was correction with Homopolish after the ONT-only assembly, which had the advantage of avoiding hybrid sequencing with Illumina. Furthermore, by aligning transcripts to assembled genomes and their predicted CDSs, the sequencing errors of the ONT assembly were mainly indels that were generated when homopolymer regions were sequenced, thus critically affecting protein prediction. Polishing can fill indels and correct mistakes. (4) Conclusions: The assembly of bacterial genomes can be directly achieved by using long-read sequencing techniques. To maximize assembly accuracy, it is essential to polish the assembly with homologous sequences of related genomes or sequencing data from short-read technology.
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Kuhn-Nentwig L, Lischer HEL, Pekár S, Langenegger N, Albo MJ, Isaia M, Nentwig W. Linear Peptides-A Combinatorial Innovation in the Venom of Some Modern Spiders. Front Mol Biosci 2021; 8:705141. [PMID: 34295924 PMCID: PMC8290080 DOI: 10.3389/fmolb.2021.705141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Accepted: 06/16/2021] [Indexed: 11/23/2022] Open
Abstract
In the venom of spiders, linear peptides (LPs), also called cytolytical or antimicrobial peptides, represent a largely neglected group of mostly membrane active substances that contribute in some spider species considerably to the killing power of spider venom. By next-generation sequencing venom gland transcriptome analysis, we investigated 48 spider species from 23 spider families and detected LPs in 20 species, belonging to five spider families (Ctenidae, Lycosidae, Oxyopidae, Pisauridae, and Zodariidae). The structural diversity is extraordinary high in some species: the lynx spider Oxyopes heterophthalmus contains 62 and the lycosid Pardosa palustris 60 different LPs. In total, we identified 524 linear peptide structures and some of them are in lycosids identical on amino acid level. LPs are mainly encoded in complex precursor structures in which, after the signal peptide and propeptide, 13 or more LPs (Hogna radiata) are connected by linkers. Besides Cupiennius species, also in Oxyopidae, posttranslational modifications of some precursor structures result in the formation of two-chain peptides. It is obvious that complex precursor structures represent a very suitable and fast method to produce a high number and a high diversity of bioactive LPs as economically as possible. At least in Lycosidae, Oxyopidae, and in the genus Cupiennius, LPs reach very high Transcripts Per Kilobase Million values, indicating functional importance within the envenomation process.
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Affiliation(s)
- Lucia Kuhn-Nentwig
- Institute of Ecology and Evolution, University of Bern, Bern, Switzerland
| | - Heidi E. L. Lischer
- Interfaculty Bioinformatics Unit, University of Bern, Bern, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Stano Pekár
- Department of Botany and Zoology, Faculty of Science, Masaryk University, Brno, Czech Republic
| | | | - Maria J. Albo
- Departamento de Ecología y Evolución, Facultad de Ciencias, UdelaR, Montevideo, Uruguay
- Departamento de Ecología y Biología Evolutiva, Instituto de Investigaciones Biologicas Clemente Estable, Montevideo, Uruguay
| | - Marco Isaia
- Dipartimento di Scienze della Vita e Biologia dei Sistemi, University of Torino, Torino, Italy
| | - Wolfgang Nentwig
- Institute of Ecology and Evolution, University of Bern, Bern, Switzerland
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Gröhs Ferrareze PA, Maufrais C, Silva Araujo Streit R, Priest SJ, Cuomo CA, Heitman J, Staats CC, Janbon G. Application of an optimized annotation pipeline to the Cryptococcus deuterogattii genome reveals dynamic primary metabolic gene clusters and genomic impact of RNAi loss. G3-GENES GENOMES GENETICS 2021; 11:6080769. [PMID: 33585873 PMCID: PMC8022950 DOI: 10.1093/g3journal/jkaa070] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 12/24/2020] [Indexed: 12/15/2022]
Abstract
Evaluating the quality of a de novo annotation of a complex fungal genome based on RNA-seq data remains a challenge. In this study, we sequentially optimized a Cufflinks-CodingQuary-based bioinformatics pipeline fed with RNA-seq data using the manually annotated model pathogenic yeasts Cryptococcus neoformans and Cryptococcus deneoformans as test cases. Our results show that the quality of the annotation is sensitive to the quantity of RNA-seq data used and that the best quality is obtained with 5–10 million reads per RNA-seq replicate. We also showed that the number of introns predicted is an excellent a priori indicator of the quality of the final de novo annotation. We then used this pipeline to annotate the genome of the RNAi-deficient species Cryptococcus deuterogattii strain R265 using RNA-seq data. Dynamic transcriptome analysis revealed that intron retention is more prominent in C. deuterogattii than in the other RNAi-proficient species C. neoformans and C. deneoformans. In contrast, we observed that antisense transcription was not higher in C. deuterogattii than in the two other Cryptococcus species. Comparative gene content analysis identified 21 clusters enriched in transcription factors and transporters that have been lost. Interestingly, analysis of the subtelomeric regions in these three annotated species identified a similar gene enrichment, reminiscent of the structure of primary metabolic clusters. Our data suggest that there is active exchange between subtelomeric regions, and that other chromosomal regions might participate in adaptive diversification of Cryptococcus metabolite assimilation potential.
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Affiliation(s)
- Patrícia Aline Gröhs Ferrareze
- Département de Mycologie, Institut Pasteur, Unité Biologie des ARN des Pathogènes Fongiques, F-75015 Paris, France.,Programa de Pós-Graduação em Biologia Celular e Molecular, Centro de Biotecnologia, Universidade Federal do Rio Grande do Sul, Porto Alegre 15005, Brazil
| | - Corinne Maufrais
- Département de Mycologie, Institut Pasteur, Unité Biologie des ARN des Pathogènes Fongiques, F-75015 Paris, France.,Département Biologie Computationnelle, Institut Pasteur, HUB Bioinformatique et Biostatistique, C3BI, USR 3756 IP CNRS, F-75015 Paris, France
| | - Rodrigo Silva Araujo Streit
- Programa de Pós-Graduação em Biologia Celular e Molecular, Centro de Biotecnologia, Universidade Federal do Rio Grande do Sul, Porto Alegre 15005, Brazil
| | - Shelby J Priest
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, NC 27710, USA
| | - Christina A Cuomo
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Joseph Heitman
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, NC 27710, USA
| | - Charley Christian Staats
- Programa de Pós-Graduação em Biologia Celular e Molecular, Centro de Biotecnologia, Universidade Federal do Rio Grande do Sul, Porto Alegre 15005, Brazil
| | - Guilhem Janbon
- Département de Mycologie, Institut Pasteur, Unité Biologie des ARN des Pathogènes Fongiques, F-75015 Paris, France
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Tay AP, Hosking B, Hosking C, Bauer DC, Wilson LO. INSIDER: alignment-free detection of foreign DNA sequences. Comput Struct Biotechnol J 2021; 19:3810-3816. [PMID: 34285780 PMCID: PMC8273350 DOI: 10.1016/j.csbj.2021.06.045] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 06/28/2021] [Accepted: 06/28/2021] [Indexed: 11/21/2022] Open
Abstract
External DNA sequences can be inserted into an organism's genome either through natural processes such as gene transfer, or through targeted genome engineering strategies. Being able to robustly identify such foreign DNA is a crucial capability for health and biosecurity applications, such as anti-microbial resistance (AMR) detection or monitoring gene drives. This capability does not exist for poorly characterised host genomes or with limited information about the integrated sequence. To address this, we developed the INserted Sequence Information DEtectoR (INSIDER). INSIDER analyses whole genome sequencing data and identifies segments of potentially foreign origin by their significant shift in k-mer signatures. We demonstrate the power of INSIDER to separate integrated DNA sequences from normal genomic sequences on a synthetic dataset simulating the insertion of a CRISPR-Cas gene drive into wild-type yeast. As a proof-of-concept, we use INSIDER to detect the exact AMR plasmid in whole genome sequencing data from a Citrobacter freundii patient isolate. INSIDER streamlines the process of identifying integrated DNA in poorly characterised wild species or when the insert is of unknown origin, thus enhancing the monitoring of emerging biosecurity threats.
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Affiliation(s)
- Aidan P. Tay
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation, New South Wales, Sydney, Australia
- Applied BioSciences, Faculty of Science and Engineering, Macquarie University, New South Wales, Sydney, Australia
| | - Brendan Hosking
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation, New South Wales, Sydney, Australia
| | - Cameron Hosking
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation, New South Wales, Sydney, Australia
| | - Denis C. Bauer
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation, New South Wales, Sydney, Australia
- Department of Biomedical Sciences, Macquarie University, New South Wales, Sydney, Australia
- Applied BioSciences, Faculty of Science and Engineering, Macquarie University, New South Wales, Sydney, Australia
| | - Laurence O.W. Wilson
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation, New South Wales, Sydney, Australia
- Applied BioSciences, Faculty of Science and Engineering, Macquarie University, New South Wales, Sydney, Australia
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Tvedte ES, Gasser M, Sparklin BC, Michalski J, Hjelmen CE, Johnston JS, Zhao X, Bromley R, Tallon LJ, Sadzewicz L, Rasko DA, Dunning Hotopp JC. Comparison of long-read sequencing technologies in interrogating bacteria and fly genomes. G3 (BETHESDA, MD.) 2021; 11:jkab083. [PMID: 33768248 PMCID: PMC8495745 DOI: 10.1093/g3journal/jkab083] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 03/07/2021] [Indexed: 12/14/2022]
Abstract
The newest generation of DNA sequencing technology is highlighted by the ability to generate sequence reads hundreds of kilobases in length. Pacific Biosciences (PacBio) and Oxford Nanopore Technologies (ONT) have pioneered competitive long read platforms, with more recent work focused on improving sequencing throughput and per-base accuracy. We used whole-genome sequencing data produced by three PacBio protocols (Sequel II CLR, Sequel II HiFi, RS II) and two ONT protocols (Rapid Sequencing and Ligation Sequencing) to compare assemblies of the bacteria Escherichia coli and the fruit fly Drosophila ananassae. In both organisms tested, Sequel II assemblies had the highest consensus accuracy, even after accounting for differences in sequencing throughput. ONT and PacBio CLR had the longest reads sequenced compared to PacBio RS II and HiFi, and genome contiguity was highest when assembling these datasets. ONT Rapid Sequencing libraries had the fewest chimeric reads in addition to superior quantification of E. coli plasmids versus ligation-based libraries. The quality of assemblies can be enhanced by adopting hybrid approaches using Illumina libraries for bacterial genome assembly or polishing eukaryotic genome assemblies, and an ONT-Illumina hybrid approach would be more cost-effective for many users. Genome-wide DNA methylation could be detected using both technologies, however ONT libraries enabled the identification of a broader range of known E. coli methyltransferase recognition motifs in addition to undocumented D. ananassae motifs. The ideal choice of long read technology may depend on several factors including the question or hypothesis under examination. No single technology outperformed others in all metrics examined.
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Affiliation(s)
- Eric S Tvedte
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Mark Gasser
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Benjamin C Sparklin
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Jane Michalski
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Carl E Hjelmen
- Department of Biology, Texas A&M University, College Station, TX 77843, USA
| | - J Spencer Johnston
- Department of Entomology, Texas A&M University, College Station, TX 77843, USA
| | - Xuechu Zhao
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Robin Bromley
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Luke J Tallon
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Lisa Sadzewicz
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - David A Rasko
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Julie C Dunning Hotopp
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- Greenebaum Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, USA
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34
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Kajitani R, Yoshimura D, Ogura Y, Gotoh Y, Hayashi T, Itoh T. Platanus_B: an accurate de novo assembler for bacterial genomes using an iterative error-removal process. DNA Res 2021; 27:5870828. [PMID: 32658266 PMCID: PMC7433917 DOI: 10.1093/dnares/dsaa014] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Accepted: 07/07/2020] [Indexed: 11/14/2022] Open
Abstract
De novo assembly of short DNA reads remains an essential technology, especially for large-scale projects and high-resolution variant analyses in epidemiology. However, the existing tools often lack sufficient accuracy required to compare closely related strains. To facilitate such studies on bacterial genomes, we developed Platanus_B, a de novo assembler that employs iterations of multiple error-removal algorithms. The benchmarks demonstrated the superior accuracy and high contiguity of Platanus_B, in addition to its ability to enhance the hybrid assembly of both short and nanopore long reads. Although the hybrid strategies for short and long reads were effective in achieving near full-length genomes, we found that short-read-only assemblies generated with Platanus_B were sufficient to obtain ≥90% of exact coding sequences in most cases. In addition, while nanopore long-read-only assemblies lacked fine-scale accuracies, inclusion of short reads was effective in improving the accuracies. Platanus_B can, therefore, be used for comprehensive genomic surveillances of bacterial pathogens and high-resolution phylogenomic analyses of a wide range of bacteria.
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Affiliation(s)
- Rei Kajitani
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo 152-8550, Japan
| | - Dai Yoshimura
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo 152-8550, Japan
| | - Yoshitoshi Ogura
- Division of Microbiology, Department of Infectious Medicine, Kurume University School of Medicine, Kurume, Fukuoka 830-0011, Japan.,Department of Bacteriology, Graduate School of Medical Sciences, Kyushu University, Fukuoka 812-8582, Japan
| | - Yasuhiro Gotoh
- Department of Bacteriology, Graduate School of Medical Sciences, Kyushu University, Fukuoka 812-8582, Japan
| | - Tetsuya Hayashi
- Department of Bacteriology, Graduate School of Medical Sciences, Kyushu University, Fukuoka 812-8582, Japan
| | - Takehiko Itoh
- School of Life Science and Technology, Tokyo Institute of Technology, Tokyo 152-8550, Japan
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35
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Gatter T, von Löhneysen S, Fallmann J, Drozdova P, Hartmann T, Stadler PF. LazyB: fast and cheap genome assembly. Algorithms Mol Biol 2021; 16:8. [PMID: 34074310 PMCID: PMC8168326 DOI: 10.1186/s13015-021-00186-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 05/06/2021] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Advances in genome sequencing over the last years have lead to a fundamental paradigm shift in the field. With steadily decreasing sequencing costs, genome projects are no longer limited by the cost of raw sequencing data, but rather by computational problems associated with genome assembly. There is an urgent demand for more efficient and and more accurate methods is particular with regard to the highly complex and often very large genomes of animals and plants. Most recently, "hybrid" methods that integrate short and long read data have been devised to address this need. RESULTS LazyB is such a hybrid genome assembler. It has been designed specificially with an emphasis on utilizing low-coverage short and long reads. LazyB starts from a bipartite overlap graph between long reads and restrictively filtered short-read unitigs. This graph is translated into a long-read overlap graph G. Instead of the more conventional approach of removing tips, bubbles, and other local features, LazyB stepwisely extracts subgraphs whose global properties approach a disjoint union of paths. First, a consistently oriented subgraph is extracted, which in a second step is reduced to a directed acyclic graph. In the next step, properties of proper interval graphs are used to extract contigs as maximum weight paths. These path are translated into genomic sequences only in the final step. A prototype implementation of LazyB, entirely written in python, not only yields significantly more accurate assemblies of the yeast and fruit fly genomes compared to state-of-the-art pipelines but also requires much less computational effort. CONCLUSIONS LazyB is new low-cost genome assembler that copes well with large genomes and low coverage. It is based on a novel approach for reducing the overlap graph to a collection of paths, thus opening new avenues for future improvements. AVAILABILITY The LazyB prototype is available at https://github.com/TGatter/LazyB .
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Affiliation(s)
- Thomas Gatter
- Bioinformatics Group, Department of Computer Science, and Interdisciplinary Center for Bioinformatics, Universität Leipzig, Härtelstraße 16-18, 04107, Leipzig, Germany.
| | - Sarah von Löhneysen
- Bioinformatics Group, Department of Computer Science, and Interdisciplinary Center for Bioinformatics, Universität Leipzig, Härtelstraße 16-18, 04107, Leipzig, Germany
| | - Jörg Fallmann
- Bioinformatics Group, Department of Computer Science, and Interdisciplinary Center for Bioinformatics, Universität Leipzig, Härtelstraße 16-18, 04107, Leipzig, Germany
| | - Polina Drozdova
- Institute of Biology, Irkutsk State University, RU-664003, Irkutsk, Russia
| | - Tom Hartmann
- Bioinformatics Group, Department of Computer Science, and Interdisciplinary Center for Bioinformatics, Universität Leipzig, Härtelstraße 16-18, 04107, Leipzig, Germany
| | - Peter F Stadler
- Biology Department, Universidad Nacional de Colombia, Carrera 45 # 26-85, Edif. Uriel Gutiérrez, Bogotá, D.C, Colombia.
- Bioinformatics Group, Department of Computer Science, and Interdisciplinary Center for Bioinformatics, Universität Leipzig, Härtelstraße 16-18, 04107, Leipzig, Germany.
- Max Planck Institute for Mathematics in the Sciences, Inselstraße 22, 04103, Leipzig, Germany.
- Department of Theoretical Chemistry, University of Vienna, Währinger Straße 17, 1090, Vienna, Austria.
- Santa Fe Institute, 1399 Hyde Park Rd., Santa Fe, NM87501, USA.
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36
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Yang C, Li X, Wang Q, Yuan H, Huang Y, Xiao H. Genome-wide analyses of the relict gull (Larus relictus): insights and evolutionary implications. BMC Genomics 2021; 22:311. [PMID: 33926388 PMCID: PMC8082828 DOI: 10.1186/s12864-021-07616-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Accepted: 04/14/2021] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND The relict gull (Larus relictus), was classified as vulnerable on the IUCN Red List and is a first-class national protected bird in China. Genomic resources for L. relictus are lacking, which limits the study of its evolution and its conservation. RESULTS In this study, based on the Illumina and PacBio sequencing platforms, we successfully assembled the genome of L. relictus, one of the few known reference genomes in genus Larus. The size of the final assembled genome was 1.21 Gb, with a contig N50 of 8.11 Mb. A total of 18,454 genes were predicted from the assembly results, with 16,967 (91.94%) of these genes annotated. The genome contained 92.52 Mb of repeat sequence, accounting for 7.63% of the assembly. A phylogenetic tree was constructed using 4902 single-copy orthologous genes, which showed L. relictus had closest relative of L. smithsonianus, with divergence time of 14.7 Mya estimated between of them. PSMC analyses indicated that L. relictus had been undergoing a long-term population decline during 0.01-0.1 Mya with a small effective population size fom 8800 to 2200 individuals. CONCLUSIONS This genome will be a valuable genomic resource for a range of genomic and conservation studies of L. relictus and will help to establish a foundation for further studies investigating whether the breeding population is a complex population. As the species is threatened by habitat loss and fragmentation, actions to protect L. relictus are suggested to alleviate the fragmentation of breeding populations.
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Affiliation(s)
- Chao Yang
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710062, China
- Shaanxi Institute of Zoology, Xi'an, 710032, China
| | - Xuejuan Li
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710062, China
| | | | - Hao Yuan
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710062, China
| | - Yuan Huang
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710062, China.
| | - Hong Xiao
- Shaanxi Institute of Zoology, Xi'an, 710032, China.
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37
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Barbitoff YA, Matveenko AG, Matiiv AB, Maksiutenko EM, Moskalenko SE, Drozdova PB, Polev DE, Beliavskaia AY, Danilov LG, Predeus AV, Zhouravleva GA. Chromosome-level genome assembly and structural variant analysis of two laboratory yeast strains from the Peterhof Genetic Collection lineage. G3-GENES GENOMES GENETICS 2021; 11:6129118. [PMID: 33677552 PMCID: PMC8759820 DOI: 10.1093/g3journal/jkab029] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Accepted: 01/22/2021] [Indexed: 01/23/2023]
Abstract
Thousands of yeast genomes have been sequenced with both traditional and long-read technologies, and multiple observations about modes of genome evolution for both wild and laboratory strains have been drawn from these sequences. In our study, we applied Oxford Nanopore and Illumina technologies to assemble complete genomes of two widely used members of a distinct laboratory yeast lineage, the Peterhof Genetic Collection (PGC), and investigate the structural features of these genomes including transposable element content, copy number alterations, and structural rearrangements. We identified numerous notable structural differences between genomes of PGC strains and the reference S288C strain. We discovered a substantial enrichment of mid-length insertions and deletions within repetitive coding sequences, such as in the SCH9 gene or the NUP100 gene, with possible impact of these variants on protein amyloidogenicity. High contiguity of the final assemblies allowed us to trace back the history of reciprocal unbalanced translocations between chromosomes I, VIII, IX, XI, and XVI of the PGC strains. We show that formation of hybrid alleles of the FLO genes during such chromosomal rearrangements is likely responsible for the lack of invasive growth of yeast strains. Taken together, our results highlight important features of laboratory yeast strain evolution using the power of long-read sequencing.
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Affiliation(s)
- Yury A Barbitoff
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg 199034, Russia.,Bioinformatics Institute, St. Petersburg 197342, Russia
| | - Andrew G Matveenko
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg 199034, Russia.,Bioinformatics Institute, St. Petersburg 197342, Russia
| | - Anton B Matiiv
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg 199034, Russia.,Bioinformatics Institute, St. Petersburg 197342, Russia
| | - Evgeniia M Maksiutenko
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg 199034, Russia.,St. Petersburg Branch, Vavilov Institute of General Genetics of the Russian Academy of Sciences, St. Petersburg 199034, Russia
| | - Svetlana E Moskalenko
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg 199034, Russia.,St. Petersburg Branch, Vavilov Institute of General Genetics of the Russian Academy of Sciences, St. Petersburg 199034, Russia
| | | | | | - Alexandra Y Beliavskaia
- Department of Invertebrate Zoology, St. Petersburg State University, 199034 St. Petersburg, Russia
| | - Lavrentii G Danilov
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg 199034, Russia
| | - Alexander V Predeus
- Bioinformatics Institute, St. Petersburg 197342, Russia.,University of Liverpool, Liverpool, UK, L7 3EA
| | - Galina A Zhouravleva
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg 199034, Russia
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38
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Prall TM, Neumann EK, Karl JA, Shortreed CG, Baker DA, Bussan HE, Wiseman RW, O'Connor DH. Consistent ultra-long DNA sequencing with automated slow pipetting. BMC Genomics 2021; 22:182. [PMID: 33711930 DOI: 10.1186/s12864-021-07500-w/figures/4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Accepted: 03/02/2021] [Indexed: 05/28/2023] Open
Abstract
BACKGROUND Oxford Nanopore Technologies' instruments can sequence reads of great length. Long reads improve sequence assemblies by unambiguously spanning repetitive elements of the genome. Sequencing reads of significant length requires the preservation of long DNA template molecules through library preparation by pipetting reagents as slowly as possible to minimize shearing. This process is time-consuming and inconsistent at preserving read length as even small changes in volumetric flow rate can result in template shearing. RESULTS We have designed SNAILS (Slow Nucleic Acid Instrument for Long Sequences), a 3D-printable instrument that automates slow pipetting of reagents used in long read library preparation for Oxford Nanopore sequencing. Across six sequencing libraries, SNAILS preserved more reads exceeding 100 kilobases in length and increased its libraries' average read length over manual slow pipetting. CONCLUSIONS SNAILS is a low-cost, easily deployable solution for improving sequencing projects that require reads of significant length. By automating the slow pipetting of library preparation reagents, SNAILS increases the consistency and throughput of long read Nanopore sequencing.
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Affiliation(s)
- Trent M Prall
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Emma K Neumann
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Julie A Karl
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Cecilia G Shortreed
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - David A Baker
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Hailey E Bussan
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Roger W Wiseman
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
- Wisconsin National Primate Research Center, University of Wisconsin, Madison, USA
| | - David H O'Connor
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA.
- Wisconsin National Primate Research Center, University of Wisconsin, Madison, USA.
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39
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Prall TM, Neumann EK, Karl JA, Shortreed CG, Baker DA, Bussan HE, Wiseman RW, O'Connor DH. Consistent ultra-long DNA sequencing with automated slow pipetting. BMC Genomics 2021; 22:182. [PMID: 33711930 PMCID: PMC7953553 DOI: 10.1186/s12864-021-07500-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Accepted: 03/02/2021] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Oxford Nanopore Technologies' instruments can sequence reads of great length. Long reads improve sequence assemblies by unambiguously spanning repetitive elements of the genome. Sequencing reads of significant length requires the preservation of long DNA template molecules through library preparation by pipetting reagents as slowly as possible to minimize shearing. This process is time-consuming and inconsistent at preserving read length as even small changes in volumetric flow rate can result in template shearing. RESULTS We have designed SNAILS (Slow Nucleic Acid Instrument for Long Sequences), a 3D-printable instrument that automates slow pipetting of reagents used in long read library preparation for Oxford Nanopore sequencing. Across six sequencing libraries, SNAILS preserved more reads exceeding 100 kilobases in length and increased its libraries' average read length over manual slow pipetting. CONCLUSIONS SNAILS is a low-cost, easily deployable solution for improving sequencing projects that require reads of significant length. By automating the slow pipetting of library preparation reagents, SNAILS increases the consistency and throughput of long read Nanopore sequencing.
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Affiliation(s)
- Trent M Prall
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Emma K Neumann
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Julie A Karl
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Cecilia G Shortreed
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - David A Baker
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Hailey E Bussan
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
| | - Roger W Wiseman
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA
- Wisconsin National Primate Research Center, University of Wisconsin, Madison, USA
| | - David H O'Connor
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, USA.
- Wisconsin National Primate Research Center, University of Wisconsin, Madison, USA.
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40
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Collins JH, Keating KW, Jones TR, Balaji S, Marsan CB, Çomo M, Newlon ZJ, Mitchell T, Bartley B, Adler A, Roehner N, Young EM. Engineered yeast genomes accurately assembled from pure and mixed samples. Nat Commun 2021; 12:1485. [PMID: 33674578 PMCID: PMC7935868 DOI: 10.1038/s41467-021-21656-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Accepted: 02/04/2021] [Indexed: 01/31/2023] Open
Abstract
Yeast whole genome sequencing (WGS) lacks end-to-end workflows that identify genetic engineering. Here we present Prymetime, a tool that assembles yeast plasmids and chromosomes and annotates genetic engineering sequences. It is a hybrid workflow-it uses short and long reads as inputs to perform separate linear and circular assembly steps. This structure is necessary to accurately resolve genetic engineering sequences in plasmids and the genome. We show this by assembling diverse engineered yeasts, in some cases revealing unintended deletions and integrations. Furthermore, the resulting whole genomes are high quality, although the underlying assembly software does not consistently resolve highly repetitive genome features. Finally, we assemble plasmids and genome integrations from metagenomic sequencing, even with 1 engineered cell in 1000. This work is a blueprint for building WGS workflows and establishes WGS-based identification of yeast genetic engineering.
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Affiliation(s)
- Joseph H Collins
- Department of Chemical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Kevin W Keating
- Department of Chemical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Trent R Jones
- Department of Chemical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Shravani Balaji
- Department of Chemical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Celeste B Marsan
- Department of Chemical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Marina Çomo
- Department of Chemical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Zachary J Newlon
- Department of Chemical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Tom Mitchell
- Synthetic Biology, Raytheon BBN Technologies, Cambridge, MA, USA
| | - Bryan Bartley
- Synthetic Biology, Raytheon BBN Technologies, Cambridge, MA, USA
| | - Aaron Adler
- Synthetic Biology, Raytheon BBN Technologies, Cambridge, MA, USA
| | - Nicholas Roehner
- Synthetic Biology, Raytheon BBN Technologies, Cambridge, MA, USA
| | - Eric M Young
- Department of Chemical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA.
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41
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Kaprou GD, Bergšpica I, Alexa EA, Alvarez-Ordóñez A, Prieto M. Rapid Methods for Antimicrobial Resistance Diagnostics. Antibiotics (Basel) 2021; 10:209. [PMID: 33672677 PMCID: PMC7924329 DOI: 10.3390/antibiotics10020209] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 02/09/2021] [Accepted: 02/13/2021] [Indexed: 02/06/2023] Open
Abstract
Antimicrobial resistance (AMR) is one of the most challenging threats in public health; thus, there is a growing demand for methods and technologies that enable rapid antimicrobial susceptibility testing (AST). The conventional methods and technologies addressing AMR diagnostics and AST employed in clinical microbiology are tedious, with high turnaround times (TAT), and are usually expensive. As a result, empirical antimicrobial therapies are prescribed leading to AMR spread, which in turn causes higher mortality rates and increased healthcare costs. This review describes the developments in current cutting-edge methods and technologies, organized by key enabling research domains, towards fighting the looming AMR menace by employing recent advances in AMR diagnostic tools. First, we summarize the conventional methods addressing AMR detection, surveillance, and AST. Thereafter, we examine more recent non-conventional methods and the advancements in each field, including whole genome sequencing (WGS), matrix-assisted laser desorption/ionization time-of-flight (MALDI-TOF) spectrometry, Fourier transform infrared (FTIR) spectroscopy, and microfluidics technology. Following, we provide examples of commercially available diagnostic platforms for AST. Finally, perspectives on the implementation of emerging concepts towards developing paradigm-changing technologies and methodologies for AMR diagnostics are discussed.
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Affiliation(s)
- Georgia D. Kaprou
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, L-4367 Belvaux, Luxembourg
| | - Ieva Bergšpica
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
- Institute of Food Safety, Animal Health and Environment BIOR, LV-1076 Riga, Latvia
| | - Elena A. Alexa
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
| | - Avelino Alvarez-Ordóñez
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
- Institute of Food Science and Technology, University of León, 24071 León, Spain
| | - Miguel Prieto
- Department of Food Hygiene and Technology, University of León, 24071 León, Spain; (I.B.); (E.A.A.); (A.A.-O.); (M.P.)
- Institute of Food Science and Technology, University of León, 24071 León, Spain
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Petrillo M, Fabbri M, Kagkli DM, Querci M, Van den Eede G, Alm E, Aytan-Aktug D, Capella-Gutierrez S, Carrillo C, Cestaro A, Chan KG, Coque T, Endrullat C, Gut I, Hammer P, Kay GL, Madec JY, Mather AE, McHardy AC, Naas T, Paracchini V, Peter S, Pightling A, Raffael B, Rossen J, Ruppé E, Schlaberg R, Vanneste K, Weber LM, Westh H, Angers-Loustau A. A roadmap for the generation of benchmarking resources for antimicrobial resistance detection using next generation sequencing. F1000Res 2021; 10:80. [PMID: 35847383 PMCID: PMC9243550 DOI: 10.12688/f1000research.39214.1] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/10/2022] [Indexed: 10/31/2024] Open
Abstract
Next Generation Sequencing technologies significantly impact the field of Antimicrobial Resistance (AMR) detection and monitoring, with immediate uses in diagnosis and risk assessment. For this application and in general, considerable challenges remain in demonstrating sufficient trust to act upon the meaningful information produced from raw data, partly because of the reliance on bioinformatics pipelines, which can produce different results and therefore lead to different interpretations. With the constant evolution of the field, it is difficult to identify, harmonise and recommend specific methods for large-scale implementations over time. In this article, we propose to address this challenge through establishing a transparent, performance-based, evaluation approach to provide flexibility in the bioinformatics tools of choice, while demonstrating proficiency in meeting common performance standards. The approach is two-fold: first, a community-driven effort to establish and maintain "live" (dynamic) benchmarking platforms to provide relevant performance metrics, based on different use-cases, that would evolve together with the AMR field; second, agreed and defined datasets to allow the pipelines' implementation, validation, and quality-control over time. Following previous discussions on the main challenges linked to this approach, we provide concrete recommendations and future steps, related to different aspects of the design of benchmarks, such as the selection and the characteristics of the datasets (quality, choice of pathogens and resistances, etc.), the evaluation criteria of the pipelines, and the way these resources should be deployed in the community.
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Affiliation(s)
| | - Marco Fabbri
- European Commission Joint Research Centre, Ispra, Italy
| | | | | | - Guy Van den Eede
- European Commission Joint Research Centre, Ispra, Italy
- European Commission Joint Research Centre, Geel, Belgium
| | - Erik Alm
- The European Centre for Disease Prevention and Control, Stockholm, Sweden
| | - Derya Aytan-Aktug
- National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | | | - Catherine Carrillo
- Ottawa Laboratory – Carling, Canadian Food Inspection Agency, Ottawa, Ontario, Canada
| | | | - Kok-Gan Chan
- International Genome Centre, Jiangsu University, Zhenjiang, China
- Division of Genetics and Molecular Biology, Institute of Biological Sciences, Faculty of Science, University of Malaya, Kuala Lumpur, Malaysia
| | - Teresa Coque
- Servicio de Microbiología, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), Madrid, Spain
- Spanish Consortium for Research on Epidemiology and Public Health (CIBERESP), Carlos III Health Institute, Madrid, Spain
| | | | - Ivo Gut
- Centro Nacional de Análisis Genómico, Centre for Genomic Regulation (CNAG-CRG), Barcelona Institute of Technology, Barcelona, Spain
- Universitat Pompeu Fabra, Barcelona, Spain
| | - Paul Hammer
- BIOMES. NGS GmbH c/o Technische Hochschule Wildau, Wildau, Germany
| | - Gemma L. Kay
- Quadram Institute Bioscience, Norwich Research Park, Norwich, UK
| | - Jean-Yves Madec
- Unité Antibiorésistance et Virulence Bactériennes, ANSES Site de Lyon, Lyon, France
| | - Alison E. Mather
- Quadram Institute Bioscience, Norwich Research Park, Norwich, UK
- University of East Anglia, Norwich, UK
| | | | - Thierry Naas
- French-NRC for CPEs, Service de Bactériologie-Hygiène, Hôpital de Bicêtre, Le Kremlin-Bicêtre, France
| | | | - Silke Peter
- Institute of Medical Microbiology and Hygiene, University of Tübingen, Tübingen, Germany
| | - Arthur Pightling
- Center for Food Safety and Applied Nutrition, US Food and Drug Administration, College Park, MD, USA
| | | | - John Rossen
- Department of Medical Microbiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | | | - Robert Schlaberg
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Kevin Vanneste
- Transversal activities in Applied Genomics, Sciensano, Brussels, Belgium
| | - Lukas M. Weber
- Institute of Molecular Life Sciences, University of Zurich, Zurich, Switzerland
- SIB Swiss Institute of Bioinformatics, University of Zurich, Zurich, Switzerland
- Present address: Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
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Thermo-adaptive evolution to generate improved Saccharomyces cerevisiae strains for cocoa pulp fermentations. Int J Food Microbiol 2021; 342:109077. [PMID: 33550155 DOI: 10.1016/j.ijfoodmicro.2021.109077] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 12/22/2020] [Accepted: 01/09/2021] [Indexed: 11/22/2022]
Abstract
Cocoa pulp fermentation is a consequence of the succession of indigenous yeasts, lactic acid bacteria and acetic acid bacteria that not only produce a diversity of metabolites, but also cause the production of flavour precursors. However, as such spontaneous fermentations are less reproducible and contribute to produce variability, interest in a microbial starter culture is growing that could be used to inoculate cocoa pulp fermentations. This study aimed to generate robust S. cerevisiae strains by thermo-adaptive evolution that could be used in cocoa fermentation. We evolved a cocoa strain in a sugary defined medium at high temperature to improve both fermentation and growth capacity. Moreover, adaptive evolution at high temperature (40 °C) also enabled us to unveil the molecular basis underlying the improved phenotype by analysing the whole genome sequence of the evolved strain. Adaptation to high-temperature conditions occurred at different genomic levels, and promoted aneuploidies, segmental duplication, and SNVs in the evolved strain. The lipid profile analysis of the evolved strain also evidenced changes in the membrane composition that contribute to maintain an appropriate cell membrane state at high temperature. Our work demonstrates that experimental evolution is an effective approach to generate better-adapted yeast strains at high temperature for industrial processes.
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Nguyen SH, Cao MD, Coin LJM. Real-time resolution of short-read assembly graph using ONT long reads. PLoS Comput Biol 2021; 17:e1008586. [PMID: 33471816 PMCID: PMC7850483 DOI: 10.1371/journal.pcbi.1008586] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2020] [Revised: 02/01/2021] [Accepted: 11/30/2020] [Indexed: 11/19/2022] Open
Abstract
A streaming assembly pipeline utilising real-time Oxford Nanopore Technology (ONT) sequencing data is important for saving sequencing resources and reducing time-to-result. A previous approach implemented in npScarf provided an efficient streaming algorithm for hybrid assembly but was relatively prone to mis-assemblies compared to other graph-based methods. Here we present npGraph, a streaming hybrid assembly tool using the assembly graph instead of the separated pre-assembly contigs. It is able to produce more complete genome assembly by resolving the path finding problem on the assembly graph using long reads as the traversing guide. Application to synthetic and real data from bacterial isolate genomes show improved accuracy while still maintaining a low computational cost. npGraph also provides a graphical user interface (GUI) which provides a real-time visualisation of the progress of assembly. The tool and source code is available at https://github.com/hsnguyen/assembly.
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Affiliation(s)
- Son Hoang Nguyen
- Institute for Molecular Bioscience, the University of Queensland, St Lucia, Brisbane, Australia
- * E-mail: (SHN); (LC)
| | - Minh Duc Cao
- Institute for Molecular Bioscience, the University of Queensland, St Lucia, Brisbane, Australia
| | - Lachlan J. M. Coin
- Institute for Molecular Bioscience, the University of Queensland, St Lucia, Brisbane, Australia
- Department of Microbiology and Immunology, The University of Melbourne, Parkville, Australia
- Department of Clinical Pathology, The University of Melbourne, Parkville, Australia
- Department of Infectious Disease, Imperial College London, London, UK
- * E-mail: (SHN); (LC)
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Modernizing the Toolkit for Arthropod Bloodmeal Identification. INSECTS 2021; 12:insects12010037. [PMID: 33418885 PMCID: PMC7825046 DOI: 10.3390/insects12010037] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Revised: 12/30/2020] [Accepted: 12/31/2020] [Indexed: 11/24/2022]
Abstract
Simple Summary The ability to identify the source of vertebrate blood in mosquitoes, ticks, and other blood-feeding arthropod vectors greatly enhances our knowledge of how vector-borne pathogens are spread. The source of the bloodmeal is identified by analyzing the remnants of blood remaining in the arthropod at the time of capture, though this is often fraught with challenges. This review provides a roadmap and guide for those considering modern techniques for arthropod bloodmeal identification with a focus on progress made in the field over the past decade. We highlight genome regions that can be used to identify the vertebrate source of arthropod bloodmeals as well as technological advances made in other fields that have introduced innovative new ways to identify vertebrate meal source based on unique properties of the DNA sequence, protein signatures, or residual molecules present in the blood. Additionally, engineering progress in miniaturization has led to a number of field-deployable technologies that bring the laboratory directly to the arthropods at the site of collection. Although many of these advancements have helped to address the technical challenges of the past, the challenge of successfully analyzing degraded DNA in bloodmeals remains to be solved. Abstract Understanding vertebrate–vector interactions is vitally important for understanding the transmission dynamics of arthropod-vectored pathogens and depends on the ability to accurately identify the vertebrate source of blood-engorged arthropods in field collections using molecular methods. A decade ago, molecular techniques being applied to arthropod blood meal identification were thoroughly reviewed, but there have been significant advancements in the techniques and technologies available since that time. This review highlights the available diagnostic markers in mitochondrial and nuclear DNA and discusses their benefits and shortcomings for use in molecular identification assays. Advances in real-time PCR, high resolution melting analysis, digital PCR, next generation sequencing, microsphere assays, mass spectrometry, and stable isotope analysis each offer novel approaches and advantages to bloodmeal analysis that have gained traction in the field. New, field-forward technologies and platforms have also come into use that offer promising solutions for point-of-care and remote field deployment for rapid bloodmeal source identification. Some of the lessons learned over the last decade, particularly in the fields of DNA barcoding and sequence analysis, are discussed. Though many advancements have been made, technical challenges remain concerning the prevention of sample degradation both by the arthropod before the sample has been obtained and during storage. This review provides a roadmap and guide for those considering modern techniques for arthropod bloodmeal identification and reviews how advances in molecular technology over the past decade have been applied in this unique biomedical context.
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Zhu X, Yan S, Yuan F, Wan S. The Applications of Nanopore Sequencing Technology in Pathogenic Microorganism Detection. THE CANADIAN JOURNAL OF INFECTIOUS DISEASES & MEDICAL MICROBIOLOGY = JOURNAL CANADIEN DES MALADIES INFECTIEUSES ET DE LA MICROBIOLOGIE MEDICALE 2020; 2020:6675206. [PMID: 33488885 PMCID: PMC7790562 DOI: 10.1155/2020/6675206] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 12/04/2020] [Accepted: 12/18/2020] [Indexed: 12/23/2022]
Abstract
Infectious diseases are major threats to human health and lead to a serious public health burden. The emergence of new pathogens and the mutation of known pathogens challenge our ability to diagnose and control infectious diseases. Nanopore sequencing technology exhibited versatile applications in pathogenic microorganism detection due to its flexible data throughput. This review article introduced the applications of nanopore sequencing in clinical microbiology and infectious diseases management, including the monitoring of emerging infectious diseases outbreak, identification of pathogen drug resistance, and disease-related microbial communities characterization.
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Affiliation(s)
- Xiaojian Zhu
- Center for Molecular Pathology, Department of Basic Medicine, Gannan Medical University, Ganzhou 341000, China
| | - Shanshan Yan
- Key Laboratory of Prevention and Treatment of Cardiovascular and Cerebrovascular Diseases of Ministry of Education, Gannan Medical University, Ganzhou 341000, China
- Department of Publication Health and Health Management, Gannan Medical University, Ganzhou 341000, China
| | - Fenghua Yuan
- Center for Molecular Pathology, Department of Basic Medicine, Gannan Medical University, Ganzhou 341000, China
| | - Shaogui Wan
- Center for Molecular Pathology, Department of Basic Medicine, Gannan Medical University, Ganzhou 341000, China
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Li X, Li L, Bao Z, Tu W, He X, Zhang B, Ye L, Wang X, Li Q. The 287,403 bp Mitochondrial Genome of Ectomycorrhizal Fungus Tuber calosporum Reveals Intron Expansion, tRNA Loss, and Gene Rearrangement. Front Microbiol 2020; 11:591453. [PMID: 33362740 PMCID: PMC7756005 DOI: 10.3389/fmicb.2020.591453] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Accepted: 11/09/2020] [Indexed: 02/02/2023] Open
Abstract
In the present study, the mitogenome of Tuber calosporum was assembled and analyzed. The mitogenome of T. calosporum comprises 15 conserved protein-coding genes, two rRNA genes, and 14 tRNAs, with a total size of 287,403 bp. Fifty-eight introns with 170 intronic open reading frames were detected in the T. calosporum mitogenome. The intronic region occupied 69.41% of the T. calosporum mitogenome, which contributed to the T. calosporum mitogenome significantly expand relative to most fungal species. Comparative mitogenomic analysis revealed large-scale gene rearrangements occurred in the mitogenome of T. calosporum, involving gene relocations and position exchanges. The mitogenome of T. calosporum was found to have lost several tRNA genes encoding for cysteine, aspartate, histidine, etc. In addition, a pair of fragments with a total length of 32.91 kb in both the nuclear and mitochondrial genomes of T. calosporum was detected, indicating possible gene transfer events. A total of 12.83% intragenomic duplications were detected in the T. calosporum mitogenome. Phylogenetic analysis based on mitochondrial gene datasets obtained well-supported tree topologies, indicating that mitochondrial genes could be reliable molecular markers for phylogenetic analyses of Ascomycota. This study served as the first report on mitogenome in the family Tuberaceae, thereby laying the groundwork for our understanding of the evolution, phylogeny, and population genetics of these important ectomycorrhizal fungi.
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Affiliation(s)
- Xiaolin Li
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Lijiao Li
- School of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Zhijie Bao
- School of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Wenying Tu
- School of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Xiaohui He
- School of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Bo Zhang
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Lei Ye
- Soil and Fertilizer Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Xu Wang
- College of Life Sciences, Henan Agricultural University, Zhengzhou, China
| | - Qiang Li
- School of Food and Biological Engineering, Chengdu University, Chengdu, China
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Hasing T, Tang H, Brym M, Khazi F, Huang T, Chambers AH. A phased Vanilla planifolia genome enables genetic improvement of flavour and production. NATURE FOOD 2020; 1:811-819. [PMID: 37128067 DOI: 10.1038/s43016-020-00197-2] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Accepted: 11/09/2020] [Indexed: 05/03/2023]
Abstract
The global supply of vanilla extract is primarily sourced from the cured beans of the tropical orchid species Vanilla planifolia. Vanilla plants were collected from Mesoamerica, clonally propagated and globally distributed as part of the early spice trade. Today, the global food and beverage industry depends on descendants of these original plants that have not generally benefited from genetic improvement. As a result, vanilla growers and processors struggle to meet global demand for vanilla extract and are challenged by inefficient and unsustainable production practices. Here, we report a chromosome-scale, phased V. planifolia genome, which reveals sequence variants for genes that may impact the vanillin pathway and therefore influence bean quality. Resequencing of related vanilla species, including the minor commercial species Vanilla × tahitensis, identified genes that could impact productivity and post-harvest losses through pod dehiscence, flower anatomy and disease resistance. The vanilla genome reported in this study may enable accelerated breeding of vanilla to improve high-value traits.
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Affiliation(s)
| | - Haibao Tang
- Center for Genomics and Biotechnology, Fujian Agricultural and Forestry University, Fuzhou, China
| | - Maria Brym
- Tropical Research and Education Center, Horticultural Sciences Department, University of Florida, Homestead, FL, USA
| | | | | | - Alan H Chambers
- Tropical Research and Education Center, Horticultural Sciences Department, University of Florida, Homestead, FL, USA.
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Evaluation of assembly methods combining long-reads and short-reads to obtain Paenibacillus sp. R4 high-quality complete genome. 3 Biotech 2020; 10:480. [PMID: 33094089 DOI: 10.1007/s13205-020-02474-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 10/07/2020] [Indexed: 10/23/2022] Open
Abstract
We sequenced the Paenibacillus sp. R4 using Oxford Nanopore Technology (ONT), single molecule real-time (SMRT) technology from Pacific Biosciences (PacBio), and Illumina technologies to investigate the application of nanopore reads in de novo sequencing of bacterial genomes. We compared the differences in both genome sequences between genome assemblies using nanopore and PacBio reads and focused on the difference in the prediction of coding sequences. The results indicated that for more accurate predictions of open reading frames, contigs in the assemblies using only PacBio reads also needed to be corrected using short reads with high-quality bases, and repeat regions in genomes did not affect the increase of mispredicted coding sequences via genome polishing significantly. In assemblies using only nanopore reads, genome polishing was essential, but many repeat regions in genomes might increase the number of mispredicted coding sequences via genome polishing. The hybrid assembly combining the long reads and short reads represents the best result for coding sequence predictions in genome assemblies using nanopore reads.
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Misas E, Chow NA, Gómez OM, Muñoz JF, McEwen JG, Litvintseva AP, Clay OK. Mitochondrial Genome Sequences of the Emerging Fungal Pathogen Candida auris. Front Microbiol 2020; 11:560332. [PMID: 33193142 PMCID: PMC7652928 DOI: 10.3389/fmicb.2020.560332] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Accepted: 09/30/2020] [Indexed: 11/25/2022] Open
Abstract
Candida auris is an emerging fungal pathogen capable of causing invasive infections in humans. Since its first appearance around 1996, it has been isolated in countries spanning five continents. C. auris is a yeast that has the potential to cause outbreaks in hospitals, can survive in adverse conditions, including dry surfaces and high temperatures, and has been frequently misidentified by traditional methods. Furthermore, strains have been identified that are resistant to two and even all three of the main classes of antifungals currently in use. Several nuclear genome assemblies of C. auris have been published representing different clades and continents, yet until recently, the mitochondrial genomes (mtDNA chromosomes) of this species and the closely related species of C. haemulonii, C. duobushaemulonii, and C. pseudohaemulonii had not been analyzed in depth. We used reads from PacBio and Illumina sequencing to obtain a de novo reference assembly of the mitochondrial genome of the C. auris clade I isolate B8441 from Pakistan. This assembly has a total size of 28.2 kb and contains 13 core protein-coding genes, 25 tRNAs and the 12S and 16S ribosomal subunits. We then performed a comparative analysis by aligning Illumina reads of 129 other isolates from South Asia, Japan, South Africa, and South America with the B8441 reference. The clades of the phylogenetic tree we obtained from the aligned mtDNA sequences were consistent with those derived from the nuclear genome. The mitochondrial genome revealed a generally low genetic variation within clades, although the South Asian clade displayed two sub-branches including strains from both Pakistan and India. In particular, the 86 isolates from Colombia and Venezuela had mtDNA sequences that were all identical at the base level, i.e., a single conserved haplotype or mitochondrial background that exhibited characteristic differences from the Pakistan reference isolate B8441, such as a unique 25-nt insert that may affect function.
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Affiliation(s)
- Elizabeth Misas
- Cellular and Molecular Biology Unit, Corporación para Investigaciones Biológicas, Medellín, Colombia
- Wisconsin One Health Consortium, Universidad Nacional de Colombia, Medellín, Colombia
| | - Nancy A. Chow
- Mycotic Diseases Branch, Centers for Disease Control and Prevention, Atlanta, GA, United States
| | - Oscar M. Gómez
- Cellular and Molecular Biology Unit, Corporación para Investigaciones Biológicas, Medellín, Colombia
- School of Microbiology, Universidad de Antioquia, Medellín, Colombia
- Genoma CES, Universidad CES, Medellín, Colombia
| | - José F. Muñoz
- Broad Institute of MIT and Harvard, Cambridge, MA, United States
| | - Juan G. McEwen
- Cellular and Molecular Biology Unit, Corporación para Investigaciones Biológicas, Medellín, Colombia
- School of Medicine, Universidad de Antioquia, Medellín, Colombia
| | | | - Oliver K. Clay
- Cellular and Molecular Biology Unit, Corporación para Investigaciones Biológicas, Medellín, Colombia
- Translational Microbiology and Emerging Diseases, School of Medicine and Health Sciences, Universidad del Rosario, Bogotá, Colombia
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