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Delomas TA, Willis SC. Estimating microhaplotype allele frequencies from low-coverage or pooled sequencing data. BMC Bioinformatics 2023; 24:415. [PMID: 37923981 PMCID: PMC10623847 DOI: 10.1186/s12859-023-05554-z] [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: 07/25/2022] [Accepted: 10/30/2023] [Indexed: 11/06/2023] Open
Abstract
BACKGROUND Microhaplotypes have the potential to be more cost-effective than SNPs for applications that require genetic panels of highly variable loci. However, development of microhaplotype panels is hindered by a lack of methods for estimating microhaplotype allele frequency from low-coverage whole genome sequencing or pooled sequencing (pool-seq) data. RESULTS We developed new methods for estimating microhaplotype allele frequency from low-coverage whole genome sequence and pool-seq data. We validated these methods using datasets from three non-model organisms. These methods allowed estimation of allele frequency and expected heterozygosity at depths routinely achieved from pooled sequencing. CONCLUSIONS These new methods will allow microhaplotype panels to be designed using low-coverage WGS and pool-seq data to discover and evaluate candidate loci. The python script implementing the two methods and documentation are available at https://www.github.com/delomast/mhFromLowDepSeq .
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Affiliation(s)
- Thomas A Delomas
- Agricultural Research Service, United States Department of Agriculture, National Cold Water Marine Aquaculture Center, 483 CBLS, 120 Flagg Road, Kingston, RI, 02881, USA.
| | - Stuart C Willis
- Hagerman Genetics Laboratory, Columbia River Inter-Tribal Fish Commission, Hagerman, ID, USA
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Gao G, Waldbieser GC, Youngblood RC, Zhao D, Pietrak MR, Allen MS, Stannard JA, Buchanan JT, Long RL, Milligan M, Burr G, Mejía-Guerra K, Sheehan MJ, Scheffler BE, Rexroad CE, Peterson BC, Palti Y. The generation of the first chromosome-level de novo genome assembly and the development and validation of a 50K SNP array for the St. John River aquaculture strain of North American Atlantic salmon. G3 (BETHESDA, MD.) 2023; 13:jkad138. [PMID: 37335943 PMCID: PMC10468304 DOI: 10.1093/g3journal/jkad138] [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: 04/04/2023] [Revised: 05/26/2023] [Accepted: 05/31/2023] [Indexed: 06/21/2023]
Abstract
Atlantic salmon (Salmo salar) in Northeastern US and Eastern Canada has high economic value for the sport fishing and aquaculture industries. Large differences exist between the genomes of Atlantic salmon of European origin and North American (N.A.) origin. Given the genetic and genomic differences between the 2 lineages, it is crucial to develop unique genomic resources for N.A. Atlantic salmon. Here, we describe the resources that we recently developed for genomic and genetic research in N.A. Atlantic salmon aquaculture. Firstly, a new single nucleotide polymorphism (SNP) database for N.A. Atlantic salmon consisting of 3.1 million putative SNPs was generated using data from whole-genome resequencing of 80 N.A. Atlantic salmon individuals. Secondly, a high-density 50K SNP array enriched for the genic regions of the genome and containing 3 sex determination and 61 putative continent of origin markers was developed and validated. Thirdly, a genetic map composed of 27 linkage groups with 36K SNP markers was generated from 2,512 individuals in 141 full-sib families. Finally, a chromosome-level de novo genome assembly from a male N.A. Atlantic salmon from the St. John River aquaculture strain was generated using PacBio long reads. Information from Hi-C proximity ligation sequences and Bionano optical mapping was used to concatenate the contigs into scaffolds. The assembly contains 1,755 scaffolds and only 1,253 gaps, with a total length of 2.83 Gb and N50 of 17.2 Mb. A BUSCO analysis detected 96.2% of the conserved Actinopterygii genes in the assembly, and the genetic linkage information was used to guide the formation of 27 chromosome sequences. Comparative analysis with the reference genome assembly of the European Atlantic salmon confirmed that the karyotype differences between the 2 lineages are caused by a fission in chromosome Ssa01 and 3 chromosome fusions including the p arm of chromosome Ssa01 with Ssa23, Ssa08 with Ssa29, and Ssa26 with Ssa28. The genomic resources we have generated for Atlantic salmon provide a crucial boost for genetic research and for management of farmed and wild populations in this highly valued species.
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Affiliation(s)
- Guangtu Gao
- USDA-ARS National Center for Cool and Cold Water Aquaculture, 11861 Leetown Road, Kearneysville, WV 25430, USA
| | - Geoffrey C Waldbieser
- USDA-ARS Warmwater Aquaculture Research Unit, 141 Experimental Station Road, Stoneville, MS 38776, USA
| | - Ramey C Youngblood
- Institute for Genomics, Biocomputing and Biotechnology, Mississippi State University, Mississippi State, MS 39762, USA
| | - Dongyan Zhao
- Breeding Insight, 119 CALS Surge Facility, Cornell University, 525 Tower Road, Ithaca, NY 14853, USA
| | - Michael R Pietrak
- USDA-ARS National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME 04634, USA
| | - Melissa S Allen
- Center for Aquaculture Technologies, 8395 Camino Santa Fe, San Diego, CA 92121, USA
| | - Jason A Stannard
- Center for Aquaculture Technologies, 8395 Camino Santa Fe, San Diego, CA 92121, USA
| | - John T Buchanan
- Center for Aquaculture Technologies, 8395 Camino Santa Fe, San Diego, CA 92121, USA
| | - Roseanna L Long
- USDA-ARS National Center for Cool and Cold Water Aquaculture, 11861 Leetown Road, Kearneysville, WV 25430, USA
| | - Melissa Milligan
- USDA-ARS National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME 04634, USA
| | - Gary Burr
- USDA-ARS National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME 04634, USA
| | - Katherine Mejía-Guerra
- Breeding Insight, 119 CALS Surge Facility, Cornell University, 525 Tower Road, Ithaca, NY 14853, USA
| | - Moira J Sheehan
- Breeding Insight, 119 CALS Surge Facility, Cornell University, 525 Tower Road, Ithaca, NY 14853, USA
| | - Brian E Scheffler
- USDA-ARS Genomics and Bioinformatics Research Unit, 141 Experimental Station Road, Stoneville, MS 38776, USA
| | - Caird E Rexroad
- USDA-ARS Office of National Programs, George Washington Carver Center Room 4-2106, 5601 Sunnyside Avenue, Beltsville, MD 20705, USA
| | - Brian C Peterson
- USDA-ARS National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME 04634, USA
| | - Yniv Palti
- USDA-ARS National Center for Cool and Cold Water Aquaculture, 11861 Leetown Road, Kearneysville, WV 25430, USA
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Harahap Y, Nurahman F, Purwanto DJ, Yanuar A. The correlation between the level of 3-hydroxypropyl mercapturic acid, CYP2B6 polymorphisms, and hematuria occurrences after cyclophosphamide administration and its bioanalytical methods: A systematic review. Heliyon 2021; 7:e08126. [PMID: 34746455 PMCID: PMC8551512 DOI: 10.1016/j.heliyon.2021.e08126] [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: 06/07/2021] [Revised: 07/21/2021] [Accepted: 09/30/2021] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND Cyclophosphamide (CPA) is a cytotoxic prodrug that needs to be metabolized by cytochrome P450 enzymes, like CYP2B6. Unfortunately, CYP2B6 is a very polymorphic enzyme and can cause a change in 3-hydroxypropyl mercapturic acid (3-HPMA), the most found CYP metabolite in urine levels. Change in 3-HPMA levels can also indicate the level change in its precursor, acrolein, which is responsible for the hematuria incidence after CPA administration.This review's purpose is to obtain a conclusion about the optimal 3-HPMA analysis method in urine after the administration of cyclophosphamide using liquid chromatography-tandem mass spectrometry (LC-MS/MS) through literature review from previous studies. Also, this review was written to examine the relationship between levels of 3-HPMA in urine, polymorphisms of CYP2B6 enzymes, and the incidence of hematuria after cyclophosphamide administration in cancer patients. METHODS Major databases, such as Universitas Indonesia's library database ScienceDirect, PubMed/Medline, Frontiers Media, and Google Scholar database, were used to find both published and unpublished studies without a time limit until 2020. Studies on pharmacokinetics, pharmacodynamics, drug therapy monitoring of cyclophosphamide, bioanalysis, and polymerase chain reaction (PCR) published in Indonesian and English were included. Meanwhile, non-related studies or studies written in other languages besides Indonesian and English were excluded. Two independent reviewers screened the titles, abstracts, and full-text manuscripts. Data obtained from eligible sources were used to answer the purpose of this review in a narrative form. RESULTS The authors found 436 related studies from various databases and websites. Then, the authors narrowed it down into 62 pieces of literature by removing the duplicates and reviewing the abstracts and full-text manuscripts. Out of 62 sources, the authors found 30 studies that explained 3-HPMA analysis using LC/MS-MS, CYP2B6 polymorphisms, and hematuria occurrences. The authors used those 30 studies to build a conclusion regarding the purpose of this study. We strengthened the results with some additional information from the other 32 eligible sources. CONCLUSIONS The authors conclude that according to literature searches from previous studies, the optimal 3-HPMA analysis method in urine after cyclophosphamide administration using LC-MS/MS is using triple quadrupole LC-MS/MS; source of positive ion electrospray ionization (ESI); mobile phase combination of 0.1% formic acid in water (A) - 0.1% formic acid in acetonitrile (90:10 v/v) (B); the Acquity® BEH C18 column (2.1 × 100 mm; 1.7 μm); injection volume of 10 μl; flow rate of 0.2 ml/minute; gradient elution method. Detection was carried out using mass spectrometry with m/z ratio of 222.10 > 90 for 3-HPMA and m/z 164.10 > 122 for n-acetylcysteine (NAC). The optimum sample preparation method is acidification and dilution ratio of 1:5 v/v. Also, there is a relationship between 3-HPMA levels, CYP2B6 polymorphisms, and the occurrences of hematuria after the administration of cyclophosphamide, which is a type of CYP2B6 polymorph, namely CYP2B6∗6, can increase cyclophosphamide hydroxylation so that it can increase the levels of acrolein and 3-HPMA, as its metabolites, and risk of hematuria. ETHICS AND DISSEMINATION This research does not use human participants, human data, or human tissue for being directly studied for the review. Therefore, ethics approval and consent to participate are not applicable. REGISTRATION This research has not been registered yet.
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Affiliation(s)
- Yahdiana Harahap
- Faculty of Pharmacy, Universitas Indonesia, Depok, 16424, West Java, Indonesia
- Faculty of Military Pharmacy, Indonesia Defense University, Bogor, West Java, Indonesia
| | - Farhan Nurahman
- Faculty of Pharmacy, Universitas Indonesia, Depok, 16424, West Java, Indonesia
| | - Denni Joko Purwanto
- Faculty of Military Pharmacy, Indonesia Defense University, Bogor, West Java, Indonesia
| | - Arry Yanuar
- Faculty of Pharmacy, Universitas Indonesia, Depok, 16424, West Java, Indonesia
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