PMID- 30384854 OWN - NLM STAT- MEDLINE DCOM- 20190211 LR - 20221207 IS - 1471-2164 (Electronic) IS - 1471-2164 (Linking) VI - 19 IP - 1 DP - 2018 Nov 1 TI - ALPHLARD: a Bayesian method for analyzing HLA genes from whole genome sequence data. PG - 790 LID - 10.1186/s12864-018-5169-9 [doi] LID - 790 AB - BACKGROUND: Although human leukocyte antigen (HLA) genotyping based on amplicon, whole exome sequence (WES), and RNA sequence data has been achieved in recent years, accurate genotyping from whole genome sequence (WGS) data remains a challenge due to the low depth. Furthermore, there is no method to identify the sequences of unknown HLA types not registered in HLA databases. RESULTS: We developed a Bayesian model, called ALPHLARD, that collects reads potentially generated from HLA genes and accurately determines a pair of HLA types for each of HLA-A, -B, -C, -DPA1, -DPB1, -DQA1, -DQB1, and -DRB1 genes at 3rd field resolution. Furthermore, ALPHLARD can detect rare germline variants not stored in HLA databases and call somatic mutations from paired normal and tumor sequence data. We illustrate the capability of ALPHLARD using 253 WES data and 25 WGS data from Illumina platforms. By comparing the results of HLA genotyping from SBT and amplicon sequencing methods, ALPHLARD achieved 98.8% for WES data and 98.5% for WGS data at 2nd field resolution. We also detected three somatic point mutations and one case of loss of heterozygosity in the HLA genes from the WGS data. CONCLUSIONS: ALPHLARD showed good performance for HLA genotyping even from low-coverage data. It also has a potential to detect rare germline variants and somatic mutations in HLA genes. It would help to fill in the current gaps in HLA reference databases and unveil the immunological significance of somatic mutations identified in HLA genes. FAU - Hayashi, Shuto AU - Hayashi S AD - Human Genome Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan. FAU - Yamaguchi, Rui AU - Yamaguchi R AD - Human Genome Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan. FAU - Mizuno, Shinichi AU - Mizuno S AD - Center for Advanced Medical Innovation, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka, 812-8582, Japan. FAU - Komura, Mitsuhiro AU - Komura M AD - Human Genome Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan. FAU - Miyano, Satoru AU - Miyano S AD - Human Genome Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan. FAU - Nakagawa, Hidewaki AU - Nakagawa H AD - RIKEN Center for Integrative Medical Sciences, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan. FAU - Imoto, Seiya AU - Imoto S AUID- ORCID: 0000-0002-2989-308X AD - Health Intelligence Center, The Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan. imoto@ims.u-tokyo.ac.jp. LA - eng GR - 15H02775/Japan Society for the Promotion of Science/ GR - 15H05912/Japan Society for the Promotion of Science/ PT - Journal Article DEP - 20181101 PL - England TA - BMC Genomics JT - BMC genomics JID - 100965258 RN - 0 (HLA Antigens) SB - IM MH - Algorithms MH - Alleles MH - *Bayes Theorem MH - Computational Biology/*methods MH - Databases, Genetic MH - *Genome, Human MH - Genomics/*methods MH - Genotype MH - HLA Antigens/*genetics MH - Humans MH - Mutation MH - Exome Sequencing MH - *Whole Genome Sequencing PMC - PMC6211482 OTO - NOTNLM OT - Bayesian hierarchical model OT - Cancer immunogenomics OT - HLA genotyping OT - Markov chain Monte Carlo OT - Next generation sequencing OT - Whole exome sequencing OT - Whole genome sequencing COIS- ETHICS APPROVAL AND CONSENT TO PARTICIPATE: All of the human subjects agreed with informed consent to participate in the study following ICGC guidelines [27]. IRBs at RIKEN and the associated hospitals participating in this study approved this work. CONSENT FOR PUBLICATION: Not applicable. COMPETING INTERESTS: The authors declare that they have no competing interests. PUBLISHER'S NOTE: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. EDAT- 2018/11/06 06:00 MHDA- 2019/02/12 06:00 PMCR- 2018/11/01 CRDT- 2018/11/03 06:00 PHST- 2018/05/17 00:00 [received] PHST- 2018/10/15 00:00 [accepted] PHST- 2018/11/03 06:00 [entrez] PHST- 2018/11/06 06:00 [pubmed] PHST- 2019/02/12 06:00 [medline] PHST- 2018/11/01 00:00 [pmc-release] AID - 10.1186/s12864-018-5169-9 [pii] AID - 5169 [pii] AID - 10.1186/s12864-018-5169-9 [doi] PST - epublish SO - BMC Genomics. 2018 Nov 1;19(1):790. doi: 10.1186/s12864-018-5169-9.