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Juraska M, Bai H, deCamp AC, Magaret CA, Li L, Gillespie K, Carpp LN, Giorgi EE, Ludwig J, Molitor C, Hudson A, Williamson BD, Espy N, Simpkins B, Rudnicki E, Shao D, Rossenkhan R, Edlefsen PT, Westfall DH, Deng W, Chen L, Zhao H, Bhattacharya T, Pankow A, Murrell B, Yssel A, Matten D, York T, Beaume N, Gwashu-Nyangiwe A, Ndabambi N, Thebus R, Karuna ST, Morris L, Montefiori DC, Hural JA, Cohen MS, Corey L, Rolland M, Gilbert PB, Williamson C, Mullins JI. Prevention efficacy of the broadly neutralizing antibody VRC01 depends on HIV-1 envelope sequence features. Proc Natl Acad Sci U S A 2024; 121:e2308942121. [PMID: 38241441 PMCID: PMC10823214 DOI: 10.1073/pnas.2308942121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 11/13/2023] [Indexed: 01/21/2024] Open
Abstract
In the Antibody Mediated Prevention (AMP) trials (HVTN 704/HPTN 085 and HVTN 703/HPTN 081), prevention efficacy (PE) of the monoclonal broadly neutralizing antibody (bnAb) VRC01 (vs. placebo) against HIV-1 acquisition diagnosis varied according to the HIV-1 Envelope (Env) neutralization sensitivity to VRC01, as measured by 80% inhibitory concentration (IC80). Here, we performed a genotypic sieve analysis, a complementary approach to gaining insight into correlates of protection that assesses how PE varies with HIV-1 sequence features. We analyzed HIV-1 Env amino acid (AA) sequences from the earliest available HIV-1 RNA-positive plasma samples from AMP participants diagnosed with HIV-1 and identified Env sequence features that associated with PE. The strongest Env AA sequence correlate in both trials was VRC01 epitope distance that quantifies the divergence of the VRC01 epitope in an acquired HIV-1 isolate from the VRC01 epitope of reference HIV-1 strains that were most sensitive to VRC01-mediated neutralization. In HVTN 704/HPTN 085, the Env sequence-based predicted probability that VRC01 IC80 against the acquired isolate exceeded 1 µg/mL also significantly associated with PE. In HVTN 703/HPTN 081, a physicochemical-weighted Hamming distance across 50 VRC01 binding-associated Env AA positions of the acquired isolate from the most VRC01-sensitive HIV-1 strain significantly associated with PE. These results suggest that incorporating mutation scoring by BLOSUM62 and weighting by the strength of interactions at AA positions in the epitope:VRC01 interface can optimize performance of an Env sequence-based biomarker of VRC01 prevention efficacy. Future work could determine whether these results extend to other bnAbs and bnAb combinations.
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Affiliation(s)
- Michal Juraska
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Hongjun Bai
- U.S. Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD20910
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD20817
| | - Allan C. deCamp
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Craig A. Magaret
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Li Li
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Kevin Gillespie
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Lindsay N. Carpp
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Elena E. Giorgi
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - James Ludwig
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Cindy Molitor
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Aaron Hudson
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Brian D. Williamson
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
- Biostatistics Division, Kaiser Permanente Washington Health Research Institute, Seattle, WA98101
| | - Nicole Espy
- Science and Technology Policy Fellowships, American Association for the Advancement of Science, Washington, DC20005
| | - Brian Simpkins
- Department of Computer Science, Pitzer College, Claremont, CA91711
| | - Erika Rudnicki
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Danica Shao
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Raabya Rossenkhan
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Paul T. Edlefsen
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Dylan H. Westfall
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA98195
| | - Wenjie Deng
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA98195
| | - Lennie Chen
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA98195
| | - Hong Zhao
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA98195
| | | | - Alec Pankow
- Department of Microbiology, Tumor, and Cell Biology, Karolinska Institutet, Solna171 77, Sweden
| | - Ben Murrell
- Department of Microbiology, Tumor, and Cell Biology, Karolinska Institutet, Solna171 77, Sweden
| | - Anna Yssel
- Institute of Infectious Disease and Molecular Medicine, and Wellcome Centre for Infectious Diseases Research in Africa, Department of Pathology, Faculty of Health Sciences, University of Cape Town and National Health Laboratory Service, Cape Town7701, South Africa
| | - David Matten
- Institute of Infectious Disease and Molecular Medicine, and Wellcome Centre for Infectious Diseases Research in Africa, Department of Pathology, Faculty of Health Sciences, University of Cape Town and National Health Laboratory Service, Cape Town7701, South Africa
| | - Talita York
- Institute of Infectious Disease and Molecular Medicine, and Wellcome Centre for Infectious Diseases Research in Africa, Department of Pathology, Faculty of Health Sciences, University of Cape Town and National Health Laboratory Service, Cape Town7701, South Africa
| | - Nicolas Beaume
- Institute of Infectious Disease and Molecular Medicine, and Wellcome Centre for Infectious Diseases Research in Africa, Department of Pathology, Faculty of Health Sciences, University of Cape Town and National Health Laboratory Service, Cape Town7701, South Africa
| | - Asanda Gwashu-Nyangiwe
- Institute of Infectious Disease and Molecular Medicine, and Wellcome Centre for Infectious Diseases Research in Africa, Department of Pathology, Faculty of Health Sciences, University of Cape Town and National Health Laboratory Service, Cape Town7701, South Africa
| | - Nonkululeko Ndabambi
- Institute of Infectious Disease and Molecular Medicine, and Wellcome Centre for Infectious Diseases Research in Africa, Department of Pathology, Faculty of Health Sciences, University of Cape Town and National Health Laboratory Service, Cape Town7701, South Africa
| | - Ruwayhida Thebus
- Institute of Infectious Disease and Molecular Medicine, and Wellcome Centre for Infectious Diseases Research in Africa, Department of Pathology, Faculty of Health Sciences, University of Cape Town and National Health Laboratory Service, Cape Town7701, South Africa
| | - Shelly T. Karuna
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Lynn Morris
- HIV Virology Section, National Institute for Communicable Diseases, National Health Laboratory Service, Johannesburg2192, South Africa
- Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg2000, South Africa
- Centre for the AIDS Programme of Research in South Africa, University of KwaZulu-Natal, Durban4041, South Africa
| | | | - John A. Hural
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
| | - Myron S. Cohen
- Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, Chapel Hill, NC27599
| | - Lawrence Corey
- Department of Medicine, University of Washington, Seattle, WA98195
- Department of Laboratory Medicine, University of Washington, Seattle, WA98195
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA98109
| | - Morgane Rolland
- U.S. Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD20910
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD20817
| | - Peter B. Gilbert
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA98109
- Department of Biostatistics, University of Washington, Seattle, WA98195
- Department of Global Health, University of Washington, Seattle, WA98195
| | - Carolyn Williamson
- Institute of Infectious Disease and Molecular Medicine, and Wellcome Centre for Infectious Diseases Research in Africa, Department of Pathology, Faculty of Health Sciences, University of Cape Town and National Health Laboratory Service, Cape Town7701, South Africa
| | - James I. Mullins
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA98195
- Department of Global Health, University of Washington, Seattle, WA98195
- Department of Microbiology, University of Washington, Seattle, WA98109
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Mkhize NN, Yssel AEJ, Kaldine H, van Dorsten RT, Woodward Davis AS, Beaume N, Matten D, Lambson B, Modise T, Kgagudi P, York T, Westfall DH, Giorgi EE, Korber B, Anthony C, Mapengo RE, Bekker V, Domin E, Eaton A, Deng W, DeCamp A, Huang Y, Gilbert PB, Gwashu-Nyangiwe A, Thebus R, Ndabambi N, Mielke D, Mgodi N, Karuna S, Edupuganti S, Seaman MS, Corey L, Cohen MS, Hural J, McElrath MJ, Mullins JI, Montefiori D, Moore PL, Williamson C, Morris L. Neutralization profiles of HIV-1 viruses from the VRC01 Antibody Mediated Prevention (AMP) trials. PLoS Pathog 2023; 19:e1011469. [PMID: 37384759 PMCID: PMC10337935 DOI: 10.1371/journal.ppat.1011469] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 07/12/2023] [Accepted: 06/07/2023] [Indexed: 07/01/2023] Open
Abstract
The VRC01 Antibody Mediated Prevention (AMP) efficacy trials conducted between 2016 and 2020 showed for the first time that passively administered broadly neutralizing antibodies (bnAbs) could prevent HIV-1 acquisition against bnAb-sensitive viruses. HIV-1 viruses isolated from AMP participants who acquired infection during the study in the sub-Saharan African (HVTN 703/HPTN 081) and the Americas/European (HVTN 704/HPTN 085) trials represent a panel of currently circulating strains of HIV-1 and offer a unique opportunity to investigate the sensitivity of the virus to broadly neutralizing antibodies (bnAbs) being considered for clinical development. Pseudoviruses were constructed using envelope sequences from 218 individuals. The majority of viruses identified were clade B and C; with clades A, D, F and G and recombinants AC and BF detected at lower frequencies. We tested eight bnAbs in clinical development (VRC01, VRC07-523LS, 3BNC117, CAP256.25, PGDM1400, PGT121, 10-1074 and 10E8v4) for neutralization against all AMP placebo viruses (n = 76). Compared to older clade C viruses (1998-2010), the HVTN703/HPTN081 clade C viruses showed increased resistance to VRC07-523LS and CAP256.25. At a concentration of 1μg/ml (IC80), predictive modeling identified the triple combination of V3/V2-glycan/CD4bs-targeting bnAbs (10-1074/PGDM1400/VRC07-523LS) as the best against clade C viruses and a combination of MPER/V3/CD4bs-targeting bnAbs (10E8v4/10-1074/VRC07-523LS) as the best against clade B viruses, due to low coverage of V2-glycan directed bnAbs against clade B viruses. Overall, the AMP placebo viruses represent a valuable resource for defining the sensitivity of contemporaneous circulating viral strains to bnAbs and highlight the need to update reference panels regularly. Our data also suggests that combining bnAbs in passive immunization trials would improve coverage of global viruses.
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Affiliation(s)
- Nonhlanhla N. Mkhize
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Anna E. J. Yssel
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Haajira Kaldine
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Rebecca T. van Dorsten
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- South African Medical Research Council Antiviral Gene Therapy Research Unit, School of Pathology, Faculty of Health Sciences University of the Witwatersrand, Johannesburg, South Africa
| | - Amanda S. Woodward Davis
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
| | - Nicolas Beaume
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - David Matten
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Bronwen Lambson
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Tandile Modise
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Prudence Kgagudi
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Talita York
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Dylan H. Westfall
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
| | - Elena E. Giorgi
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
| | - Bette Korber
- Los Alamos National Laboratory, Los Alamos, New Mexico, United States of America
| | - Colin Anthony
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Rutendo E. Mapengo
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Valerie Bekker
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
| | - Elizabeth Domin
- Department of Surgery, Duke University, Durham, North Carolina, United States of America
| | - Amanda Eaton
- Department of Surgery, Duke University, Durham, North Carolina, United States of America
| | - Wenjie Deng
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
| | - Allan DeCamp
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
| | - Yunda Huang
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
| | - Peter B. Gilbert
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
| | - Asanda Gwashu-Nyangiwe
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Ruwayhida Thebus
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Nonkululeko Ndabambi
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Dieter Mielke
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
- Department of Surgery, Duke University, Durham, North Carolina, United States of America
| | - Nyaradzo Mgodi
- University of Zimbabwe College of Health Sciences Clinical Trials Research Centre, Harare, Zimbabwe
| | - Shelly Karuna
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
| | - Srilatha Edupuganti
- Division of Infectious Diseases, Department of Medicine, Emory University, Decatur, Georgia, United States of America
| | - Michael S. Seaman
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Lawrence Corey
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
- Department of Laboratory Medicine, University of Washington, Seattle, Washington, United States of America
| | - Myron S. Cohen
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North-Carolina, United States of America
| | - John Hural
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
| | - M. Juliana McElrath
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America
| | - James I. Mullins
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
| | - David Montefiori
- Department of Surgery, Duke University, Durham, North Carolina, United States of America
| | - Penny L. Moore
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), University of KwaZulu Natal, Durban, South Africa
| | - Carolyn Williamson
- Institute for Infectious Diseases and Molecular Medicine, Division of Medical Virology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), University of KwaZulu Natal, Durban, South Africa
- National Health Laboratory Service, Cape Town, South Africa
| | - Lynn Morris
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- SA MRC Antibody Immunity Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), University of KwaZulu Natal, Durban, South Africa
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Santiago JC, Westfall DH, Adams SV, Okuku F, Phipps W, Mullins JI. Variation within major internal repeats of KSHV in vivo. Virus Evol 2023; 9:vead034. [PMID: 37325087 PMCID: PMC10266750 DOI: 10.1093/ve/vead034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 05/09/2023] [Accepted: 05/18/2023] [Indexed: 06/17/2023] Open
Abstract
Kaposi's sarcoma-associated herpesvirus (KSHV) is the etiologic agent of Kaposi's sarcoma (KS), yet the viral genetic factors that lead to the development of KS in KSHV-infected individuals have not been fully elucidated. Nearly, all previous analyses of KSHV genomic evolution and diversity have excluded the three major internal repeat regions: the two origins of lytic replication, internal repeats 1 and 2 (IR1 and IR2), and the latency-associated nuclear antigen (LANA) repeat domain (LANAr). These regions encode protein domains that are essential to the KSHV infection cycle but have been rarely sequenced due to their extended repetitive nature and high guanine and cytosine (GC) content. The limited data available suggest that their sequences and repeat lengths are more heterogeneous across individuals than in the remainder of the KSHV genome. To assess their diversity, the full-length IR1, IR2, and LANAr sequences, tagged with unique molecular identifiers (UMIs), were obtained by Pacific Biosciences' single-molecule real-time sequencing (SMRT-UMI) from twenty-four tumors and six matching oral swabs from sixteen adults in Uganda with advanced KS. Intra-host single-nucleotide variation involved an average of 0.16 per cent of base positions in the repeat regions compared to a nearly identical average of 0.17 per cent of base positions in the remainder of the genome. Tandem repeat unit (TRU) counts varied by only one from the intra-host consensus in a majority of individuals. Including the TRU indels, the average intra-host pairwise identity was 98.3 per cent for IR1, 99.6 per cent for IR2 and 98.9 per cent for LANAr. More individuals had mismatches and variable TRU counts in IR1 (twelve/sixteen) than in IR2 (two/sixteen). There were no open reading frames in the Kaposin coding sequence inside IR2 in at least fifty-five of ninety-six sequences. In summary, the KSHV major internal repeats, like the rest of the genome in individuals with KS, have low diversity. IR1 was the most variable among the repeats, and no intact Kaposin reading frames were present in IR2 of the majority of genomes sampled.
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Affiliation(s)
| | - Dylan H Westfall
- Department of Microbiology, University of Washington, 960 Republican St, Seattle, WA 98109-4325, USA
| | - Scott V Adams
- Global Oncology and Vaccine and Infectious Diseases Division,Fred Hutchinson Cancer Center, 1100 Eastlake Ave, Seattle, 98109-4487 WA, USA
| | - Fred Okuku
- Uganda Cancer Institute, Upper Mulago Hill Road, Kampala, Uganda
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Westfall DH, Deng W, Pankow A, Murrell H, Chen L, Zhao H, Williamson C, Rolland M, Murrell B, Mullins JI. Optimized SMRT-UMI protocol produces highly accurate sequence datasets from diverse populations - application to HIV-1 quasispecies. bioRxiv 2023:2023.02.23.529831. [PMID: 36865215 PMCID: PMC9980183 DOI: 10.1101/2023.02.23.529831] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
Pathogen diversity resulting in quasispecies can enable persistence and adaptation to host defenses and therapies. However, accurate quasispecies characterization can be impeded by errors introduced during sample handling and sequencing which can require extensive optimizations to overcome. We present complete laboratory and bioinformatics workflows to overcome many of these hurdles. The Pacific Biosciences single molecule real-time platform was used to sequence PCR amplicons derived from cDNA templates tagged with universal molecular identifiers (SMRT-UMI). Optimized laboratory protocols were developed through extensive testing of different sample preparation conditions to minimize between-template recombination during PCR and the use of UMI allowed accurate template quantitation as well as removal of point mutations introduced during PCR and sequencing to produce a highly accurate consensus sequence from each template. Handling of the large datasets produced from SMRT-UMI sequencing was facilitated by a novel bioinformatic pipeline, Probabilistic Offspring Resolver for Primer IDs (PORPIDpipeline), that automatically filters and parses reads by sample, identifies and discards reads with UMIs likely created from PCR and sequencing errors, generates consensus sequences, checks for contamination within the dataset, and removes any sequence with evidence of PCR recombination or early cycle PCR errors, resulting in highly accurate sequence datasets. The optimized SMRT-UMI sequencing method presented here represents a highly adaptable and established starting point for accurate sequencing of diverse pathogens. These methods are illustrated through characterization of human immunodeficiency virus (HIV) quasispecies.
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Affiliation(s)
- Dylan H. Westfall
- Department of Microbiology, University of Washington Schools of Medicine and Public Health, Seattle, WA 98195-8070 US
| | - Wenjie Deng
- Department of Microbiology, University of Washington Schools of Medicine and Public Health, Seattle, WA 98195-8070 US
| | - Alec Pankow
- Department of Microbiology, University of Washington Schools of Medicine and Public Health, Seattle, WA 98195-8070 US
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Hugh Murrell
- Division of Medical Virology, Department of Pathology, University of Cape Town and National Health Laboratory Services, Cape Town, South Africa
| | - Lennie Chen
- Department of Microbiology, University of Washington Schools of Medicine and Public Health, Seattle, WA 98195-8070 US
| | - Hong Zhao
- Department of Microbiology, University of Washington Schools of Medicine and Public Health, Seattle, WA 98195-8070 US
| | - Carolyn Williamson
- Division of Medical Virology, Department of Pathology, University of Cape Town and National Health Laboratory Services, Cape Town, South Africa
| | - Morgane Rolland
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, 20910, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, Maryland, 20817, USA
| | - Ben Murrell
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, 17717 Stockholm, SE
| | - James I. Mullins
- Department of Microbiology, University of Washington Schools of Medicine and Public Health, Seattle, WA 98195-8070 US
- Department of Medicine, University of Washington Schools of Medicine and Public Health, Seattle, WA 98195-8070 US
- Department of Global Health, University of Washington Schools of Medicine and Public Health, Seattle, WA 98195-8070 US
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5
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Dapp MJ, Kober KM, Chen L, Westfall DH, Wong K, Zhao H, Hall BM, Deng W, Sibley T, Ghorai S, Kim K, Chen N, McHugh S, Au L, Cohen M, Anastos K, Mullins JI. Patterns and rates of viral evolution in HIV-1 subtype B infected females and males. PLoS One 2017; 12:e0182443. [PMID: 29045410 PMCID: PMC5646779 DOI: 10.1371/journal.pone.0182443] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2017] [Accepted: 07/18/2017] [Indexed: 12/18/2022] Open
Abstract
Biological sex differences affect the course of HIV infection, with untreated women having lower viral loads compared to their male counterparts but, for a given viral load, women have a higher rate of progression to AIDS. However, the vast majority of data on viral evolution, a process that is clearly impacted by host immunity and could be impacted by sex differences, has been derived from men. We conducted an intensive analysis of HIV-1 gag and env-gp120 evolution taken over the first 6–11 years of infection from 8 Women’s Interagency HIV Study (WIHS) participants who had not received combination antiretroviral therapy (ART). This was compared to similar data previously collected from men, with both groups infected with HIV-1 subtype B. Early virus populations in men and women were generally homogenous with no differences in diversity between sexes. No differences in ensuing nucleotide substitution rates were found between the female and male cohorts studied herein. As previously reported for men, time to peak diversity in env-gp120 in women was positively associated with time to CD4+ cell count below 200 (P = 0.017), and the number of predicted N-linked glycosylation sites generally increased over time, followed by a plateau or decline, with the majority of changes localized to the V1-V2 region. These findings strongly suggest that the sex differences in HIV-1 disease progression attributed to immune system composition and sensitivities are not revealed by, nor do they impact, global patterns of viral evolution, the latter of which proceeds similarly in women and men.
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Affiliation(s)
- Michael J. Dapp
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Kord M. Kober
- Department of Physiological Nursing, University of California at San Francisco, California, United States of America
| | - Lennie Chen
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Dylan H. Westfall
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Kim Wong
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Hong Zhao
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Breana M. Hall
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Wenjie Deng
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Thomas Sibley
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Suvankar Ghorai
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Katie Kim
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Natalie Chen
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Sarah McHugh
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Lily Au
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Mardge Cohen
- The Core Center, Bureau of Health Services of Cook County, Chicago, Illinois, United States of America
| | - Kathryn Anastos
- Department of Medicine, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - James I. Mullins
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
- Department of Medicine, University of Washington School of Medicine, Seattle, Washington, United States of America
- Department of Global Health, University of Washington School of Medicine, Seattle, Washington, United States of America
- Department of Laboratory Medicine, University of Washington School of Medicine, Seattle, Washington, United States of America
- * E-mail:
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Deng W, Maust BS, Westfall DH, Chen L, Zhao H, Larsen BB, Iyer S, Liu Y, Mullins JI. Indel and Carryforward Correction (ICC): a new analysis approach for processing 454 pyrosequencing data. ACTA ACUST UNITED AC 2013; 29:2402-9. [PMID: 23900188 DOI: 10.1093/bioinformatics/btt434] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
MOTIVATION Pyrosequencing technology provides an important new approach to more extensively characterize diverse sequence populations and detect low frequency variants. However, the promise of this technology has been difficult to realize, as careful correction of sequencing errors is crucial to distinguish rare variants (∼1%) in an infected host with high sensitivity and specificity. RESULTS We developed a new approach, referred to as Indel and Carryforward Correction (ICC), to cluster sequences without substitutions and locally correct only indel and carryforward sequencing errors within clusters to ensure that no rare variants are lost. ICC performs sequence clustering in the order of (i) homopolymer indel patterns only, (ii) indel patterns only and (iii) carryforward errors only, without the requirement of a distance cutoff value. Overall, ICC removed 93-95% of sequencing errors found in control datasets. On pyrosequencing data from a PCR fragment derived from 15 HIV-1 plasmid clones mixed at various frequencies as low as 0.1%, ICC achieved the highest sensitivity and similar specificity compared with other commonly used error correction and variant calling algorithms. AVAILABILITY AND IMPLEMENTATION Source code is freely available for download at http://indra.mullins.microbiol.washington.edu/ICC. It is implemented in Perl and supported on Linux, Mac OS X and MS Windows.
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Affiliation(s)
- Wenjie Deng
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA 98195, USA
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Stack SM, Royer SM, Shearer LA, Chang SB, Giovannoni JJ, Westfall DH, White RA, Anderson LK. Role of fluorescence in situ hybridization in sequencing the tomato genome. Cytogenet Genome Res 2009; 124:339-50. [PMID: 19556785 DOI: 10.1159/000218137] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/04/2008] [Indexed: 11/19/2022] Open
Abstract
The tomato (Solanum lycopersicum L.) genome is being sequenced by a consortium of laboratories in 10 countries. Seventy-seven percent of the tomato genome (DNA) is located in repeat-rich, gene-poor, pericentric heterochromatin, while 23% of the genome is located in repeat-poor, gene-rich, distal euchromatin. It is estimated that approximately 90% of tomato's nuclear genes can be characterized by limiting the sequencing effort to euchromatin while avoiding the problems involved in sequencing the repetitive DNA in heterochromatin. Sequencing is being performed on tomato nuclear DNA cloned into bacterial artificial chromosome (BAC) vectors. Fluorescence in situ hybridization (FISH) is used to help direct the sequencing effort by cytologically demonstrating the location of selected BACs on tomato chromosomes. While mitotic metaphase chromosomes are too short and compact for this purpose, long pachytene chromosomes are ideal. BACs localized in euchromatin can be used confidently as anchors for the assembly of BAC contigs that extend through the euchromatic length of each chromosome arm. Another important role for FISH is identification of BACs near telomeres and near borders with pericentric heterochromatin to indicate that sequencing should not extend much further. This role of FISH is enhanced by our ability to estimate base pair distances between localized BACs and these chromosomal features. Finally, it is noteworthy that when BAC-FISH is combined with chromosomal in situ suppression (CISS) hybridization to block repeats and localize single/low copy sequences, the great majority of BACs localize to single sites. This observation is consistent with tomato being an ancient diploid.
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Affiliation(s)
- S M Stack
- Department of Biology, Colorado State University, Fort Collins, CO 80523-1878, USA.
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