This Article
Right arrow Full Text
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Services
Right arrow Similar articles in this journal
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Download to citation manager
Right arrowReprints and Permissions
Right arrow Copyright Information
Right arrow Books from ASM Press
Right arrow MicrobeWorld
Citing Articles
Right arrow Citing Articles via HighWire
Right arrow Citing Articles via Google Scholar
Google Scholar
Right arrow Articles by Yusim, K.
Right arrow Articles by Korber, B. T.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Yusim, K.
Right arrow Articles by Korber, B. T.

 Previous Article  |  Next Article 

Journal of Virology, September 2002, p. 8757-8768, Vol. 76, No. 17
0022-538X/02/$04.00+0     DOI: 10.1128/JVI.76.17.8757-8768.2002
Copyright © 2002, American Society for Microbiology. All Rights Reserved.

Clustering Patterns of Cytotoxic T-Lymphocyte Epitopes in Human Immunodeficiency Virus Type 1 (HIV-1) Proteins Reveal Imprints of Immune Evasion on HIV-1 Global Variation

Karina Yusim,1,2 Can Kesmir,3,4 Brian Gaschen,1 Marylyn M. Addo,5 Marcus Altfeld,5 Søren Brunak,4 Alexandre Chigaev,6 Vincent Detours,1,2 and Bette T. Korber1,2*

Los Alamos National Laboratory, Los Alamos, New Mexico 87545,1 Santa Fe Institute, Santa Fe, New Mexico 87501,2 Theoretical Biology Group, Utrecht University, 3584 CH Utrecht, The Netherlands,3 Center for Biological Sequence Analysis, BioCentrum-DTU, Technical University of Denmark, DK-2800 Lyngby, Denmark,4 Partners AIDS Research Center, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02129,5 Department of Pathology, Cancer Research and Treatment Center, University of New Mexico Health Sciences Center, Albuquerque, New Mexico 871316

Received 25 April 2002/ Accepted 21 May 2002

The human cytotoxic T-lymphocyte (CTL) response to human immunodeficiency virus type 1 (HIV-1) has been intensely studied, and hundreds of CTL epitopes have been experimentally defined, published, and compiled in the HIV Molecular Immunology Database. Maps of CTL epitopes on HIV-1 protein sequences reveal that defined epitopes tend to cluster. Here we integrate the global sequence and immunology databases to systematically explore the relationship between HIV-1 amino acid sequences and CTL epitope distributions. CTL responses to five HIV-1 proteins, Gag p17, Gag p24, reverse transcriptase (RT), Env, and Nef, have been particularly well characterized in the literature to date. Through comparing CTL epitope distributions in these five proteins to global protein sequence alignments, we identified distinct characteristics of HIV amino acid sequences that correlate with CTL epitope localization. First, experimentally defined HIV CTL epitopes are concentrated in relatively conserved regions. Second, the highly variable regions that lack epitopes bear cumulative evidence of past immune escape that may make them relatively refractive to CTLs: a paucity of predicted proteasome processing sites and an enrichment for amino acids that do not serve as C-terminal anchor residues. Finally, CTL epitopes are more highly concentrated in alpha-helical regions of proteins. Based on amino acid sequence characteristics, in a blinded fashion, we predicted regions in HIV regulatory and accessory proteins that would be likely to contain CTL epitopes; these predictions were then validated by comparison to new sets of experimentally defined epitopes in HIV-1 Rev, Tat, Vif, and Vpr.


* Corresponding author. Mailing address: HIV Sequence Database, Mail Stop K710, Los Alamos National Laboratory, Los Alamos, NM 87545. Phone: (505) 665-4453. Fax: (505) 665-3493. E-mail: btk{at}lanl.gov.


Journal of Virology, September 2002, p. 8757-8768, Vol. 76, No. 17
0022-538X/02/$04.00+0     DOI: 10.1128/JVI.76.17.8757-8768.2002
Copyright © 2002, American Society for Microbiology. All Rights Reserved.




This article has been cited by other articles:

  • Korber, B. T., Letvin, N. L., Haynes, B. F. (2009). T-Cell Vaccine Strategies for Human Immunodeficiency Virus, the Virus with a Thousand Faces. J. Virol. 83: 8300-8314 [Full Text]  
  • Brumme, Z. L., Walker, B. D. (2009). Tracking the culprit: HIV-1 evolution and immune selection revealed by single-genome amplification. JEM 206: 1215-1218 [Abstract] [Full Text]  
  • Schneidewind, A., Brumme, Z. L., Brumme, C. J., Power, K. A., Reyor, L. L., O'Sullivan, K., Gladden, A., Hempel, U., Kuntzen, T., Wang, Y. E., Oniangue-Ndza, C., Jessen, H., Markowitz, M., Rosenberg, E. S., Sekaly, R.-P., Kelleher, A. D., Walker, B. D., Allen, T. M. (2009). Transmission and Long-Term Stability of Compensated CD8 Escape Mutations. J. Virol. 83: 3993-3997 [Abstract] [Full Text]  
  • Yerly, D., Heckerman, D., Allen, T., Suscovich, T. J., Jojic, N., Kadie, C., Pichler, W. J., Cerny, A., Brander, C. (2008). Design, Expression, and Processing of Epitomized Hepatitis C Virus-Encoded CTL Epitopes. J. Immunol. 181: 6361-6370 [Abstract] [Full Text]  
  • Yerly, D., Heckerman, D., Allen, T. M., Chisholm, J. V. III, Faircloth, K., Linde, C. H., Frahm, N., Timm, J., Pichler, W. J., Cerny, A., Brander, C. (2008). Increased Cytotoxic T-Lymphocyte Epitope Variant Cross-Recognition and Functional Avidity Are Associated with Hepatitis C Virus Clearance. J. Virol. 82: 3147-3153 [Abstract] [Full Text]  
  • Peters, H. O., Mendoza, M. G., Capina, R. E., Luo, M., Mao, X., Gubbins, M., Nagelkerke, N. J. D., MacArthur, I., Sheardown, B. B., Kimani, J., Wachihi, C., Thavaneswaran, S., Plummer, F. A. (2008). An Integrative Bioinformatic Approach for Studying Escape Mutations in Human Immunodeficiency Virus Type 1 gag in the Pumwani Sex Worker Cohort. J. Virol. 82: 1980-1992 [Abstract] [Full Text]  
  • Liu, Y., McNevin, J., Zhao, H., Tebit, D. M., Troyer, R. M., McSweyn, M., Ghosh, A. K., Shriner, D., Arts, E. J., McElrath, M. J., Mullins, J. I. (2007). Evolution of Human Immunodeficiency Virus Type 1 Cytotoxic T-Lymphocyte Epitopes: Fitness-Balanced Escape. J. Virol. 81: 12179-12188 [Abstract] [Full Text]  
  • Frahm, N., Kaufmann, D. E., Yusim, K., Muldoon, M., Kesmir, C., Linde, C. H., Fischer, W., Allen, T. M., Li, B., McMahon, B. H., Faircloth, K. L., Hewitt, H. S., Mackey, E. W., Miura, T., Khatri, A., Wolinsky, S., McMichael, A., Funkhouser, R. K., Walker, B. D., Brander, C., Korber, B. T. (2007). Increased Sequence Diversity Coverage Improves Detection of HIV-Specific T Cell Responses. J. Immunol. 179: 6638-6650 [Abstract] [Full Text]  
  • Frater, A. J., Brown, H., Oxenius, A., Gunthard, H. F., Hirschel, B., Robinson, N., Leslie, A. J., Payne, R., Crawford, H., Prendergast, A., Brander, C., Kiepiela, P., Walker, B. D., Goulder, P. J. R., McLean, A., Phillips, R. E., and the Swiss HIV-Cohort Study, (2007). Effective T-Cell Responses Select Human Immunodeficiency Virus Mutants and Slow Disease Progression. J. Virol. 81: 6742-6751 [Abstract] [Full Text]  
  • Willberg, C. B., Pillai, S. K., Sharp, E. R., Rosenberg, M. G., Agudelo, J. D., Barbour, J. D., Nixon, D. F. (2007). Rational Peptide Selection To Detect Human Immunodeficiency Virus Type 1-Specific T-Cell Responses under Resource-Limited Conditions. CVI 14: 785-788 [Abstract] [Full Text]  
  • Malhotra, U., Li, F., Nolin, J., Allison, M., Zhao, H., Mullins, J. I., Self, S., McElrath, M. J. (2007). Enhanced Detection of Human Immunodeficiency Virus Type 1 (HIV-1) Nef-Specific T Cells Recognizing Multiple Variants in Early HIV-1 Infection. J. Virol. 81: 5225-5237 [Abstract] [Full Text]  
  • Gnanakaran, S., Lang, D., Daniels, M., Bhattacharya, T., Derdeyn, C. A., Korber, B. (2007). Clade-Specific Differences between Human Immunodeficiency Virus Type 1 Clades B and C: Diversity and Correlations in C3-V4 Regions of gp120. J. Virol. 81: 4886-4891 [Abstract] [Full Text]  
  • Bhattacharya, T., Daniels, M., Heckerman, D., Foley, B., Frahm, N., Kadie, C., Carlson, J., Yusim, K., McMahon, B., Gaschen, B., Mallal, S., Mullins, J. I., Nickle, D. C., Herbeck, J., Rousseau, C., Learn, G. H., Miura, T., Brander, C., Walker, B., Korber, B. (2007). Founder Effects in the Assessment of HIV Polymorphisms and HLA Allele Associations. Science 315: 1583-1586 [Abstract] [Full Text]  
  • Zimbwa, P., Milicic, A., Frater, J., Scriba, T. J., Willis, A., Goulder, P. J. R., Pillay, T., Gunthard, H., Weber, J. N., Zhang, H.-T., Phillips, R. E. (2007). Precise Identification of a Human Immunodeficiency Virus Type 1 Antigen Processing Mutant. J. Virol. 81: 2031-2038 [Abstract] [Full Text]  
  • Li, B., Gladden, A. D., Altfeld, M., Kaldor, J. M., Cooper, D. A., Kelleher, A. D., Allen, T. M. (2007). Rapid Reversion of Sequence Polymorphisms Dominates Early Human Immunodeficiency Virus Type 1 Evolution. J. Virol. 81: 193-201 [Abstract] [Full Text]  
  • Liu, Y., McNevin, J., Cao, J., Zhao, H., Genowati, I., Wong, K., McLaughlin, S., McSweyn, M. D., Diem, K., Stevens, C. E., Maenza, J., He, H., Nickle, D. C., Shriner, D., Holte, S. E., Collier, A. C., Corey, L., McElrath, M. J., Mullins, J. I. (2006). Selection on the Human Immunodeficiency Virus Type 1 Proteome following Primary Infection. J. Virol. 80: 9519-9529 [Abstract] [Full Text]  
  • Weaver, E. A., Lu, Z., Camacho, Z. T., Moukdar, F., Liao, H.-X., Ma, B.-J., Muldoon, M., Theiler, J., Nabel, G. J., Letvin, N. L., Korber, B. T., Hahn, B. H., Haynes, B. F., Gao, F. (2006). Cross-Subtype T-Cell Immune Responses Induced by a Human Immunodeficiency Virus Type 1 Group M Consensus Env Immunogen. J. Virol. 80: 6745-6756 [Abstract] [Full Text]  
  • Martinez-Picado, J., Prado, J. G., Fry, E. E., Pfafferott, K., Leslie, A., Chetty, S., Thobakgale, C., Honeyborne, I., Crawford, H., Matthews, P., Pillay, T., Rousseau, C., Mullins, J. I., Brander, C., Walker, B. D., Stuart, D. I., Kiepiela, P., Goulder, P. (2006). Fitness Cost of Escape Mutations in p24 Gag in Association with Control of Human Immunodeficiency Virus Type 1.. J. Virol. 80: 3617-3623 [Abstract] [Full Text]  
  • Bihl, F., Frahm, N., Di Giammarino, L., Sidney, J., John, M., Yusim, K., Woodberry, T., Sango, K., Hewitt, H. S., Henry, L., Linde, C. H., Chisholm, J. V. III, Zaman, T. M., Pae, E., Mallal, S., Walker, B. D., Sette, A., Korber, B. T., Heckerman, D., Brander, C. (2006). Impact of HLA-B Alleles, Epitope Binding Affinity, Functional Avidity, and Viral Coinfection on the Immunodominance of Virus-Specific CTL Responses. J. Immunol. 176: 4094-4101 [Abstract] [Full Text]  
  • Kavanagh, D. G., Kaufmann, D. E., Sunderji, S., Frahm, N., Le Gall, S., Boczkowski, D., Rosenberg, E. S., Stone, D. R., Johnston, M. N., Wagner, B. S., Zaman, M. T., Brander, C., Gilboa, E., Walker, B. D., Bhardwaj, N. (2006). Expansion of HIV-specific CD4+ and CD8+ T cells by dendritic cells transfected with mRNA encoding cytoplasm- or lysosome-targeted Nef. Blood 107: 1963-1969 [Abstract] [Full Text]  
  • Allen, T. M., Altfeld, M., Geer, S. C., Kalife, E. T., Moore, C., O'Sullivan, K. M., DeSouza, I., Feeney, M. E., Eldridge, R. L., Maier, E. L., Kaufmann, D. E., Lahaie, M. P., Reyor, L., Tanzi, G., Johnston, M. N., Brander, C., Draenert, R., Rockstroh, J. K., Jessen, H., Rosenberg, E. S., Mallal, S. A., Walker, B. D. (2005). Selective Escape from CD8+ T-Cell Responses Represents a Major Driving Force of Human Immunodeficiency Virus Type 1 (HIV-1) Sequence Diversity and Reveals Constraints on HIV-1 Evolution. J. Virol. 79: 13239-13249 [Abstract] [Full Text]  
  • Geels, M. J., Dubey, S. A., Anderson, K., Baan, E., Bakker, M., Pollakis, G., Paxton, W. A., Shiver, J. W., Goudsmit, J. (2005). Broad Cross-Clade T-Cell Responses to Gag in Individuals Infected with Human Immunodeficiency Virus Type 1 Non-B Clades (A to G): Importance of HLA Anchor Residue Conservation. J. Virol. 79: 11247-11258 [Abstract] [Full Text]  
  • Koibuchi, T., Allen, T. M., Lichterfeld, M., Mui, S. K., O'Sullivan, K. M., Trocha, A., Kalams, S. A., Johnson, R. P., Walker, B. D. (2005). Limited Sequence Evolution within Persistently Targeted CD8 Epitopes in Chronic Human Immunodeficiency Virus Type 1 Infection. J. Virol. 79: 8171-8181 [Abstract] [Full Text]  
  • Peretz, Y., Alter, G., Boisvert, M.-P., Hatzakis, G., Tsoukas, C. M., Bernard, N. F. (2005). Human Immunodeficiency Virus (HIV)-Specific Gamma Interferon Secretion Directed against All Expressed HIV Genes: Relationship to Rate of CD4 Decline. J. Virol. 79: 4908-4917 [Abstract] [Full Text]  
  • Altfeld, M., Allen, T. M., Kalife, E. T., Frahm, N., Addo, M. M., Mothe, B. R., Rathod, A., Reyor, L. L., Harlow, J., Yu, X. G., Perkins, B., Robinson, L. K., Sidney, J., Alter, G., Lichterfeld, M., Sette, A., Rosenberg, E. S., Goulder, P. J. R., Brander, C., Walker, B. D. (2005). The Majority of Currently Circulating Human Immunodeficiency Virus Type 1 Clade B Viruses Fail To Prime Cytotoxic T-Lymphocyte Responses against an Otherwise Immunodominant HLA-A2-Restricted Epitope: Implications for Vaccine Design. J. Virol. 79: 5000-5005 [Abstract] [Full Text]  
  • Genovese, D., Dettori, S., Argentini, C., Villano, U., Chionne, P., Angelico, M., Rapicetta, M. (2005). Molecular Epidemiology of Hepatitis C Virus Genotype 4 Isolates in Egypt and Analysis of the Variability of Envelope Proteins E1 and E2 in Patients with Chronic Hepatitis. J. Clin. Microbiol. 43: 1902-1909 [Abstract] [Full Text]  
  • O'Connor, D. H., McDermott, A. B., Krebs, K. C., Dodds, E. J., Miller, J. E., Gonzalez, E. J., Jacoby, T. J., Yant, L., Piontkivska, H., Pantophlet, R., Burton, D. R., Rehrauer, W. M., Wilson, N., Hughes, A. L., Watkins, D. I. (2004). A Dominant Role for CD8+-T-Lymphocyte Selection in Simian Immunodeficiency Virus Sequence Variation. J. Virol. 78: 14012-14022 [Abstract] [Full Text]  
  • Jones, N. A., Wei, X., Flower, D. R., Wong, M., Michor, F., Saag, M. S., Hahn, B. H., Nowak, M. A., Shaw, G. M., Borrow, P. (2004). Determinants of Human Immunodeficiency Virus Type 1 Escape from the Primary CD8+ Cytotoxic T Lymphocyte Response. JEM 200: 1243-1256 [Abstract] [Full Text]  
  • Piontkivska, H., Hughes, A. L. (2004). Between-Host Evolution of Cytotoxic T-Lymphocyte Epitopes in Human Immunodeficiency Virus Type 1: an Approach Based on Phylogenetically Independent Comparisons. J. Virol. 78: 11758-11765 [Abstract] [Full Text]  
  • Scherer, A., Frater, J., Oxenius, A., Agudelo, J., Price, D. A., Gunthard, H. F., Barnardo, M., Perrin, L., Hirschel, B., Phillips, R. E., McLean, A. R., The Swiss HIV Cohort Study, (2004). From the Cover: Quantifiable cytotoxic T lymphocyte responses and HLA-related risk of progression to AIDS. Proc. Natl. Acad. Sci. USA 101: 12266-12270 [Abstract] [Full Text]  
  • McKinney, D. M., Skvoretz, R., Livingston, B. D., Wilson, C. C., Anders, M., Chesnut, R. W., Sette, A., Essex, M., Novitsky, V., Newman, M. J. (2004). Recognition of Variant HIV-1 Epitopes from Diverse Viral Subtypes by Vaccine-Induced CTL. J. Immunol. 173: 1941-1950 [Abstract] [Full Text]  
  • SenGupta, D., Norris, P. J., Suscovich, T. J., Hassan-Zahraee, M., Moffett, H. F., Trocha, A., Draenert, R., Goulder, P. J. R., Binder, R. J., Levey, D. L., Walker, B. D., Srivastava, P. K., Brander, C. (2004). Heat Shock Protein-Mediated Cross-Presentation of Exogenous HIV Antigen on HLA Class I and Class II. J. Immunol. 173: 1987-1993 [Abstract] [Full Text]  
  • Allen, T. M., Altfeld, M., Yu, X. G., O'Sullivan, K. M., Lichterfeld, M., Le Gall, S., John, M., Mothe, B. R., Lee, P. K., Kalife, E. T., Cohen, D. E., Freedberg, K. A., Strick, D. A., Johnston, M. N., Sette, A., Rosenberg, E. S., Mallal, S. A., Goulder, P. J. R., Brander, C., Walker, B. D. (2004). Selection, Transmission, and Reversion of an Antigen-Processing Cytotoxic T-Lymphocyte Escape Mutation in Human Immunodeficiency Virus Type 1 Infection. J. Virol. 78: 7069-7078 [Abstract] [Full Text]  
  • de Oliveira, T., Salemi, M., Gordon, M., Vandamme, A.-M., van Rensburg, E. J., Engelbrecht, S., Coovadia, H. M., Cassol, S. (2004). Mapping Sites of Positive Selection and Amino Acid Diversification in the HIV Genome: An Alternative Approach to Vaccine Design?. Genetics 167: 1047-1058 [Abstract] [Full Text]  
  • Kumar, P., Sulochana, P., Nirmala, G., Haridattatreya, M., Satchidanandam, V. (2004). Conserved amino acids 193-324 of non-structural protein 3 are a dominant source of peptide determinants for CD4+ and CD8+ T cells in a healthy Japanese encephalitis virus-endemic cohort. J. Gen. Virol. 85: 1131-1143 [Abstract] [Full Text]  
  • Frahm, N., Korber, B. T., Adams, C. M., Szinger, J. J., Draenert, R., Addo, M. M., Feeney, M. E., Yusim, K., Sango, K., Brown, N. V., SenGupta, D., Piechocka-Trocha, A., Simonis, T., Marincola, F. M., Wurcel, A. G., Stone, D. R., Russell, C. J., Adolf, P., Cohen, D., Roach, T., StJohn, A., Khatri, A., Davis, K., Mullins, J., Goulder, P. J. R., Walker, B. D., Brander, C. (2004). Consistent Cytotoxic-T-Lymphocyte Targeting of Immunodominant Regions in Human Immunodeficiency Virus across Multiple Ethnicities. J. Virol. 78: 2187-2200 [Abstract] [Full Text]  
  • Choisy, M., Woelk, C. H., Guegan, J.-F., Robertson, D. L. (2004). Comparative Study of Adaptive Molecular Evolution in Different Human Immunodeficiency Virus Groups and Subtypes. J. Virol. 78: 1962-1970 [Abstract] [Full Text]  
  • Samino, Y., Lopez, D., Guil, S., de Leon, P., Del Val, M. (2004). An Endogenous HIV Envelope-derived Peptide without the Terminal NH3+ Group Anchor Is Physiologically Presented by Major Histocompatibility Complex Class I Molecules. J. Biol. Chem. 279: 1151-1160 [Abstract] [Full Text]  
  • Wilson, C. C., McKinney, D., Anders, M., MaWhinney, S., Forster, J., Crimi, C., Southwood, S., Sette, A., Chesnut, R., Newman, M. J., Livingston, B. D. (2003). Development of a DNA Vaccine Designed to Induce Cytotoxic T Lymphocyte Responses to Multiple Conserved Epitopes in HIV-1. J. Immunol. 171: 5611-5623 [Abstract] [Full Text]  
  • O'Connor, D. H., Mothe, B. R., Weinfurter, J. T., Fuenger, S., Rehrauer, W. M., Jing, P., Rudersdorf, R. R., Liebl, M. E., Krebs, K., Vasquez, J., Dodds, E., Loffredo, J., Martin, S., McDermott, A. B., Allen, T. M., Wang, C., Doxiadis, G. G., Montefiori, D. C., Hughes, A., Burton, D. R., Allison, D. B., Wolinsky, S. M., Bontrop, R., Picker, L. J., Watkins, D. I. (2003). Major Histocompatibility Complex Class I Alleles Associated with Slow Simian Immunodeficiency Virus Disease Progression Bind Epitopes Recognized by Dominant Acute-Phase Cytotoxic-T-Lymphocyte Responses. J. Virol. 77: 9029-9040 [Abstract] [Full Text]  
  • Altfeld, M., Addo, M. M., Shankarappa, R., Lee, P. K., Allen, T. M., Yu, X. G., Rathod, A., Harlow, J., O'Sullivan, K., Johnston, M. N., Goulder, P. J. R., Mullins, J. I., Rosenberg, E. S., Brander, C., Korber, B., Walker, B. D. (2003). Enhanced Detection of Human Immunodeficiency Virus Type 1-Specific T-Cell Responses to Highly Variable Regions by Using Peptides Based on Autologous Virus Sequences. J. Virol. 77: 7330-7340 [Abstract] [Full Text]  
  • Lucchiari-Hartz, M., Lindo, V., Hitziger, N., Gaedicke, S., Saveanu, L., van Endert, P. M., Greer, F., Eichmann, K., Niedermann, G. (2003). Differential proteasomal processing of hydrophobic and hydrophilic protein regions: Contribution to cytotoxic T lymphocyte epitope clustering in HIV-1-Nef. Proc. Natl. Acad. Sci. USA 100: 7755-7760 [Abstract] [Full Text]  
  • Karlsson, A. C., Deeks, S. G., Barbour, J. D., Heiken, B. D., Younger, S. R., Hoh, R., Lane, M., Sallberg, M., Ortiz, G. M., Demarest, J. F., Liegler, T., Grant, R. M., Martin, J. N., Nixon, D. F. (2003). Dual Pressure from Antiretroviral Therapy and Cell-Mediated Immune Response on the Human Immunodeficiency Virus Type 1 Protease Gene. J. Virol. 77: 6743-6752 [Abstract] [Full Text]  
  • Addo, M. M., Yu, X. G., Rathod, A., Cohen, D., Eldridge, R. L., Strick, D., Johnston, M. N., Corcoran, C., Wurcel, A. G., Fitzpatrick, C. A., Feeney, M. E., Rodriguez, W. R., Basgoz, N., Draenert, R., Stone, D. R., Brander, C., Goulder, P. J. R., Rosenberg, E. S., Altfeld, M., Walker, B. D. (2003). Comprehensive Epitope Analysis of Human Immunodeficiency Virus Type 1 (HIV-1)-Specific T-Cell Responses Directed against the Entire Expressed HIV-1 Genome Demonstrate Broadly Directed Responses, but No Correlation to Viral Load. J. Virol. 77: 2081-2092 [Abstract] [Full Text]