Microbial function and genital inflammation in young South African women at high risk of HIV infection

被引:28
作者
Alisoltani, Arghavan [1 ,2 ]
Manhanzva, Monalisa T. [1 ]
Potgieter, Matthys [3 ,4 ]
Balle, Christina [5 ]
Bell, Liam [6 ]
Ross, Elizabeth [6 ]
Iranzadeh, Arash [3 ]
du Plessis, Michelle [6 ]
Radzey, Nina [1 ]
McDonald, Zac [6 ]
Calder, Bridget [4 ]
Allali, Imane [3 ,7 ,8 ]
Mulder, Nicola [3 ,9 ,10 ]
Dabee, Smritee [1 ,11 ]
Barnabas, Shaun [1 ]
Gamieldien, Hoyam [1 ]
Godzik, Adam [2 ]
Blackburn, Jonathan M. [4 ,9 ]
Tabb, David L. [9 ,12 ,13 ]
Bekker, Linda-Gail [9 ,14 ]
Jaspan, Heather B. [5 ,9 ,11 ]
Passmore, Jo-Ann S. [1 ,9 ,15 ,16 ]
Masson, Lindi [1 ,9 ,15 ,17 ,18 ]
机构
[1] Univ Cape Town, Dept Pathol, Div Med Virol, ZA-7925 Cape Town, South Africa
[2] Univ Calif Riverside, Div Biomed Sci, Sch Med, Riverside, CA 92521 USA
[3] Univ Cape Town, Dept Integrat Biomed Sci, Computat Biol Div, ZA-7925 Cape Town, South Africa
[4] Univ Cape Town, Dept Integrat Biomed Sci, Div Chem & Syst Biol, ZA-7925 Cape Town, South Africa
[5] Univ Cape Town, Dept Pathol, Div Immunol, ZA-7925 Cape Town, South Africa
[6] Ctr Prote & Genom Res, ZA-7925 Cape Town, South Africa
[7] Mohammed V Univ, Dept Biol, Lab Human Pathol Biol, Rabat, Morocco
[8] Mohammed V Univ, Genom Ctr Human Pathol, Rabat, Morocco
[9] Univ Cape Town, Inst Infect Dis & Mol Med IDM, ZA-7925 Cape Town, South Africa
[10] Univ Cape Town, Ctr Infect Dis Res CIDRI, Africa Wellcome Trust Ctr, ZA-7925 Cape Town, South Africa
[11] Univ Washington, Seattle Childrens Res Inst, Seattle, WA 98101 USA
[12] Stellenbosch Univ, Bioinformat Unit, South African TB Bioinformat Initiat, ZA-7602 Stellenbosch, South Africa
[13] Stellenbosch Univ, DST NRF Ctr Excellence Biomed TB Res, ZA-7602 Stellenbosch, South Africa
[14] Univ Cape Town, Desmond Tutu HIV Ctr, ZA-7925 Cape Town, South Africa
[15] Ctr AIDS Programme Res South Africa, ZA-4013 Durban, South Africa
[16] Natl Hlth Lab Serv, ZA-7925 Cape Town, South Africa
[17] Burnet Inst, Dis Eliminat Program, Life Sci Discipline, 85 Commercial Rd, Melbourne, Vic 3004, Australia
[18] Monash Univ, Cent Clin Sch, Melbourne, Vic 3004, Australia
基金
英国医学研究理事会; 新加坡国家研究基金会;
关键词
Metaproteomics; Microbiome; Microbial function; Female genital tract; Inflammation; Cytokine; SEXUALLY-TRANSMITTED INFECTIONS; BACTERIAL VAGINOSIS; ACQUISITION; CONTRACEPTION; CYTOKINES; TRACT;
D O I
10.1186/s40168-020-00932-8
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Background Female genital tract (FGT) inflammation is an important risk factor for HIV acquisition. The FGT microbiome is closely associated with inflammatory profile; however, the relative importance of microbial activities has not been established. Since proteins are key elements representing actual microbial functions, this study utilized metaproteomics to evaluate the relationship between FGT microbial function and inflammation in 113 young and adolescent South African women at high risk of HIV infection. Women were grouped as having low, medium, or high FGT inflammation by K-means clustering according to pro-inflammatory cytokine concentrations. Results A total of 3186 microbial and human proteins were identified in lateral vaginal wall swabs using liquid chromatography-tandem mass spectrometry, while 94 microbial taxa were included in the taxonomic analysis. Both metaproteomics and 16S rRNA gene sequencing analyses showed increased non-optimal bacteria and decreased lactobacilli in women with FGT inflammatory profiles. However, differences in the predicted relative abundance of most bacteria were observed between 16S rRNA gene sequencing and metaproteomics analyses. Bacterial protein functional annotations (gene ontology) predicted inflammatory cytokine profiles more accurately than bacterial relative abundance determined by 16S rRNA gene sequence analysis, as well as functional predictions based on 16S rRNA gene sequence data (p < 0.0001). The majority of microbial biological processes were underrepresented in women with high inflammation compared to those with low inflammation, including a Lactobacillus-associated signature of reduced cell wall organization and peptidoglycan biosynthesis. This signature remained associated with high FGT inflammation in a subset of 74 women 9 weeks later, was upheld after adjusting for Lactobacillus relative abundance, and was associated with in vitro inflammatory cytokine responses to Lactobacillus isolates from the same women. Reduced cell wall organization and peptidoglycan biosynthesis were also associated with high FGT inflammation in an independent sample of ten women. Conclusions Both the presence of specific microbial taxa in the FGT and their properties and activities are critical determinants of FGT inflammation. Our findings support those of previous studies suggesting that peptidoglycan is directly immunosuppressive, and identify a possible avenue for biotherapeutic development to reduce inflammation in the FGT. To facilitate further investigations of microbial activities, we have developed the FGT-DB application that is available at .
引用
收藏
页数:21
相关论文
共 43 条
[1]   Evaluating the potential of residual Pap test fluid as a resource for the metaproteomic analysis of the cervical-vaginal microbiome [J].
Afiuni-Zadeh, Somaieh ;
Boylan, Kristin L. M. ;
Jagtap, Pratik D. ;
Griffin, Timothy J. ;
Rudney, Joel D. ;
Peterson, Marnie L. ;
Skubitz, Amy P. N. .
SCIENTIFIC REPORTS, 2018, 8
[2]   Cervicovaginal Bacteria Are a Major Modulator of Host Inflammatory Responses in the Female Genital Tract [J].
Anahtar, Melis N. ;
Byme, Elizabeth H. ;
Doherty, Kathleen E. ;
Bowman, Brittany A. ;
Yamamoto, Hidemi S. ;
Soumillon, Magali ;
Padavattan, Nikita ;
Ismail, Nasreen ;
Moodley, Amber ;
Sabatini, Mary E. ;
Ghebremichael, Musie S. ;
Nusbaum, Chad ;
Huttenhower, Curtis ;
Virgin, Herbert W. ;
Ndung'u, Thumbi ;
Dong, Krista L. ;
Walker, Bruce D. ;
Fichorova, Raina N. ;
Kwon, Douglas S. .
IMMUNITY, 2015, 42 (05) :965-976
[3]  
[Anonymous], **NON-TRADITIONAL**
[4]   Increased levels of inflammatory cytokines in the female reproductive tract are associated with altered expression of proteases, mucosal barrier proteins, and an influx of HIV-susceptible target cells [J].
Arnold, Kelly B. ;
Burgener, Adam ;
Birse, Kenzie ;
Romas, Laura ;
Dunphy, Laura J. ;
Shahabi, Kamnoosh ;
Abou, Max ;
Westmacott, Garrett R. ;
McCorrister, Stuart ;
Kwatampora, Jessie ;
Nyanga, Billy ;
Kimani, Joshua ;
Masson, Lindi ;
Liebenberg, Lenine J. ;
Karim, Salim S. Abdool ;
Passmore, Jo-Ann S. ;
Lauffenburger, Douglas A. ;
Kaul, Rupert ;
McKinnon, Lyle R. .
MUCOSAL IMMUNOLOGY, 2016, 9 (01) :194-205
[5]   Endocervical and vaginal microbiota in South African adolescents with asymptomatic Chlamydia trachomatis infection [J].
Balle, Christina ;
Lennard, Katie ;
Dabee, Smritee ;
Barnabas, Shaun L. ;
Jaumdally, Shameem Z. ;
Gasper, Melanie A. ;
Maseko, Venessa ;
Mbulawa, Zizipho Z. A. ;
Williamson, Anna-Lise ;
Bekker, Linda-Gail ;
Lewis, David A. ;
Passmore, Jo-Ann S. ;
Jaspan, Heather B. .
SCIENTIFIC REPORTS, 2018, 8
[6]   Converging epidemics of sexually transmitted infections and bacterial vaginosis in southern African female adolescents at risk of HIV [J].
Barnabas, Shaun L. ;
Dabee, Smritee ;
Passmore, Jo-Ann S. ;
Jaspan, Heather B. ;
Lewis, David A. ;
Jaumdally, Shameem Z. ;
Gamieldien, Hoyam ;
Masson, Lindi ;
Muller, Etienne ;
Maseko, Venessa D. ;
Mkhize, Nonhlanhla ;
Mbulawa, Zizipho ;
Williamson, Anna-Lise ;
Gray, Clive M. ;
Hope, Thomas J. ;
Chiodi, Francesca ;
Dietrich, Janan ;
Gray, Glenda ;
Bekker, Linda-Gail .
INTERNATIONAL JOURNAL OF STD & AIDS, 2018, 29 (06) :531-539
[7]   Methodologies and Perspectives of Proteomics Applied to Filamentous Fungi: From Sample Preparation to Secretome Analysis [J].
Bianco, Linda ;
Perrotta, Gaetano .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2015, 16 (03) :5803-5829
[8]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[9]   Comprehensive Proteomic Study Identifies Serpin and Cystatin Antiproteases as Novel Correlates of HIV-1 Resistance in the Cervicovaginal Mucosa of Female Sex Workers [J].
Burgener, A. ;
Rahman, S. ;
Ahmad, R. ;
Lajoie, J. ;
Ramdahin, S. ;
Mesa, C. ;
Brunet, S. ;
Wachihi, C. ;
Kimani, J. ;
Fowke, K. ;
Carr, S. ;
Plummer, F. ;
Ball, T. B. .
JOURNAL OF PROTEOME RESEARCH, 2011, 10 (11) :5139-5149
[10]  
Callahan BJ, 2016, NAT METHODS, V13, P581, DOI [10.1038/NMETH.3869, 10.1038/nmeth.3869]