Single cell immune profiling of dengue virus patients reveals intact immune responses to Zika virus with enrichment of innate immune signatures

被引:16
作者
Zhao, Yujiao [1 ]
Amodio, Matthew [2 ]
Vander Wyk, Brent [1 ]
Gerritsen, Bram [3 ]
Kumar, Mahesh M. [4 ]
van Dijk, David [2 ]
Moon, Kevin [2 ]
Wang, Xiaomei [1 ]
Malawista, Anna [1 ]
Richards, Monique M. [1 ]
Cahill, Megan E. [1 ]
Desai, Anita [5 ]
Sivadasan, Jayasree [6 ]
Venkataswamy, Manjunatha M. [5 ]
Ravi, Vasanthapuram [5 ]
Fikrig, Erol [1 ]
Kumar, Priti [1 ]
Kleinstein, Steven H. [3 ,7 ]
Krishnaswamy, Smita [2 ]
Montgomery, Ruth R. [1 ,4 ]
机构
[1] Yale Sch Med, Dept Internal Med, New Haven, CT 06510 USA
[2] Yale Sch Med, Dept Genet, New Haven, CT USA
[3] Yale Sch Med, Dept Pathol, New Haven, CT USA
[4] Yale Sch Med, Program Human Translat Immunol, New Haven, CT 06510 USA
[5] Natl Inst Mental Hlth & NeuroSci NIMHANS, Dept Neurovirol, Bangalore, Karnataka, India
[6] Apollo Hosp, Bangalore, Karnataka, India
[7] Yale Sch Med, Program Computat Biol & Bioinformat, New Haven, CT USA
来源
PLOS NEGLECTED TROPICAL DISEASES | 2020年 / 14卷 / 03期
关键词
WEST-NILE-VIRUS; CD8; T-CELLS; SYSTEMS IMMUNOLOGY; CUMULATIVE INCIDENCE; UNITED-STATES; INFECTION; ANTIBODIES; SUSCEPTIBILITY; TRANSMISSION; ENHANCEMENT;
D O I
10.1371/journal.pntd.0008112
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Author summary Mosquitoes carry many globally important human pathogens including a family of related viruses: dengue virus, West Nile virus, Yellow Fever virus, and recently of critical significance, Zika virus. The Zika virus epidemic emerged very rapidly in the susceptible South American population and in many cases immune responses were unable to control the infection. Immune history is a key element of susceptibility or resistance to severe disease. We examined whether pre-existing infection would skew or divert immune resources and might play a role in the severity of Zika infection in the Americas. Using samples from dengue patients and healthy controls from India, we tested functional responses to Zika virus in the context of pre-existing dengue infection. We quantified frequency and functional status of 36 individual cell subsets in depth using advanced profiling techniques and a novel deep learning algorithm. We showed an intact response to new infection with Zika virus which was enriched for early innate immune pathways and robust even during existing dengue infection. Thus, our study suggests that concurrent dengue infection would not be expected to impair immune responses to new infection with Zika virus. The genus Flavivirus contains many mosquito-borne human pathogens of global epidemiological importance such as dengue virus, West Nile virus, and Zika virus, which has recently emerged at epidemic levels. Infections with these viruses result in divergent clinical outcomes ranging from asymptomatic to fatal. Myriad factors influence infection severity including exposure, immune status and pathogen/host genetics. Furthermore, pre-existing infection may skew immune pathways or divert immune resources. We profiled immune cells from dengue virus-infected individuals by multiparameter mass cytometry (CyTOF) to define functional status. Elevations in IFN beta were noted in acute patients across the majority of cell types and were statistically elevated in 31 of 36 cell subsets. We quantified response to in vitro (re)infection with dengue or Zika viruses and detected a striking pattern of upregulation of responses to Zika infection by innate cell types which was not noted in response to dengue virus. Significance was discovered by statistical analysis as well as a neural network-based clustering approach which identified unusual cell subsets overlooked by conventional manual gating. Of public health importance, patient cells showed significant enrichment of innate cell responses to Zika virus indicating an intact and robust anti-Zika response despite the concurrent dengue infection.
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页数:25
相关论文
共 99 条
[1]   Origin and differentiation of human memory CD8 T cells after vaccination [J].
Akondy, Rama S. ;
Fitch, Mark ;
Edupuganti, Srilatha ;
Yang, Shu ;
Kissick, Haydn T. ;
Li, Kelvin W. ;
Youngblood, Ben A. ;
Abdelsamed, Hossam A. ;
McGuire, Donald J. ;
Cohen, Kristen W. ;
Alexe, Gabriela ;
Nagar, Shashi ;
McCausland, Megan M. ;
Gupta, Satish ;
Tata, Pramila ;
Haining, W. Nicholas ;
McElrath, M. Juliana ;
Zhang, David ;
Hu, Bin ;
Greenleaf, William J. ;
Goronzy, Jorg J. ;
Mulligan, Mark J. ;
Hellerstein, Marc ;
Ahmed, Rafi .
NATURE, 2017, 552 (7685) :362-+
[2]   Exploring single-cell data with deep multitasking neural networks [J].
Amodio, Matthew ;
van Dijk, David ;
Srinivasan, Krishnan ;
Chen, William S. ;
Mohsen, Hussein ;
Moon, Kevin R. ;
Campbell, Allison ;
Zhao, Yujiao ;
Wang, Xiaomei ;
Venkataswamy, Manjunatha ;
Desai, Anita ;
Ravi, V. ;
Kumar, Priti ;
Montgomery, Ruth ;
Wolf, Guy ;
Krishnaswamy, Smita .
NATURE METHODS, 2019, 16 (11) :1139-+
[3]  
[Anonymous], 2009, Prev. Control
[4]  
[Anonymous], 2017, EASILY INSTALL LOAD
[5]  
[Anonymous], W NIL VIR DIS CAS RE
[6]  
[Anonymous], P 2 INT C BIOM ONT I
[7]   Human systems immunology: Hypothesis-based modeling and unbiased data-driven approaches [J].
Arazi, Arnon ;
Pendergraft, William F., III ;
Ribeiro, Ruy M. ;
Perelson, Alan S. ;
Hacohen, Nir .
SEMINARS IN IMMUNOLOGY, 2013, 25 (03) :193-200
[8]   Innate immune control of West Nile virus infection [J].
Arjona, Alvaro ;
Wang, Penghua ;
Montgomery, Ruth R. ;
Fikrig, Erol .
CELLULAR MICROBIOLOGY, 2011, 13 (11) :1648-1658
[9]   Multicohort analysis reveals baseline transcriptional predictors of influenza vaccination responses [J].
Avey, Stefan ;
Cheung, Foo ;
Fermin, Damian ;
Frelinger, Jacob ;
Gaujoux, Renaud ;
Gottardo, Raphael ;
Khatri, Purvesh ;
Kleinstein, Steven H. ;
Kotliarov, Yuri ;
Meng, Hailong ;
Sauteraud, Renan ;
Shen-Orr, Shai S. ;
Tsang, John S. ;
Vallania, Francesco ;
Anguiano, Esperanza ;
Baisch, Jeanine ;
Baldwin, Nicole ;
Belshe, Robert B. ;
Blevins, Tamara P. ;
Chaussabel, Damien ;
Davis, Mark M. ;
Fikrig, Erol ;
Grill, Diane E. ;
Hafler, David A. ;
Henrich, Evan ;
Joshi, Samit R. ;
Kaech, Susan M. ;
Kennedy, Rick B. ;
Mohanty, Subhasis ;
Montgomery, Ruth R. ;
Oberg, Ann L. ;
Obermoser, Gerlinde ;
Ovsyannikova, Inna G. ;
Palucka, A. Karolina ;
Pascual, Virginia ;
Poland, Greg A. ;
Pulendran, Bali ;
Reinherz, Ellis L. ;
Shaw, Albert C. ;
Siconolfi, Barbara ;
Stuart, Kenneth D. ;
Tsang, Sui ;
Ueda, Ikuyo ;
Wilson, Jean ;
Zapata, Heidi J. .
SCIENCE IMMUNOLOGY, 2017, 2 (14)
[10]   Differential regulation of toll-like receptor-2, toll-like receptor-4, CD16 and human leucocyte antigen-DR on peripheral blood monocytes during mild and severe dengue fever [J].
Azeredo, Elzinandes L. ;
Neves-Souza, Patricia C. ;
Alvarenga, Allan R. ;
Reis, Sonia R. N. I. ;
Torrentes-Carvalho, Amanda ;
Zagne, Sonia-Maris O. ;
Nogueira, Rita M. R. ;
Oliveira-Pinto, Luzia M. ;
Kubelka, Claire F. .
IMMUNOLOGY, 2010, 130 (02) :202-216