Establishment of normative ranges of the healthy human immune system with comprehensive polychromatic flow cytometry profiling.
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2019-01
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Existing normative flow cytometry data have several limitations including small sample sizes, incompletely described study populations, variable flow cytometry methodology, and limited depth for defining lymphocyte subpopulations. To overcome these issues, we defined high-dimensional flow cytometry reference ranges for the healthy human immune system using Human Immunology Project Consortium methodologies after carefully screening 127 subjects deemed healthy through clinical and laboratory testing. We enrolled subjects in the following age cohorts: 18-29 years, 30-39, 40-49, and 50-66 and enrolled cohorts to ensure an even gender distribution and at least 30% non-Caucasians. From peripheral blood mononuclear cells, flow cytometry reference ranges were defined for >50 immune subsets including T-cell (activation, maturation, T follicular helper and regulatory T cell), B-cell, and innate cells. We also developed a web tool for visualization of the dataset and download of raw data. This dataset provides the immunology community with a resource to compare and extract data from rigorously characterized healthy subjects across age groups, gender and race.
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Yi, John S, Marilyn Rosa-Bray, Janet Staats, Pearl Zakroysky, Cliburn Chan, Melissa A Russo, Chelsae Dumbauld, Scott White, et al. (2019). Establishment of normative ranges of the healthy human immune system with comprehensive polychromatic flow cytometry profiling. PloS one, 14(12). p. e0225512. 10.1371/journal.pone.0225512 Retrieved from https://hdl.handle.net/10161/21778.
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John S Yi
I am an immunologist, with a focus to characterize the immune system in response to infectious and non-infectious diseases including cancer, HIV, autoimmune disease, and transplantation. My goals are to identify novel biomarkers/immune signatures that clinicians can utilize to diagnosis, predict disease outcomes, and determine patients' response to treatment.
Chi Wei Cliburn Chan
Computational immunology (stochastic and spatial models and simulations, T cell signaling, immune regulation)
Statistical methodology for immunological laboratory techniques (flow cytometry, CFSE analysis, receptor-ligand binding and signaling kinetics)
Informatics of the immune system (reference and application ontologies, meta-programming, text mining and machine learning)
Kent James Weinhold
The Weinhold Laboratory is currently focused on utilizing a comprehensive repertoire of highly standardized and formerly validated assay platforms to profile the human immune system in order to identify immunologic signatures that predict disease outcomes. These ongoing studies span a broad range of highly relevant clinical arenas, including: 1) cancer (non-small cell lung cancer, head and neck cancer, glioblastoma neoforme, ovarian cancer, and prostate cancer), 2) autoimmune diseases (rheumatoid arthritis, systemic lupus erythematosis, multiple sclerosis, and myasthenia gravis), 3) pulmonary disease (idiopathic pulmonary fibrosis), 4) solid organ transplantation (lung, kidney, liver, and heart), and 5) inflammatory disorders.
Two of the areas that have been especially active over the past few years include the comprehensive immunologic profiling of cancer patients receiving so-called ‘immune checkpoint blockade’ therapies and the search for immune signatures in lung transplant recipients that track with resistance to CMV infection. The laboratory conducted immune monitoring studies associated with a Phase I trial of Ipilimumab (anti-CTLA-4) in a neoadjuvant setting for the treatment of non-small cell lung cancer (NSCLC). For this trial we extensively utilized several high parameter flow cytometry (PFC) platforms to follow activation, maturation, exhaustion, and proliferation patterns within CD4+ and CD8+ subsets of T-cells. We are also utilizing an intracellular cytokine staining (ICS) platform in efforts to detect anti-tumor associated antigen (TAA) responses by CD4+ and CD8+ T cells from peripheral blood mononuclear cells as well as lymphocytes infiltrating the patients’ tumor. These assays are designed to measure antigen-driven intracellular production of IFN-γ, TNF-α, and IL-2, as well as the degranulation marker CD107a. This strategy enables us to not only document individual cytokine responses, but to also assess (through Boolean gating) changes in relative polyfunctionality of the responses. We have also performed similar immune monitoring of a Phase II trial evaluating nivolumab (anti-PD-1) alone vs. combined nivolumamb + ipilimumab vs. avastin (bevacizamab) alone in patients with glioblastomas. In both studies, we are seeking to identify pharmacodynamics markers and immune correlates predictive of clinical responses. In completed studies of a cohort of lung transplant recipients, we identified specific polyfunctional signatures in CD4+ and CD8+ subsets against CMV pp65 and IE-1 antigens that tracked with resistance to CMV infection (manuscript in preparation). These findings now serve as the basis for a Phase I clinical trial to compare conventional 6-month chemoprophylaxis in lung transplant recipients versus a regimen dictated by the presence or absence of the predictive signatures. This trial is the principal component of a recently awarded Clinical Trials in Organ Transplantation or CTOT award made from the NIH to Duke (Scott Palmer, PI). Ongoing studies will test the hypothesis that these signatures that have been validated in lung transplant recipients will also predict resistance to CMV infection in the context of other solid organ transplants such as kidney, liver, and heart.Future studies will also attempt to identify predictive signatures for resistance to BK polyomavirus, the cause of graft threatening nephritis in kidney transplant recipients and cystitis in bone marrow transplant recipients.
Recent publications
Zidar, D.A., Mudd, J.C., Juchnowski, S., Lopes, J.P., Sparks, S., Park, S.S., Ishikawa, M., Osborne, R., Washam, J.B., Chan, C., Funderburg, N.T., Owoyele, A., Alaiti, M.A., Mayuga, M., Orringer, C., Costa, M.A., Simon, D.I., Tatsuoka, C., Califf, R.M., Newby, L.K., Lederman, M.M., and Weinhold, K.J. Altered maturation status and possible immune exhaustion of CD8 T lymphocytes in the peripheral blood of patients presenting with acute coronary syndromes. Arterioscler., Thromb., and Vasc. Biol. 36(2): 389-397, Feb. 2016 PMID: 26663396
Yi, J.S., Ready, N., Healy, P., Dumbauld, C., Berry, M., Shoemaker, D., Clarke, J., Crawford, J., Tong, B.C., Harpole, D., D’Amico, T.A., McSherry, F., Dunphy, F., McCall, S.J., Christensen, J.D., Wang, X, and Weinhold, K.J. Immune activation in early stage non-small cell lung cancer patients receiving neoadjuvant chemotherapy plus ipilimumab. Clin. Cancer Res. 23(24):7474-7482, 2017. PMCID: PMC5732888.
Reap, E., Suryadevera, C., Batuch, K., Sanchez-Perez, L., Archer, G., Schmittling, R., Norberg, P., Herndon II, J., Healy, P., Congdon, K., Gedeon, P., Campbell, O., Swartz, A., Riccione, K., Yi, J., Hossain-Ibrahim, M., Saraswathula, A., Nair, S., Anastasie, A., Broome, T., Weinhold, K.J., Desjardins, A., Vlahoviv, G., Mclendon, R., Firedman, H., Bigner, D., Fecci, P., Mitchell, D., and Sampson, J. Dendritic cells enhance polyfunctionality of adoptively transferred T cells which target cytomegalovirus in glioblastoma. Cancer Research 78(1):256-264, 2018. PMCID: PMC5754236.
Woroniecka, K., Chongsathidkiet, P., Rhodin, K., Kemeny, H., Dechant, C., Elsamadicy, A.A., Koyama, S., Jackson, C., Farber, H.S., Elsamadicy, A.A., Cui, X., Koyama, S., Jackson, C., Hansen, L., Bigner, D.D., Giles, A., Healy, P., Dranoff, G., Weinhold, K.J., Dunn, G.P., and Fecci, P.E. T cell exhaustion signatures vary with tumor type and are severe in glioblastoma. Clin. Cancer Res. Sep 1;24(17)4175-4186, 2018. PMCID: PMC6081269.
Weinhold, K.J., Bukowski, J.F., Brennan, T.V., Noveck, R.J., Staats, J.S., Lin, L., Stempora, L., Hammond, C., Wouters, A., Mojcik, C.F., Cheng, J., Collinge, M., Jesson, M.I., Hazra, A., Biswas, P., Lan, S., Clark, J.D., and Hodge, J.A. Reversibility of peripheral blood leukocyte phenotypic and functional changes after exposure to and withdrawal from tofacitinib, a Janus kinase inhibitor, in healthy volunteers. Clin. Immunology 191:10-20, June 19, 2018. PMCID: PMC6036921.
Berger, M., Oyeyemi, D, Olurinde, M.O., Whitson, H.E., Weinhold, K.J., Woldorff, M.G., Lipsitz, L.A., Moretti, E., Giattino, C.M., Rpberts, K.C., Zhou, J., Bunning, T., Ferrandino, M., Scheri, R.P., Cooter, M., Chan, C., Cabeza, R., Browndyke, J.N., Murdoch, D.M., Devinney, M.J., Shaw, L.M., Cohen, H.J., Mathew, J.P., and the INTUIT Investigators. The INTUIT Study: Investigating neuroinflammation underlying postoperative cognitive dysfunction. J. American Geriatrics Society 67940;794-798, 2019. PMCID: PMC6688749.
Berger, M., Murdoch, D., Staats, J., Chan, C., Thomas J., Garrigues, G., Browndyke, J., Cooter, M., Quinones, Q., Matthew, J., and Weinhold, K.J. Flow cytometry characterization of cerebrospinal fluid monocytes in patients with postoperative cognitive dysfunction (POCD): A pilot study. Anesthesia & Analgesia May 3, 2019 doi: 10.1213/ANE. PMCID: PMC6800758.
Nyanhete, T.E., Frisbee, A., Bradley, T., Faison, W.J., Robins, E., Payne, T.,Freel, S.A., Sawant, S., Weinhold, K.J., Wiehe, K., Haynes, B.F., Ferrari, G., Li, Q-J., Moody, M.A., and Tomaras, G.D. HLA class II-restricted CD8+T cells in HIV-1 virus controllers. Nat. Sci. Rep. 9(1):10165, 2019; PMCID: PMC6629643.
Yi, J.S., Rosa-Bray, M., Staats, J., Zakroysky, P., Chan, C., Russo, M., Dumbauld, C., White, S., Gierman, T., Weinhold, K.J., and Guptill, J.T. Establishment of normative ranges of the healthy immune system with comprehensive polychromatic flow cytometry profiling. PLoS One 14(12):e0225512, Dec.11, 2019. PMCID: PMC6905525.
Healy, Z.R., Weinhold, K.J., and Murdoch D.M. Transcriptional profiling of CD8+ CMV-specific T cell functional subsets obtained using a method for isolating high-quality RNA from fixed and permeabilized cells. Frontiers in Immunology 11:1859, Sep. 2, 2020. PMCID: PMC7492549.
Zhang, T., Harrison, M.R., O’Donnell, P.H., Ajjai, A., Hahn, N.M., Appleman, L.J., Cetnar, J., Burke, J.M., Fleming, M., Miloswsky. M., Mortazavi, A., Shore, N., Sonapavde, G., Schmidt, E., Bitman, B., Munugalavadla, V., Izumi, P., Patel, P., Staats, J., Chan, C., Weinhold, K.J.*and George, D.J.,*senior co-authors. A randomized phase 2 trial of pembrolizumab versus pembrolizumab and acalabrutinib in patients with platinum-resistant metastatic urothelial cancer. Cancer Oct.15, 2020 126(20):4485-4497. PMCID: PMC7590121
Salama, A.K.S., Palta, M., Rushing, C.N., Selim, M.A., Linnet, K.N., Czito, B.G., Yoo, D.S., Hanks, B.A., Beasley, G.M., Mosca, P., Dumbauld, C., Steadman, K.N., Yi, J.S., Weinhold, K.J., Tyler, D.S., Lee, W.T., and Brizel, D.M. Ipilimumab and radiation in patients with high risk resected or regionally advanced melanoma. Clin. Cancer Res. 1 March, 2021 27(5):1287-1295. PMCID: PMC8759408.
Li, Y., Yi, J.S., Russo, M.., Rosa-Bray, M., Weinhold. K.J., and Guptill, J.T. Normative dataset for plasma cytokines in healthy human adults. Data Brief 2021 Feb. 9;35:106857. PMCID: PMC7900339
White, S., Quinn, J., Enzor, E., Staats, J., Mosier, S.M., Almarode, J., Denny, T.N., Weinhold, K., Ferrari, G., and Chan, C. FlowKit: A Python toolkit for integrated manual and automated cytometry analysis workflows. Frontiers in Immunology 12:768541,Nov. 5, 2021. PMCID: PMC8602902.
Sung, B-Y., Lin, Y-H., Shah, P.D., Bieler, J.G., Palmer, S., Weinhold, K.J., Chang, H-R., Huang, H., Avery, R.K., Schneck, J., and Chiu, Y-L. Wnt activation promotes memory T cell polyfunctionality via epigenetic regulator PRMT1. J. Clin. Invest. 132(2):e140508, January 18, 2022. PMCID: PMC8759796.
Lusk, J.B., Quinones, Q.J., Staats, J.S., Weinhold, K.J., Grossi, P.M., Laskowitz, D.T., and James, M.L. Coupling hematoma evacuation with immune profiling for analysis of neuroinflammation after primary intracerebral hemorrhage: a pilot study. World Neurosurg. 2022 May;161:162-168 PMCID:PMID:35217228.
Brown, Landon C., Halabi, S., Somarelli, J., Humeniuk, M., Wu, Y., Oyekunle, T., Howard, L., Huang, J., Anand, M., Davies, C., Patel, P., Staats, J., Weinhold, K.J., Harrison, M.R., Zhang, T., George, D.J., and Armstrong, A.J. A phase 2 trial of avelumab in men with aggressive-variant or neuroendocrine prostate cancer. Prostate Cancer and Prostatic Diseases 25(4):762-769, 2022. PMCID: PMC8933335.
Khatri, A., Todd, J.L., Kelly, F.L., Nagler, A., Ji, Z., Jain, V., Gregory, S..G., Weinhold, K.J., and Palmer, S.M. JAK-STAT activation in basal cells contributes to cytotoxic T-cell mediated basal cell death in human chronic lung allograft dusfunction. JCI Insight 8(6) March 22, 2023 PMCID:PMC pending.
Zaffiri, L., Messinger, M., Staats, J.S., Patel, P., Palmer, S.M., Weinhold, K.J., Snyder, L.D., and Luftig, M.A. Evaluation of host cellular responses to Epstein-Barr virus (EBV) in adult lung transplant recipients with EBV-associated diseases. J. Med. Virol. 95(4):e28724, 2023.
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