
Selected publications
Deconstruction of rheumatoid arthritis synovium defines inflammatory subtypes
Zhang, F.*, Jonsson, A.H.*, Nathan, A.*, Wei, K.*, Millard, N.*, et al.
Nature, 2023
Uncover spatially informed variations for single-cell spatial transcriptomics with STew
Guo, N., Vargas, J., Reynoso, S., Fritz, D., Krishna, R., Wang, C., Zhang, F.
Bioinformatics Advances, 2024
Deep immunophenotyping reveals circulating activated lymphocytes in individuals at risk for rheumatoid arthritis
Inamo, J., Keegan, J., Griffith, A., Ghosh, T., Horisberger, A., Howard, K., Pulford, J.F., Murzin, E., Hancock, B., Dominguez S.T., Gurra, M.G., Gurra, M.G., Gurajala, S., Jonsson, A.H., Seifert, J.A.,, Feser, M.L., Morris, J.M., Cao, Y., Apruzzese, W., Bridges, S.L., Bykerk, V., Goodman, S., Donlin, L.T., …, Anolik, J.H., Moreland, L., Hacohen, N., Guthridge, J.M., James, J.A., Cuda, C.M., Perlman, H., Brenner, M.B., Raychaudhuri, S., Sparks, J.A., AMP RA/SLE Network, Holers, V.M., Deane, K.D., Lederer, J.A., Rao, D.A., Zhang, F.
JCI (Journal of Clinical Investigation), 2025
Defining inflammatory cell states in rheumatoid arthritis by integrating single-cell transcriptomics and mass cytometry
Zhang, F.*, Wei, K.*, Slowikowski, K.*, Fonseka, C.Y.*, Rao, D.A.*, …, the AMP RA/SLE, …, Donlin, L.T.*, Anolik, J.H.*, Brenner, M.B.*, Raychaudhuri, S*.
Nature Immunology, 2019
Read the paper
Get source code View the data
Get raw and processed data
Recent Publications
[Our lab members are in bold]
Highlighted 2025 Publications:
Reynoso, S., Schiebout, C., Krishna, R., Zhang, F. STEAM: Spatial Transcriptomics Evaluation Algorithm and Metric for clustering performance, https://doi.org/10.1101/2025.02.17.636505, bioRxiv, 2025. Corresponding
Young, J., Inamo, J., Caterer, Z., Krishna, R., Zhang, F. CellPhenoX: An eXplainable Cell-specific machine learning method to predict clinical Phenotypes using single-cell multi-omics, https://doi.org/10.1101/2025.01.24.634132, bioRxiv, 2025. Corresponding
Inamo, J., Keegan, J., Griffith, A., Ghosh, T., Horisberger, A., Howard, K., Pulford, J.F., Murzin, E., Hancock, B., Dominguez S.T., Gurra, M.G., Gurra, M.G., Gurajala, S., Jonsson, A.H., Seifert, J.A.,, Feser, M.L., Morris, J.M., Cao, Y., Apruzzese, W., Bridges, S.L., Bykerk, V., Goodman, S., Donlin, L.T., Firestein, G.S., Bathon, J.M., Hughes, B.L., Filer, A., Pitzalis, C., Anolik, J.H., Moreland, L., Hacohen, N., Guthridge, J.M., James, J.A., Cuda, C.M., Perlman, H., Brenner, M.B., Raychaudhuri, S., Sparks, J.A., AMP RA/SLE Network, Holers, V.M., Deane, K.D., Lederer, J.A., Rao, D.A., Zhang, F. Deep immunophenotyping reveals circulating activated lymphocytes in individuals at risk for rheumatoid arthritis, JCI (Journal of Clinical Investigation), 135(6):e185217, 2025. Corresponding
Donado, C.A., Theisen, E., Zhang, F., Nathan, A., Rupani, K.V., Jones, D., Fairfield, M.L., Johannes, K.P., AMP RA/SLE, Raychaudhurit, S., Dwyer, D.F., Jonsson, A.H., Brenner, M.B. Granzyme K activates a newly-identified complement pathway, Nature, In press, 2025
Highlighted 2024 Publications:
Townsend, H.A., Rosenberger, K., Vanderlinden, L., Inamo, J., Zhang, F. , Evaluating Methods for Integrating Single-Cell Data and Genetics to Understand Inflammatory Disease Complexity, Frontiers in Immunology, 15, 1454263, 2024. Corresponding
Guo, N., Vargas, J., Reynoso, S., Fritz, D., Krishna, R., Wang, C., Zhang, F. Uncover spatially informed variations for single-cell spatial transcriptomics with STew, Bioinformatics Advances, https://doi.org/10.1093/bioadv/vbae064, 2024. Corresponding
Holers, V.M., Demoruelle, M.K., Buckner, J.H., James, E.A., Firestein, G.S., Robinson, W.H., Steere, A.C., Zhang, F., Norris, J.M., Kuhn, K.A., Deane, K.D. Distinct mucosal endotypes as initiators and drivers of rheumatoid arthritis, Nature Review Rheumatology, 1-13, 2024
Kamiya, M., Carter, H., …, Zhang, F., …, Oldham, W.M., Kim, E.Y. Immune mechanisms in fibrotic interstitial lung disease, Cell, https://doi.org/10.1016/j.cell.2024.05.015, 2024
Thomas, T., Friedrich, M., Rich-Griffin, C., Pohin, M., Agarwal, D., Pakpoor, J., Lee, C., Tandon, R., Rendek, A., Aschenbrenner, D., Jainarayanan, A., Voda, A., Siu. J.H.Y., Sanches-Peres, R., Nee, E., Sathananthan, D., Kotliar, D., Todd, P., Kiourlappou, M., Gartner, L., Ilott, N., Issa, F., Hester, J., Turner, J., Nayar, S., Mackerodt, J., Zhang, F., Jonsson, A.H., Brenner, M.B., Raychaudhuri, S., Kulicke, R., Ramsdell, D., Stransky, N., Pagliarini, R., Bielecki, P., Spies, N., Marsden, B., Taylor, S., Wagner, A., Klenerman, P., Walsh, A., Coles, M., Jostins-Dean, L., Powrie, F.M., Filer, A., Travis, S., Uhlig, H.H., Dendrou, C.A., Buckley, C.D. A longitudinal single-cell atlas of anti-tumour necrosis factor treatment in inflammatory bowel disease, Nature Immunology, 1-14, 2024
Bai, Z., Bartelo, N., Aslam, M., Hale, C., Blachere, N., Parveen, S., Spolaore, E., DiCarlo, E., Gravallese, E., Smith, M.H., …, Pitzalis, C., Malfait, A., Miller, R.E., Zhang, F., Goodman, S., Darnell, R., Wang, F., Orange, D.E. Synovial fibroblast gene expression is associated with sensory nerve growth and pain in rheumatoid arthritis, Science Translational Medicine, DOI: 10.1126/scitranslmed.adk3506, 2024 [Cover Article]
Horisberger, A., Griffith, A., Keegan, J., Arazi, A., Pulford, J., Murzin, E., Howard, K., Hancock, B., Fava, A., Sasaki, T., Ghosh, T., Inamo, J., Beuschel, R., Cao, Y., Preisinger, K., Gutierrez-Arcelus, M., Eisenhaure, T.M., Guthridge, J., Hoover, P.J., Dall’Era, M., Wofsy, D., Kamen, D.L., Kalunian, K.C., Furie, R., Belmont, M., Izmirly, P., Clancy, R., Hildeman, D., Woodle, E.S., Apruzzese, W., McMahon, M.Z., Grossman, J., Barnas, J.L., Payan-Schober, F., Ishimori, M., Weisman, M., Kretzler, M., Berthier, C.C., Hodgin, J.B., Demeke, D.S., Putterman, C., AMP RA/SLE Network, Brenner, M.B., Anolik, J.H., Raychaudhuri, S., Hacohen, N., James, J.A., Davidson, A., Petri, M.A., Buyon, J.P., Diamond, B., Zhang, F., Lederer, J.A., Rao, D.A. Blood immunophenotyping identifies distinct kidney histopathology and outcomes in patients with lupus nephritis. bioRxiv, in review, 2024. Co-senior
Dunlap, G.S.*, Wagner, A.*, Meednu, N.*, Zhang, F., …, McDavid, A., Rao, D.A., Anolik, J.H., Clonal associations between lymphocyte subsets and functional states in rheumatoid arthritis synovium, Nature Communications, 2024
Weinand, K., Sakaue, S., Nathan, A., Jonsson, A.H., Zhang, F., Watts, GFM, et al, The Chromatin Landscape of Pathogenic Transcriptional Cell States in Rheumatoid Arthritis, Nature Communications, 2024
Ahmed, Z., Wan, S., Zhang, F., Zhong, W. Artificial intelligence for omics data analysis. BMC Methods 1, 4, 2024
Highlighted 2023 Publications:
Zhang, F.*, Jonsson, A.H.*, Nathan, A.*, Millard, N.*, et al, Deconstruction of rheumatoid arthritis synovium defines inflammatory subtypes, Nature, 2023
Kang, J.B., Shen, A.Z., Sakaue, S., Luo, Y., Gurajala, S., Natha, A., Rumker, L., Aguiar, V.R.C., Valencia, C., Lagattuta, K., Zhang, F., Jonsson, A.H., Yazar, S., …, Raychaudhuri, S., Mapping the dynamic genetic regulatory architecture of HLA genes at single-cell resolution, Nature Genetics, 2023
Guo, N., Vargas, J., Fritz, F., Krishna, R., Zhang, F., Uncover spatially informed shared variations for single-cell spatial transcriptomics with STew, bioRxiv, 2023.
Iijima, H., Zhang, F., Ambrosio, F., Matsui, Y., Network-based cytokine inference implicates Oncostatin M as a driver for inflammation phenotype of knee osteoarthritis. Aging Cell, https://doi.org/10.1111/acel.14043, 2023
Weisenfeld, D., Zhang, F., Donlin, L., Jonsson, A.H., Apruzzese, W., Campbell, D., ..., Liao, K.P., Associations between rheumatoid arthritis clinical factors with synovial cell types and states, Arthritis & Rheumatology, 2023
Bai, Z., Bartelo, N., Aslam, M., Hale, C., Blachere, N., Parveen, S., Spolaore, E., DiCarlo, E., Gravallese, E., Smith, M.H., …, Pitzalis, C., Malfait, A., Miller, R.E., Zhang, F., Goodman, S., Darnell, R., Wang, F., Orange, D.E., Machine Learning Reveals Synovial Fibroblast Genes Associated with Pain Affect Sensory Nerve Growth in Rheumatoid Arthritis, medRxiv, 2023
Iijima, H., Zhang, F., Ambrosio, F., Matsui, Y., Network-based cytokine inference implicates Oncostatin M as a driver for inflammation phenotype of knee osteoarthritis, bioRxiv, 2023
Highlighted 2022 Publications:
Fritz, D., Inamo, J., Zhang, F., Single-cell computational machine learning approaches to immune-mediated inflammatory disease: new tools uncover novel fibroblast and macrophage interactions driving pathogenesis, Frontiers in Immunology, doi: 10.3389/fimmu.2022.1076700, 2022
Zhang, F.*, Jonsson, A.H.*, Nathan, A.*, Wei, K.*, Millard, N.*, et al, Cellular deconstruction of inflamed synovium defines diverse inflammatory phenotypes in rheumatoid arthritis, bioRxiv, 2022
Liu. S.*, Li, L.*, Zhang, F.*, et al, Iterative transcription factor screening enables rapid generation of microglia-like cells from human iPSC, In review, 2022
Jonsson, A.H.*, Zhang, F.*, Dunlap, G., Gomez-Rivas, E., Watts, G.F.M., Faust, H., Rupani, K., Rupani, K.V., Mears, J.R., Meednu, N., Wang, R., Keras, G., Coblyn J., Massarotti, E., Todd, D., Anolik, J.H., McDavid, A., AMP RA/SLE, Wei, K., Rao, D.A., Raychaudhuri, S.*, Brenner, M.B.*. Granzyme K+ CD8 T cells form a core population in inflamed human tissue Science Translational Medicine, 2022 [Cover article!]
Meednu, N., Rangel-Moreno, J., Zhang, F., Escaiera-Rivera, K., Corsiero, E., …, McDavid, A., Anolik, J.H. Dynamic spectrum of ectopic lymphoid B cell activation and hypermutation in the RA synovium characterized by NR4A nuclear receptor expression, Cell Reports, 2022
Guan, S., Mehta, B., Slater, D., Thompson, J., DiCarlo, E., Pannellini, T., Pearce-Fisher, D., Zhang, F. Raychaudhuri, S., Hale, C., Jiang, C.S., Goodman, S., Orange, D. Rheumatoid arthritis synovial inflammation quantification using computer vision. ACR Open Rheumatology, 2022
Highlighted Publications before 2021:
Kang, J.B., Nathan, A., Weinand, K., Zhang, F., Millard, N., Rumker, L., Moody, D.B., Korsunsky, I., Raychaudhuri, S. Efficient and precise single-cell reference atlas mapping with Symphony. Nature Communications, 12, 5890, 2021
Mysore, V., Cullere, X., Mears, J., Rosetti, F., Okubo, K., Liew, P. X., Zhang, F., Madera-Salcedo, I., …, Raychaudhuri, Mayadas, TN. FcγR engagement reprograms neutrophils into antigen cross-presenting cells that elicit acquired anti-tumor immunity. Nature Communications, 12(1), 1-23, 2021
Fan, J., Slowikowski, K, Zhang, F. Single-cell transcriptomics in cancer: computational challenges and opportunities. Nature Experimental & Molecular Medicine, 2020
Orange, D., Yao, V., Sawicka, K., Jak, J., Frank, M.O., Parveen, S., Blachere, N.E., Hale, C., Zhang, F., Raychaudhuri, S., Troyanskya, O.G., Darnell, R.B. RNA identification of PRIME cells predicting rheumatoid arthritis flares. New England Journal of Medicine (NEJM), 2020
Kuo, D.*, Ding J.*, Cohn, I., Zhang, F., Wei, K., Rao, D., Rozo. C., Sokhi U.K., Shanaj, S., Oliver, D., Echeverria, A.P., DiCarlo E.F., Brenner, M.B., Bykerk, V.P., Goodman, S.M., Raychaudhuri, S., Ratsch, G., Ivashkiv, L.B., Donlin, L.T. HBEGF+ macrophages in rheumatoid arthritis induce fibroblast invasiveness. Science Translational Medicine, 2019
Korsunsky, I., Millard, N., Fan, J., Slowikowski, K., Zhang, F., Wei, K., ..., Loh, P., Raychaudhuri, S. Fast, sensitive and accurate integration of single-cell data with Harmony. Nature Methods, 2019
Arazi, A.*, Rao, D.A.*, Berthier, C.C.*, Davidson, A., Liu, Y., Hoover, P.J., Chicoine, A., Eisenhaure, T.M., Jonsson, A.H., Li, S., Lieb, D.J., Zhang, F., Slowikovski K, …, Raychaudhuri S., Kretzler, M., Anolik, J.H., Brenner, M.B., Wofsy D., Hacohen, N.*, Diamond, B.*, the AMP RA/SLE. The immune cell landscape in kidneys of patients with lupus nephritis. Nature Immunology, 2019