Cited by 656T-cell and B-cell ImmunologyCancer Immunotherapy and BiomarkersImmunotherapy and Immune Responses

Proliferating Transitory T Cells with an Effector-like Transcriptional Signature Emerge from PD-1+ Stem-like CD8+ T Cells during Chronic Infection

Open access
Hudson, William H., Gensheimer, Julia, Hashimoto, Masao, Wieland, Andreas, Valanparambil, Rajesh M., Li, Peng, Lin, Jian-Xin, Konieczny, Bogumila T. +5 more·2019·Immunity

Abstract

T cell dysfunction is a characteristic feature of chronic viral infection and cancer. Recent studies in chronic lymphocytic choriomeningitis virus (LCMV) infection have defined a PD-1+ Tcf-1+ CD8+ T cell subset capable of self-renewal and differentiation into more terminally differentiated cells that downregulate Tcf-1 and express additional inhibitory molecules such as Tim3. Here, we demonstrated that expression of the glycoprotein CD101 divides this terminally differentiated population into two subsets. Stem-like Tcf-1+ CD8+ T cells initially differentiated into a transitory population of CD101-Tim3+ cells that later converted into CD101+ Tim3+ cells. Recently generated CD101-Tim3+ cells proliferated in vivo, contributed to viral control, and were marked by an effector-like transcriptional signature including expression of the chemokine receptor CX3CR1, pro-inflammatory cytokines, and granzyme B. PD-1 pathway blockade increased the numbers of CD101-Tim3+ CD8+ T cells, suggesting that these newly generated transitional cells play a critical role in PD-1-based immunotherapy.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1016/j.immuni.2019.11.002

Cites

16 of 16 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Progenitor Tex (Tprog) cells retain stemness and self-renewal capacity, respond to immune checkpoint blockade, and differentiate into intermediate T (Tint) cells with cytolytic capacity.

    “Progenitor Tex (Tprog) cells retain stemness and self-renewal capacity that respond to immune checkpoint blockade (ICB) therapies and differentiate into intermediate T (Tint) cells with cytolytic capacity8–10.”
  • Terminal Tex (Ttex) cells accumulate over time and respond poorly to immune checkpoint blockade therapies.

    “Conversely, terminal Tex (Ttex) cells accumulate over time and respond poorly to ICB therapies8,11–13.”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 57

  1. Ahmed R, Salmi A, Butler LD, Chiller JM, and Oldstone MB (1984). Selection of genetic variants of lymphocytic choriomeningitis virus in spleens of persistently infected mice. Role in suppression of cytotoxic T lymphocyte response and viral persistence. J Exp Med 160, 521– 540. 6332167 PMC2187458
  2. Araki K, Morita M, Bederman AG, Konieczny BT, Kissick HT, Sonenberg N, and Ahmed R (2017). Translation is actively regulated during the differentiation of CD8+ effector T cells. Nature Immunology. PMC5937989 28714979
  3. Barber DL, Wherry EJ, Masopust D, Zhu B, Allison JP, Sharpe AH, Freeman GJ, and Ahmed R (2005). Restoring function in exhausted CD8 T cells during chronic viral infection. Nature 439, 682– 687. 16382236
  4. Barclay AN (2003). Membrane proteins with immunoglobulin-like domains—a master superfamily of interaction molecules. Seminars in Immunology 15, 215– 223. 14690046
  5. Brummelman J, Mazza EMC, Alvisi G, Colombo FS, Grilli A, Mikulak J, Mavilio D, Alloisio M, Ferrari F, Lopci E, (2018). High-dimensional single cell analysis identifies stem-like cytotoxic CD8+ T cells infiltrating human tumors. The Journal of Experimental Medicine 215, 2520– 2535. 30154266 PMC6170179
  6. Callahan MK, and Wolchok JD (2013). At the Bedside: CTLA-4- and PD-1-blocking antibodies in cancer immunotherapy. Journal of Leukocyte Biology 94, 41– 53. 23667165 PMC4051187
  7. Carlson CM, Endrizzi BT, Wu J, Ding X, Weinreich MA, Walsh ER, Wani MA, Lingrel JB, Hogquist KA, and Jameson SC (2006). Kruppel-like factor 2 regulates thymocyte and T-cell migration. Nature 442, 299– 302. 16855590
  8. Chatterjee M, Kis-Toth K, Thai T-H, Terhorst C, and Tsokos GC (2011). SLAMF6-driven co-stimulation of human peripheral T cells is defective in SLE T cells. Autoimmunity 44, 211– 218. 21231893 PMC4465387
  9. Day CL, Kaufmann DE, Kiepiela P, Brown JA, Moodley ES, Reddy S, Mackey EW, Miller JD, Leslie AJ, DePierres C, (2006). PD-1 expression on HIV-specific T cells is associated with T-cell exhaustion and disease progression. Nature 443, 350– 354. 16921384
  10. Diehl GE, Longman RS, Zhang J-X, Breart B, Galan C, Cuesta A, Schwab SR, and Littman DR (2013). Microbiota restricts trafficking of bacteria to mesenteric lymph nodes by CX3CR1hi cells. Nature 494, 116– 120. 23334413 PMC3711636
  11. Dominguez CX, Amezquita RA, Guan T, Marshall HD, Joshi NS, Kleinstein SH, and Kaech SM (2015). The transcription factors ZEB2 and T-bet cooperate to program cytotoxic T cell terminal differentiation in response to LCMV viral infection. The Journal of Experimental Medicine 212, 2041– 2056. 26503446 PMC4647261
  12. Durinck S, Moreau Y, Kasprzyk A, Davis S, De Moor B, Brazma A, and Huber W (2005). BioMart and Bioconductor: a powerful link between biological databases and microarray data analysis. Bioinformatics 21, 3439– 3440. 16082012
  13. Durinck S, Spellman PT, Birney E, and Huber W (2009). Mapping identifiers for the integration of genomic datasets with the R/Bioconductor package biomaRt. Nat Protoc 4, 1184– 1191. 19617889 PMC3159387
  14. Finn RD, Coggill P, Eberhardt RY, Eddy SR, Mistry J, Mitchell AL, Potter SC, Punta M, Qureshi M, Sangrador-Vegas A, (2016). The Pfam protein families database: towards a more sustainable future. Nucleic Acids Research 44, D279– D285. 26673716 PMC4702930
  15. Gallimore A, Glithero A, Godkin A, Tissot AC, Plückthun A, Elliott T, Hengartner H, and Zinkernagel R (1998). Induction and Exhaustion of Lymphocytic Choriomeningitis Virus–specific Cytotoxic T Lymphocytes Visualized Using Soluble Tetrameric Major Histocompatibility Complex Class I–Peptide Complexes. The Journal of Experimental Medicine 187, 1383– 1393. 9565631 PMC2212278
  16. Gerlach C, Moseman EA, Loughhead SM, Alvarez D, Zwijnenburg AJ, Waanders L, Garg R, de la Torre JC, and von Andrian UH (2016). The Chemokine Receptor CX3CR1 Defines Three Antigen-Experienced CD8 T Cell Subsets with Distinct Roles in Immune Surveillance and Homeostasis. Immunity 45, 1270– 1284. 27939671 PMC5177508
  17. Gettinger SN, Choi J, Mani N, Sanmamed MF, Datar I, Sowell R, Du VY, Kaftan E, Goldberg S, Dong W, (2018). A dormant TIL phenotype defines non-small cell lung carcinomas sensitive to immune checkpoint blockers. Nature Communications 9. PMC6086912 30097571
  18. He R, Hou S, Liu C, Zhang A, Bai Q, Han M, Yang Y, Wei G, Shen T, Yang X, (2016). Follicular CXCR5-expressing CD8+ T cells curtail chronic viral infection. Nature 537, 412– 416. 27501245
  19. Hosking MP, Flynn CT, Botten J, and Whitton JL (2013). CD8+ Memory T Cells Appear Exhausted within Hours of Acute Virus Infection. The Journal of Immunology 191, 4211– 4222. 24026080 PMC3795851
  20. Hudson WH, Prokhnevska N, Gensheimer J, Akondy R, McGuire DJ, Ahmed R, and Kissick HT (2019). Expression of novel long noncoding RNAs defines virus-specific effector and memory CD8+ T cells. Nature Communications 10. PMC6331603 30643116
  21. Jadhav RR, Im SJ, Hu B, Hashimoto M, Li P, Lin J-X, Leonard WJ, Greenleaf WJ, Ahmed R, and Goronzy JJ (2019). Epigenetic signature of PD-1+ TCF1+ CD8 T cells that act as resource cells during chronic viral infection and respond to PD-1 blockade. Proceedings of the National Academy of Sciences 116, 14113– 14118. PMC6628832 31227606
  22. Jiang H, Li L, Han J, Sun Z, Rong Y, and Jin Y (2017). CXCR5+ CD8+ T Cells Indirectly Offer B Cell Help and Are Inversely Correlated with Viral Load in Chronic Hepatitis B Infection. DNA and Cell Biology 36, 321– 327. 28157399
  23. Kim D, Langmead B, and Salzberg SL (2015). HISAT: a fast spliced aligner with low memory requirements. Nature Methods 12, 357– 360. 25751142 PMC4655817
  24. Krogh A, Larsson B, von Heijne G, and Sonnhammer EL (2001). Predicting transmembrane protein topology with a hidden Markov model: application to complete genomes. J Mol Biol 305, 567– 580. 11152613
  25. Lê S, Josse J, and Husson F (2008). FactoMineR: An R Package for Multivariate Analysis. Journal of Statistical Software 25.
  26. Leong YA, Chen Y, Ong HS, Wu D, Man K, Deleage C, Minnich M, Meckiff BJ, Wei Y, Hou Z, (2016). CXCR5+ follicular cytotoxic T cells control viral infection in B cell follicles. Nature Immunology 17, 1187– 1196. 27487330
  27. Liao Y, Smyth GK, and Shi W (2013). featureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics 30, 923– 930. 24227677
  28. Liberzon A, Subramanian A, Pinchback R, Thorvaldsdottir H, Tamayo P, and Mesirov JP (2011). Molecular signatures database (MSigDB) 3.0. Bioinformatics 27, 1739– 1740. 21546393 PMC3106198
  29. Matloubian M, Concepcion RJ, and Ahmed R (1994). CD4+ T cells are required to sustain CD8+ cytotoxic T-cell responses during chronic viral infection. J Virol 68, 8056– 8063. 7966595 PMC237269
  30. Matloubian M, Kolhekar SR, Somasundaram T, and Ahmed R (1993). Molecular determinants of macrophage tropism and viral persistence: importance of single amino acid changes in the polymerase and glycoprotein of lymphocytic choriomeningitis virus. J Virol 67, 7340– 7349. 7693969 PMC238198
  31. Matloubian M, Lo CG, Cinamon G, Lesneski MJ, Xu Y, Brinkmann V, Allende ML, Proia RL, and Cyster JG (2004). Lymphocyte egress from thymus and peripheral lymphoid organs is dependent on S1P receptor 1. Nature 427, 355– 360. 14737169
  32. Milner JJ, Toma C, Yu B, Zhang K, Omilusik K, Phan AT, Wang D, Getzler AJ, Nguyen T, Crotty S, (2017). Runx3 programs CD8+ T cell residency in non-lymphoid tissues and tumours. Nature. PMC5747964 29211713
  33. Mohammed JP, Fusakio ME, Rainbow DB, Moule C, Fraser HI, Clark J, Todd JA, Peterson LB, Savage PB, Wills-Karp M, (2011). Identification of Cd101 as a Susceptibility Gene for Novosphingobium aromaticivorans-Induced Liver Autoimmunity. The Journal of Immunology 187, 337– 349. 21613619 PMC3134939
  34. Murali-Krishna K, Altman JD, Suresh M, Sourdive DJD, Zajac AJ, Miller JD, Slansky J, and Ahmed R (1998). Counting Antigen-Specific CD8 T Cells: A Reevaluation of Bystander Activation during Viral Infection. Immunity 8, 177– 187. 9491999
  35. Murter B, Pan X, Ophir E, Alteber Z, Azulay M, Sen R, Levy O, Dassa L, Vaknin I, Fridman-Kfir T, (2019). Mouse PVRIG Has CD8+ T Cell–Specific Coinhibitory Functions and Dampens Antitumor Immunity. Cancer Immunology Research 7, 244– 256. 30659055 PMC7038785
  36. Nguyen JT, Evans DP, Galvan M, Pace KE, Leitenberg D, Bui TN, and Baum LG (2001). CD45 Modulates Galectin-1-Induced T Cell Death: Regulation by Expression of Core 2 O-Glycans. The Journal of Immunology 167, 5697– 5707. 11698442
  37. Ott PA, Hodi FS, Kaufman HL, Wigginton JM, and Wolchok JD (2017). Combination immunotherapy: a road map. Journal for ImmunoTherapy of Cancer 5. PMC5319100 28239469
  38. Pace KE, Hahn HP, Pang M, Nguyen JT, and Baum LG (2000). Cutting Edge: CD7 Delivers a Pro-Apoptotic Signal During Galectin-1-Induced T Cell Death. The Journal of Immunology 165, 2331– 2334. 10946254
  39. Paley MA, Kroy DC, Odorizzi PM, Johnnidis JB, Dolfi DV, Barnett BE, Bikoff EK, Robertson EJ, Lauer GM, Reiner SL, and Wherry EJ (2012). Progenitor and Terminal Subsets of CD8+ T Cells Cooperate to Contain Chronic Viral Infection. Science 338, 1220– 1225. 23197535 PMC3653769
  40. Rainbow DB, Moule C, Fraser HI, Clark J, Howlett SK, Burren O, Christensen M, Moody V, Steward CA, Mohammed JP, (2011). Evidence that Cd101 Is an Autoimmune Diabetes Gene in Nonobese Diabetic Mice. The Journal of Immunology 187, 325– 336. 21613616 PMC3128927
  41. Rosenblum MD, Woodliff JE, Madsen NA, McOlash LJ, Keller MR, and Truitt RL (2005). Characterization of CD200-Receptor Expression in the Murine Epidermis. Journal of Investigative Dermatology 125, 1130– 1138. 16354182
  42. Rygiel TP, Rijkers ESK, de Ruiter T, Stolte EH, van der Valk M, Rimmelzwaan GF, Boon L, van Loon AM, Coenjaerts FE, Hoek RM, (2009). Lack of CD200 Enhances Pathological T Cell Responses during Influenza Infection. The Journal of Immunology 183, 1990– 1996. 19587022
  43. Sarkar S, Kalia V, Haining WN, Konieczny BT, Subramaniam S, and Ahmed R (2008). Functional and genomic profiling of effector CD8 T cell subsets with distinct memory fates. The Journal of Experimental Medicine 205, 625– 640. 18316415 PMC2275385
  44. Schey R, Dornhoff H, Baier JLC, Purtak M, Opoka R, Koller AK, Atreya R, Rau TT, Daniel C, Amann K, (2016). CD101 inhibits the expansion of colitogenic T cells. Mucosal Immunology 9, 1205– 1217. 26813346 PMC4963314
  45. Seo H, Chen J, González-Avalos E, Samaniego-Castruita D, Das A, Wang YH, López-Moyado IF, Georges RO, Zhang W, Onodera A, (2019). TOX and TOX2 transcription factors cooperate with NR4A transcription factors to impose CD8+ T cell exhaustion. Proceedings of the National Academy of Sciences 116, 12410– 12415. PMC6589758 31152140
  46. Soares LR, Tsavaler L, Rivas A, and Engleman EG (1998). V7 (CD101) ligation inhibits TCR/CD3-induced IL-2 production by blocking Ca2+ flux and nuclear factor of activated T cell nuclear translocation. J Immunol 161, 209– 217. 9647226
  47. Sullivan BM, Juedes A, Szabo SJ, von Herrath M, and Glimcher LH (2003). Antigen-driven effector CD8 T cell function regulated by T-bet. Proceedings of the National Academy of Sciences 100, 15818– 15823. PMC307651 14673093
  48. Topalian SL, Hodi FS, Brahmer JR, Gettinger SN, Smith DC, McDermott DF, Powderly JD, Carvajal RD, Sosman JA, Atkins MB, (2012). Safety, Activity, and Immune Correlates of Anti–PD-1 Antibody in Cancer. New England Journal of Medicine 366, 2443– 2454. 22658127 PMC3544539
  49. Ubaid U, Andrabi SBA, Tripathi SK, Dirasantha O, Kanduri K, Rautio S, Gross CC, Lehtimäki S, Bala K, Tuomisto J, (2018). Transcriptional Repressor HIC1 Contributes to Suppressive Function of Human Induced Regulatory T Cells. Cell Reports 22, 2094– 2106. 29466736 PMC5842026
  50. Utzschneider DT, Charmoy M, Chennupati V, Pousse L, Ferreira DP, Calderon-Copete S, Danilo M, Alfei F, Hofmann M, Wieland D, (2016). T Cell Factor 1-Expressing Memory-like CD8 + T Cells Sustain the Immune Response to Chronic Viral Infections. Immunity 45, 415– 427. 27533016
  51. Whelan S, Ophir E, Kotturi MF, Levy O, Ganguly S, Leung L, Vaknin I, Kumar S, Dassa L, Hansen K, (2019). PVRIG and PVRL2 Are Induced in Cancer and Inhibit CD8+ T-cell Function. Cancer Immunology Research 7, 257– 268. 30659054 PMC7001734
  52. Wu T, Ji Y, Moseman EA, Xu HC, Manglani M, Kirby M, Anderson SM, Handon R, Kenyon E, Elkahloun A, (2016). The TCF1-Bcl6 axis counteracts type I interferon to repress exhaustion and maintain T cell stemness. Science Immunology 1, eaai8593– eaai8593. 28018990 PMC5179228
  53. Yan Y, Cao S, Liu X, Harrington SM, Bindeman WE, Adjei AA, Jang JS, Jen J, Li Y, Chanana P, (2018). CX3CR1 identifies PD-1 therapy–responsive CD8+ T cells that withstand chemotherapy during cancer chemoimmunotherapy. JCI Insight 3. PMC5931117 29669928
  54. Zajac AJ, Blattman JN, Murali-Krishna K, Sourdive DJ, Suresh M, Altman JD, and Ahmed R (1998). Viral immune evasion due to persistence of activated T cells without effector function. J Exp Med 188, 2205– 2213. 9858507 PMC2212420
  55. Zerbino DR, Achuthan P, Akanni W, Amode MR, Barrell D, Bhai J, Billis K, Cummins C, Gall A, Girón CG, (2018). Ensembl 2018. Nucleic Acids Research 46, D754– D761. 29155950 PMC5753206
  56. Zhu M, Janssen E, Leung K, and Zhang W (2002). Molecular Cloning of a Novel Gene Encoding a Membrane-associated Adaptor Protein (LAX) in Lymphocyte Signaling. Journal of Biological Chemistry 277, 46151– 46158. 12359715
  57. Zhu Y, Paniccia A, Schulick AC, Chen W, Koenig MR, Byers JT, Yao S, Bevers S, and Edil BH (2016). Identification of CD112R as a novel checkpoint for human T cells. The Journal of Experimental Medicine 213, 167– 176. 26755705 PMC4749091

Cited by

Sorted by citations

Authors
Hudson, W. H., Gensheimer, J., Hashimoto, M., Wieland, A., Valanparambil, R. M., Li, P., Lin, J.-X., Konieczny, B. T., Im, S. J., Freeman, G. J., Leonard, W. J., Kissick, H. T., & Ahmed, R.
Affiliations
  • Emory University (US)
  • National Institutes of Health (US)
  • Dana-Farber Cancer Institute (US)
Corresponding author
Ahmed, Rafi
Venue
Immunity
Publisher
Elsevier BV
Published
2019-12
Volume
51
Issue
6
Pages
1043-1058.e4
ISSN
1074-7613 (ISSN-L)
OpenAlex
W2991888163
Cited by
656
References
16
Citations by year
2026: 103 · 2025: 122 · 2024: 112 · 2023: 104 · 2022: 83 · 2021: 84 · 2020: 46 · 2019: 2
FWCI
21.11
Type
journal article
Language
en
Open access
Locations
  • Immunity (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • Cancer Research Institute (K99CA197804)
  • National Institutes of Health (K99CA197804, R01AI030048, P01AI056299)
  • National Cancer Institute
  • Center for Outcomes Research and Evaluation, Yale School of Medicine
  • Foundation for the National Institutes of Health
  • National Institute of Allergy and Infectious Diseases
Topics
  • Life Sciences › Immunology and Microbiology › Immunology › T-cell and B-cell Immunology
  • Health Sciences › Medicine › Oncology › Cancer Immunotherapy and Biomarkers
  • Life Sciences › Immunology and Microbiology › Immunology › Immunotherapy and Immune Responses
Keywords
PD-1, CD8+ T cells, TCF1, CD101, TIM-3, chronic viral infection, lymphocytic choriomeningitis virus, T cell differentiation, stem-like T cells, CX3CR1, granzyme B, PD-1 pathway blockade, immunotherapy, T cell dysfunction
MeSH terms
Hepatitis A Virus Cellular Receptor 2, CX3C Chemokine Receptor 1, Animals, Female, Lymphocytic Choriomeningitis, Lymphocytic choriomeningitis virus, Male, Mice, Inbred C57BL, Biomarkers, Antigens, CD, CD8-Positive T-Lymphocytes, Mice, Hepatocyte Nuclear Factor 1-alpha, Granzymes, Programmed Cell Death 1 Receptor

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review