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Citations to this article

T cell receptor repertoire features associated with survival in immunotherapy-treated pancreatic ductal adenocarcinoma
Alexander C. Hopkins, … , Eric R. Lutz, Elizabeth M. Jaffee
Alexander C. Hopkins, … , Eric R. Lutz, Elizabeth M. Jaffee
Published July 12, 2018
Citation Information: JCI Insight. 2018;3(13):e122092. https://doi.org/10.1172/jci.insight.122092.
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Clinical Research and Public Health Immunology Oncology Article has an altmetric score of 12

T cell receptor repertoire features associated with survival in immunotherapy-treated pancreatic ductal adenocarcinoma

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Abstract

BACKGROUND. Immune checkpoint inhibitors provide significant clinical benefit to a subset of patients, but novel prognostic markers are needed to predict which patients will respond. This study was initiated to determine if features of patient T cell repertoires could provide insights into the mechanisms of immunotherapy, while also predicting outcomes. METHODS. We examined T cell receptor (TCR) repertoires in peripheral blood of 25 metastatic pancreatic cancer patients treated with ipilimumab with or without GVAX (a pancreatic cancer vaccine), as well as peripheral blood and tumor biopsies from 32 patients treated with GVAX and mesothelin-expressing Listeria monocytogenes with or without nivolumab. Statistics from these repertoires were then tested for their association with clinical response and treatment group. RESULTS. We demonstrate that, first, the majority of patients receiving these treatments experience a net diversification of their peripheral TCR repertoires. Second, patients receiving ipilimumab experienced larger changes in their repertoires, especially in combination with GVAX. Finally, both a low baseline clonality and a high number of expanded clones following treatment were associated with significantly longer survival in patients who received ipilimumab but not in patients receiving nivolumab. CONCLUSIONS. We show that these therapies have measurably different effects on the peripheral repertoire, consistent with their mechanisms of action, and demonstrate the potential for TCR repertoire profiling to serve as a biomarker of clinical response in pancreatic cancer patients receiving immunotherapy. In addition, our results suggest testing sequential administration of anti–CTLA-4 and anti–PD-1 antibodies to achieve optimal therapeutic benefit. TRIAL REGISTRATION. Samples used in this study were collected from the NCT00836407 and NCT02243371 clinical trials. FUNDING. Research supported by a Stand Up To Cancer Lustgarten Foundation Pancreatic Cancer Convergence Dream Team Translational Research grant (SU2C-AACR-DT14-14). Stand Up To Cancer is a program of the Entertainment Industry Foundation administered by the American Association for Cancer Research (AACR). Additional clinical trial funding was provided by AACR-Pancreatic Cancer Action Network Research Acceleration Network grant (14-90-25-LE), NCI SPORE in GI Cancer (CA062924), Quick-Trials for Novel Cancer Therapies: Exploratory Grants (R21CA126058-01A2), and the US Food and Drug Administration (R01FD004819). Research collaboration and financial support were provided by Adaptive Biotechnologies.

Authors

Alexander C. Hopkins, Mark Yarchoan, Jennifer N. Durham, Erik C. Yusko, Julie A. Rytlewski, Harlan S. Robins, Daniel A. Laheru, Dung T. Le, Eric R. Lutz, Elizabeth M. Jaffee

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Clinical cancer research 2021
Predictive value of mRNA expression and dynamic changes from immune related biomarkers in liquid biopsies before and after start of pembrolizumab in stage IV non-small cell lung cancer (NSCLC)
N Brueckl, R Wirtz, F Reich, E Veltrup, G Zeitler, C Meyer, D Wuerflein, J Ficker, S Eidt, W Brueckl
Translational Lung Cancer Research 2021
A Review of Emerging Biomarkers for Immune Checkpoint Inhibitors in Tumors of the Gastrointestinal Tract
X Liao, G Li, R Cai, R Chen
Medical science monitor : international medical journal of experimental and clinical research 2021
Wedding of Molecular Alterations and Immune Checkpoint Blockade: Genomics as a Matchmaker
E Fountzilas, R Kurzrock, HH Vo, AM Tsimberidou
JNCI Journal of the National Cancer Institute 2021
Considerations for clinical trials testing radiotherapy combined with immunotherapy for metastatic disease
Sezen D, Verma V, He K, Abana CO, Barsoumian H, Ning MS, Tang C, Hurmuz P, Puebla-Osorio N, Chen D, Tendler I, Comeaux N, Nguyen QN, Chang JY, Welsh JW
Seminars in radiation oncology 2021
B Cells Improve Overall Survival in HPV-Associated Squamous Cell Carcinomas and Are Activated by Radiation and PD-1 Blockade
SS Kim, S Shen, S Miyauchi, PD Sanders, I Franiak-Pietryga, L Mell, JS Gutkind, EE Cohen, JA Califano, AB Sharabi
Clinical cancer research 2020
Molecular T-Cell Repertoire Analysis as Source of Prognostic and Predictive Biomarkers for Checkpoint Blockade Immunotherapy
I Aversa, D Malanga, G Fiume, C Palmieri
International journal of molecular sciences 2020
Liquid biopsy and tumor heterogeneity in metastatic solid tumors: the potentiality of blood samples
M Russano, A Napolitano, G Ribelli, M Iuliani, S Simonetti, F Citarella, F Pantano, E DellAquila, C Anesi, N Silvestris, A Argentiero, AG Solimando, B Vincenzi, G Tonini, D Santini
Journal of Experimental & Clinical Cancer Research 2020
Combination Strategies for Immune-Checkpoint Blockade and Response Prediction by Artificial Intelligence
F Huemer, M Leisch, R Geisberger, T Melchardt, G Rinnerthaler, N Zaborsky, R Greil
International journal of molecular sciences 2020
The tumour microenvironment in pancreatic cancer — clinical challenges and opportunities
WJ Ho, EM Jaffee, L Zheng
Nature Reviews Clinical Oncology 2020
T cell regeneration after immunological injury
E Velardi, JJ Tsai, MR van den Brink
Nature Reviews Immunology 2020
A Phase II Study of Allogeneic GM-CSF–Transfected Pancreatic Tumor Vaccine (GVAX) with Ipilimumab as Maintenance Treatment for Metastatic Pancreatic Cancer
AA Wu, KM Bever, WJ Ho, EJ Fertig, N Niu, L Zheng, RM Parkinson, JN Durham, B Onners, AK Ferguson, C Wilt, AH Ko, A Wang-Gillam, DA Laheru, RA Anders, ED Thompson, EA Sugar, EM Jaffee, DT Le
Clinical cancer research 2020
Evaluation of Cyclophosphamide/GVAX Pancreas Followed by Listeria-Mesothelin (CRS-207) with or without Nivolumab in Patients with Pancreatic Cancer
T Tsujikawa, T Crocenzi, JN Durham, EA Sugar, AA Wu, B Onners, JM Nauroth, RA Anders, EJ Fertig, DA Laheru, K Reiss, RH Vonderheide, AH Ko, MA Tempero, GA Fisher, M Considine, L Danilova, DG Brockstedt, LM Coussens, EM Jaffee, DT Le
Clinical cancer research 2020
Opportunities for Conventional and In Situ Cancer Vaccine Strategies and Combination with Immunotherapy for Gastrointestinal Cancers, A Review
R Bouzid, M Peppelenbosch, SI Buschow
Cancers 2020
Intratumoral versus Circulating Lymphoid Cells as Predictive Biomarkers in Lung Cancer Patients Treated with Immune Checkpoint Inhibitors: Is the Easiest Path the Best One?
M Gascón, D Isla, M Cruellas, EM Gálvez, R Lastra, M Ocáriz, JR Paño, A Ramírez, A Sesma, I Torres-Ramón, A Yubero, J Pardo, L Martínez-Lostao
Cells 2020
Clonality and antigen-specific responses shape the prognostic effects of tumor-infiltrating T cells in ovarian cancer
T Tsuji, KH Eng, J Matsuzaki, S Battaglia, JB Szender, A Miliotto, S Gnjatic, W Bshara, CD Morrison, S Lele, RO Emerson, J Wang, S Liu, H Robins, AA Lugade, K Odunsi
Oncotarget 2020
Acquired Resistance to Immune Checkpoint Blockade Therapies
X Zhao, D Wangmo, M Robertson, S Subramanian
Cancers 2020
Peripheral blood immune cell-based biomarkers in anti-PD-1/PD-L1 therapy
KH Kim, CG Kim, EC Shin
Immune Network 2020
Genomics-based immuno-oncology: bridging the gap between immunology and tumor biology
RG DiNatale, AA Hakimi, TA Chan
Human Molecular Genetics 2020
Predictive biomarkers for cancer immunotherapy with immune checkpoint inhibitors
R Bai, Z Lv, D Xu, J Cui
Biomarker Research 2020
T cell receptor repertoire as a prognosis marker for heat shock protein peptide complex-96 vaccine trial against newly diagnosed glioblastoma
Y Zhang, P Mudgal, L Wang, H Wu, N Huang, PB Alexander, Z Gao, N Ji, QJ Li
OncoImmunology 2020
RNA-Seq-Based TCR Profiling Reveals Persistently Increased Intratumoral Clonality in Responders to Anti-PD-1 Therapy
EA Zhigalova, AI Izosimova, DV Yuzhakova, LN Volchkova, IA Shagina, MA Turchaninova, EO Serebrovskaya, EV Zagaynova, DM Chudakov, GV Sharonov
Frontiers in Oncology 2020
Emerging Blood-Based Biomarkers for Predicting Response to Checkpoint Immunotherapy in Non-Small-Cell Lung Cancer
S Li, C Zhang, G Pang, P Wang
Frontiers in immunology 2020
The Challenges of Tumor Mutational Burden as an Immunotherapy Biomarker
DL Jardim, A Goodman, D de Melo Gagliato, R Kurzrock
Cancer Cell 2020
Characteristics of TCR Repertoire Associated With Successful Immune Checkpoint Therapy Responses
J Kidman, N Principe, M Watson, T Lassmann, RA Holt, AK Nowak, WJ Lesterhuis, RA Lake, J Chee
Frontiers in immunology 2020
Measuring Intratumoral Heterogeneity of Immune Repertoires
DV Yuzhakova, LN Volchkova, MV Pogorelyy, EO Serebrovskaya, IA Shagina, EA Bryushkova, TO Nakonechnaya, AV Izosimova, DS Zavyalova, MM Karabut, M Izraelson, IV Samoylenko, VE Zagainov, DM Chudakov, EV Zagaynova, GV Sharonov
Frontiers in Oncology 2020
Anticancer effects of chemokine-directed antigen delivery to a cross-presenting dendritic cell subset with immune checkpoint blockade
Y Mizumoto, H Hemmi, M Katsuda, M Miyazawa, Y Kitahata, A Miyamoto, M Nakamori, T Ojima, K Matsuda, M Nakamura, K Hayata, Y Fukuda-Ohta, M Sugiyama, T Ohta, T Orimo, S Okura, I Sasaki, K Tamada, H Yamaue, T Kaisho
British Journal of Cancer 2020
Developing an Unbiased Multiplex PCR System to Enrich the TRB Repertoire Toward Accurate Detection in Leukemia
J Wu, X Wang, L Lin, X Li, S Liu, W Zhang, L Luo, Z Wan, M Fang, Y Zhao, X Wang, H Mai, X Yuan, F Wen, C Li, X Liu
Frontiers in immunology 2020
Evaluating the Potential of T Cell Receptor Repertoires in Predicting the Prognosis of Resectable Non-Small Cell Lung Cancers
Z Song, X Chen, Y Shi, R Huang, W Wang, K Zhu, S Lin, M Wang, G Tian, J Yang, G Chen
Molecular Therapy — Methods & Clinical Development 2020
T‐cell receptor repertoire analysis for the diagnosis and treatment of solid tumor: A methodology and clinical applications
N Li, J Yuan, W Tian, L Meng, Y Liu
2020
Characteristics, dynamic changes, and prognostic significance of TCR repertoire profiling in patients with renal cell carcinoma
L Guo, X Bi, Y Li, L Wen, W Zhang, W Jiang, JH Ma, L Feng, K Zhang, J Shou
The Journal of Pathology 2020
T Cell Receptor Diversity and Lineage Relationship between Virus-Specific CD8 T Cell Subsets during Chronic Lymphocytic Choriomeningitis Virus Infection
YM Chang, A Wieland, Z Li, SJ Im, DJ McGuire, HT Kissick, R Antia, R Ahmed, MT Heise
Journal of virology 2020
An Immunological Glance on Pancreatic Ductal Adenocarcinoma
MK Melzer, F Arnold, K Stifter, F Zengerling, N Azoitei, T Seufferlein, C Bolenz, A Kleger
International journal of molecular sciences 2020
Pegylated recombinant human granulocyte colony‐stimulating factor regulates the immune status of patients with small cell lung cancer
J Sun, H Bai, Z Wang, J Duan, J Li, R Guo, J Wang
Thoracic Cancer 2020
Longitudinal Analysis of T and B Cell Receptor Repertoire Transcripts Reveal Dynamic Immune Response in COVID-19 Patients
X Niu, S Li, P Li, W Pan, Q Wang, Y Feng, X Mo, Q Yan, X Ye, J Luo, L Qu, D Weber, ML Byrne-Steele, Z Wang, F Yu, F Li, RM Myers, MT Lotze, N Zhong, J Han, L Chen
Frontiers in immunology 2020
Clinical correlates for immune checkpoint therapy: significance for CNS malignancies
NM Ratnam, SC Frederico, JA Gonzalez, MR Gilbert
2020
Characterization of the TCR β Chain CDR3 Repertoire in Subarachnoid Hemorrhage Patients with Delayed Cerebral Ischemia
BJ Kim, DH Youn, Y Kim, JP Jeon
International journal of molecular sciences 2020
Combined TCR Repertoire Profiles and Blood Cell Phenotypes Predict Melanoma Patient Response to Personalized Neoantigen Therapy plus Anti-PD-1
A Poran, J Scherer, ME Bushway, R Besada, KN Balogh, A Wanamaker, RG Williams, J Prabhakara, PA Ott, S Hu-Lieskovan, ZS Khondker, RB Gaynor, MS Rooney, L Srinivasan
Cell reports. Medicine 2020
Can Personalized Neoantigens Raise the T Cell Bar?
Zaidi N
Cell 2020
Best practices for bioinformatic characterization of neoantigens for clinical utility
MM Richters, H Xia, KM Campbell, WE Gillanders, OL Griffith, M Griffith
Genome Medicine 2019
Combination of Synthetic Long Peptides and XCL1 Fusion Proteins Results in Superior Tumor Control
NK Botelho, BO Tschumi, JA Hubbell, MA Swartz, A Donda, P Romero
Frontiers in immunology 2019
The evolving landscape of biomarkers for checkpoint inhibitor immunotherapy
JJ Havel, D Chowell, TA Chan
Nature Reviews Cancer 2019
Peripheral immune-based biomarkers in cancer immunotherapy: can we realize their predictive potential?
AB Nixon, KA Schalper, I Jacobs, S Potluri, IM Wang, C Fleener
Journal for ImmunoTherapy of Cancer 2019
Tumor mutational burden assessed by targeted NGS predicts clinical benefit from immune checkpoint inhibitors in non‐small cell lung cancer
I Alborelli, K Leonards, SI Rothschild, LP Leuenberger, SS Prince, KD Mertz, S Poechtrager, M Buess, A Zippelius, H Läubli, J Haegele, M Tolnay, L Bubendorf, L Quagliata, P Jermann
The Journal of Pathology 2019
High throughput sequencing of T-cell receptor repertoire using dry blood spots
SG Wu, W Pan, H Liu, ML Byrne-Steele, B Brown, M Depinet, X Hou, J Han, S Li
Journal of Translational Medicine 2019
T cell receptor repertoire characteristics both before and following immunotherapy correlate with clinical response in mesothelioma
H Vroman, G Balzaretti, RA Belderbos, PL Klarenbeek, M van Nimwegen, K Bezemer, R Cornelissen, IT Niewold, BD van Schaik, AH van Kampen, JG Aerts, N de Vries, RW Hendriks
Journal for ImmunoTherapy of Cancer 2019
Spatial heterogeneity of the T cell receptor repertoire reflects the mutational landscape in lung cancer
K Joshi, MR de Massy, M Ismail, JL Reading, I Uddin, A Woolston, E Hatipoglu, T Oakes, R Rosenthal, T Peacock, T Ronel, M Noursadeghi, V Turati, AJ Furness, A Georgiou, YN Wong, AB Aissa, MW Sunderland, M Jamal-Hanjani, S Veeriah, NJ Birkbak, GA Wilson, CT Hiley, E Ghorani, JA Guerra-Assunção, J Herrero, T Enver, SR Hadrup, A Hackshaw, KS Peggs, N McGranahan, C Swanton, SA Quezada, B Chain
Nature Medicine 2019
Rationale of Immunotherapy in Hepatocellular Carcinoma and Its Potential Biomarkers
D Tai, SP Choo, V Chew
Cancers 2019
Master protocols in immuno-oncology: do novel drugs deserve novel designs?
L Mazzarella, S Morganti, A Marra, D Trapani, G Tini, P Pelicci, G Curigliano
Journal for ImmunoTherapy of Cancer 2019
The impact of CTLA-4 blockade and interferon-α on clonality of T-cell repertoire in the tumor microenvironment and peripheral blood of metastatic melanoma patients
A Khunger, JA Rytlewski, P Fields, EC Yusko, AA Tarhini
OncoImmunology 2019
Differential Variation Analysis Enables Detection of Tumor Heterogeneity Using Single-Cell RNA-Sequencing Data
EF Davis-Marcisak, TD Sherman, P Orugunta, GL Stein-O'Brien, SV Puram, ET Torres, AC Hopkins, EM Jaffee, AV Favorov, B Afsari, LA Goff, EJ Fertig
Cancer research 2019
Model to improve specificity for identification of clinically-relevant expanded T cells in peripheral blood
J Rytlewski, S Deng, T Xie, C Davis, H Robins, E Yusko, J Bienkowska, PA Beavis
PloS one 2019
Clinical Applications of Next-Generation Sequencing in Precision Oncology:
CA Karlovich, PM Williams
The Cancer Journal 2019
Immunization With the CSF-470 Vaccine Plus BCG and rhGM-CSF Induced in a Cutaneous Melanoma Patient a TCRβ Repertoire Found at Vaccination Site and Tumor Infiltrating Lymphocytes That Persisted in Blood
M Aris, AI Bravo, HM Alvarez, I Carri, E Podaza, PA Blanco, C Rotondaro, S Bentivegna, M Nielsen, MM Barrio, J Mordoh
Frontiers in immunology 2019
Pembrolizumab in Combination with the Oncolytic Virus Pelareorep and Chemotherapy in Patients with Advanced Pancreatic Adenocarcinoma: A Phase Ib Study
D Mahalingam, GA Wilkinson, KH Eng, P Fields, P Raber, JL Moseley, K Cheetham, M Coffey, G Nuovo, P Kalinski, B Zhang, SP Arora, C Fountzilas
Clinical cancer research 2019
Trial watch: peptide-based vaccines in anticancer therapy
L Bezu, O Kepp, G Cerrato, J Pol, J Fucikova, R Spisek, L Zitvogel, G Kroemer, L Galluzzi
OncoImmunology 2018
Pulmonary surfactant: an immunological perspective
ZC Chroneos, Z Sever-Chroneos, VL Shepherd
Cellular physiology and biochemistry : international journal of experimental cellular physiology, biochemistry, and pharmacology 2009

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