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Elnaggar M, Agte S, Restrepo P, Ram M, Melnekoff D, Adamopoulos C, Stevens MM, Kappes K, Leshchenko V, Verina D, Jagannath S, Poulikakos PI, Parekh S, Laganà A. Correction: Triple MAPK inhibition salvaged a relapsed post-BCMA CAR-T cell therapy multiple myeloma patient with a BRAF V600E subclonal mutation. J Hematol Oncol 2023; 16:52. [PMID: 37158935 PMCID: PMC10169501 DOI: 10.1186/s13045-023-01449-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/10/2023] Open
Affiliation(s)
- Muhammad Elnaggar
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sarita Agte
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Paula Restrepo
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Meghana Ram
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - David Melnekoff
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Christos Adamopoulos
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Katerina Kappes
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Violetta Leshchenko
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Daniel Verina
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sundar Jagannath
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Poulikos I Poulikakos
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Samir Parekh
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alessandro Laganà
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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Mouhieddine TH, Van Oekelen O, Melnekoff DT, Li J, Ghodke-Puranik Y, Lancman G, Thibaud S, Pan D, Rajeeve S, Agte S, Aleman A, Sanchez L, Richard S, Rossi A, Richter J, Cho HJ, Rodriguez C, Lagana A, Moshier E, Chari A, Jagannath S, Parekh S. Sequencing T-cell redirection therapies leads to deep and durable responses in patients with relapsed/refractory myeloma. Blood Adv 2023; 7:1056-1064. [PMID: 36018226 PMCID: PMC10033902 DOI: 10.1182/bloodadvances.2022007923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 07/25/2022] [Accepted: 08/08/2022] [Indexed: 11/20/2022] Open
Abstract
T-cell redirection therapy using chimeric antigen receptor (CAR) T cells and bispecific antibodies (BiAbs) has shown promising efficacy in heavily pretreated patients with relapsed/refractory multiple myeloma (RRMM), leading to the approval of 2 CAR T-cell products and numerous BiAb trials. Data on the outcomes after relapse following BiAbs are urgently required to develop strategies for sequencing salvage therapies. We identified 58 patients progressing after a BiAb trial at Mount Sinai Hospital. Progression-free survival (PFS) to the first salvage (PFS1), second salvage therapy (PFS2), and overall survival (OS) were estimated using the Kaplan-Meier method. The median age of the patients was 67 years, and 78% had high-risk cytogenetics. They had a median of 6 prior therapy lines, 89% were triple-class refractory, and 44% were penta-drug refractory. After the BiAb trial, patients were followed for a median of 30.5 months and received a median of 2 additional salvage therapies (range, 1-9). The most common first salvage was T-cell redirection in 19 patients (10 BiAb and 9 CAR T cells). Ten patients underwent T-cell redirection as a second salvage treatment. T-cell redirection therapy as first or second salvage was feasible and associated with a median PFS1 of 28.9 months, PFS2 of 30.9 months, and an OS of 62% at 2 years. The sequential use of different T-cell redirection therapies is possible and may lead to deep and durable responses following the relapse after BiAb therapy in RRMM.
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Affiliation(s)
- Tarek H. Mouhieddine
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Oliver Van Oekelen
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - David T. Melnekoff
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Jeanne Li
- Department of Population Health Science and Policy, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Yogita Ghodke-Puranik
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Guido Lancman
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Santiago Thibaud
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Darren Pan
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Sridevi Rajeeve
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Sarita Agte
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Adolfo Aleman
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Larysa Sanchez
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Shambavi Richard
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Adriana Rossi
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Joshua Richter
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Hearn Jay Cho
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Cesar Rodriguez
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Alessandro Lagana
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Erin Moshier
- Department of Population Health Science and Policy, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Ajai Chari
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Sundar Jagannath
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Samir Parekh
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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3
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Kimmerling RJ, Stevens MM, Olcum S, Minnah A, Vacha M, LaBella R, Ferri M, Wasserman SC, Fujii J, Shaheen Z, Sundaresan S, Ribadeneyra D, Jayabalan DS, Agte S, Aleman A, Criscitiello JA, Niesvizky R, Luskin MR, Parekh S, Rosenbaum CA, Tamrazi A, Reid CA. A pipeline for malignancy and therapy agnostic assessment of cancer drug response using cell mass measurements. Commun Biol 2022; 5:1295. [PMID: 36435843 PMCID: PMC9701192 DOI: 10.1038/s42003-022-04270-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 11/16/2022] [Indexed: 11/28/2022] Open
Abstract
Functional precision medicine offers a promising complement to genomics-based cancer therapy guidance by testing drug efficacy directly on a patient's tumor cells. Here, we describe a workflow that utilizes single-cell mass measurements with inline brightfield imaging and machine-learning based image classification to broaden the clinical utility of such functional testing for cancer. Using these image-curated mass measurements, we characterize mass response signals for 60 different drugs with various mechanisms of action across twelve different cell types, demonstrating an improved ability to detect response for several slow acting drugs as compared with standard cell viability assays. Furthermore, we use this workflow to assess drug responses for various primary tumor specimen formats including blood, bone marrow, fine needle aspirates (FNA), and malignant fluids, all with reports generated within two days and with results consistent with patient clinical responses. The combination of high-resolution measurement, broad drug and malignancy applicability, and rapid return of results offered by this workflow suggests that it is well-suited to performing clinically relevant functional assessment of cancer drug response.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Juanita Fujii
- Department of Clinical Research, Dignity Health, Sequoia Hospital, Redwood City, CA, USA
| | - Zayna Shaheen
- Department of Clinical Research, Dignity Health, Sequoia Hospital, Redwood City, CA, USA
| | - Srividya Sundaresan
- Department of Clinical Research, Dignity Health, Sequoia Hospital, Redwood City, CA, USA
| | | | | | - Sarita Agte
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Adolfo Aleman
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | | | - Marlise R Luskin
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Samir Parekh
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Anobel Tamrazi
- Division of Vascular and Interventional Radiology, Palo Alto Medical Foundation, Redwood City, CA, USA
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4
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Elnaggar M, Agte S, Restrepo P, Ram M, Melnekoff D, Adamopoulos C, Stevens MM, Kappes K, Leshchenko V, Verina D, Jagannath S, Poulikakos PI, Parekh S, Laganà A. Triple MAPK inhibition salvaged a relapsed post-BCMA CAR-T cell therapy multiple myeloma patient with a BRAF V600E subclonal mutation. J Hematol Oncol 2022; 15:109. [PMID: 35978321 PMCID: PMC9382834 DOI: 10.1186/s13045-022-01330-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 08/05/2022] [Indexed: 11/18/2022] Open
Abstract
Background Multiple Myeloma (MM) is a progressive plasma cell neoplasm characterized by heterogeneous clonal expansion. Despite promising response rates achieved with anti-BCMA CAR-T cell therapy, patients may still relapse and there are currently no clear therapeutic options in post-CAR-T settings. In this report, we present a case of a post-BCMA CAR-T relapsed/refractory (RR) MM patient with skin extramedullary disease (EMD) in which a novel MAPK inhibition combinatorial strategy was implemented based on next-generation sequencing and in vitro experiments. Case presentation A 61-year-old male with penta-refractory MM penta- (IgA lambda), ISS stage 3 with hyperdiploidy, gain of 1q21 and del13 was treated with anti-BCMA CAR-T cell therapy, achieving a best response of VGPR. He progressed after 6 months and was salvaged for a short period with autologous stem cell transplantation. Eventually, he progressed with extramedullary disease manifested as subcutaneous nodules. Based on whole-exome sequencing, we identified a BRAF (V600E) dominant subclone in both bone marrow and cutaneous plasmacytoma. Following in vitro experiments, and according to our previous studies, we implemented a triple MAPK inhibition strategy under which the patient achieved a very good partial response for 110 days, which allowed to bridge him to subsequent clinical trials and eventually achieve a stringent complete response (sCR). Conclusion Here, we show the applicability, effectiveness, and tolerability the triple MAPK inhibition strategy in the context of post-BCMA CAR-T failure in specific subset of patients. The triple therapy could bridge our hospice bound RRMM patient with BRAF (V600E) to further therapeutic options where sCR was achieved. We will further evaluate triple MAPK inhibition in patients with BRAF V600E in a precision medicine clinical trial launching soon. Supplementary Information The online version contains supplementary material available at 10.1186/s13045-022-01330-3.
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Affiliation(s)
- Muhammad Elnaggar
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sarita Agte
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Paula Restrepo
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Meghana Ram
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - David Melnekoff
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Christos Adamopoulos
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Katerina Kappes
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Violetta Leshchenko
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Daniel Verina
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sundar Jagannath
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Poulikos I Poulikakos
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Samir Parekh
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alessandro Laganà
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. .,Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA. .,Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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5
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Restrepo P, Bhalla S, Ghodke-Puranik Y, Aleman A, Leshchenko V, Melnekoff DT, Agte S, Jiang J, Madduri D, Richter J, Richard S, Chari A, Cho HJ, Jagannath S, Walker CJ, Landesman Y, Laganà A, Parekh S. A Three-Gene Signature Predicts Response to Selinexor in Multiple Myeloma. JCO Precis Oncol 2022; 6:e2200147. [PMID: 35704796 PMCID: PMC10530420 DOI: 10.1200/po.22.00147] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Revised: 04/21/2022] [Accepted: 05/12/2022] [Indexed: 12/28/2022] Open
Abstract
PURPOSE Selinexor is the first selective inhibitor of nuclear export to be approved for the treatment of relapsed or refractory multiple myeloma (MM). Currently, there are no known genomic biomarkers or assays to help select MM patients at higher likelihood of response to selinexor. Here, we aimed to characterize the transcriptomic correlates of response to selinexor-based therapy. METHODS We performed RNA sequencing on CD138+ cells from the bone marrow of 100 patients with MM who participated in the BOSTON study, followed by differential gene expression and pathway analysis. Using the differentially expressed genes, we used cox proportional hazard models to identify a gene signature predictive of response to selinexor, followed by validation in external cohorts. RESULTS The three-gene signature predicts response to selinexor-based therapy in patients with MM in the BOSTON cohort. Then, we validated this gene signature in 64 patients from the STORM cohort of triple-class refractory MM and additionally in an external cohort of 35 patients treated in a real-world setting outside of clinical trials. We found that the signature tracks with both depth and duration of response, and it also validates in a different tumor type using a cohort of pretreatment tumors from patients with recurrent glioblastoma. Furthermore, the genes involved in the signature, WNT10A, DUSP1, and ETV7, reveal a potential mechanism through upregulated interferon-mediated apoptotic signaling that may prime tumors to respond to selinexor-based therapy. CONCLUSION In this study, we present a present a novel, three-gene expression signature that predicts selinexor response in MM. This signature has important clinical relevance as it could identify patients with cancer who are most likely to benefit from treatment with selinexor-based therapy.
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Affiliation(s)
- Paula Restrepo
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Sherry Bhalla
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | | | - Adolfo Aleman
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Violetta Leshchenko
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - David T. Melnekoff
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Sarita Agte
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Joy Jiang
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Deepu Madduri
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Janssen Pharmaceutical Research and Development, Raritan, NJ
| | - Joshua Richter
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Shambavi Richard
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Ajai Chari
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Hearn Jay Cho
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Multiple Myeloma Research Foundation, Norwalk, CT
| | - Sundar Jagannath
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | | | | | - Alessandro Laganà
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Samir Parekh
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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6
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Aleman A, Van Oekelen O, Upadhyaya B, Beach K, Kogan Zajdman A, Alshammary H, Serebryakova K, Agte S, Kappes K, Gleason CR, Srivastava K, Almo S, Cordon-Cardo C, Krammer F, Merad M, Jagannath S, Wajnberg A, Simon V, Parekh S. Augmentation of humoral and cellular immune responses after third-dose SARS-CoV-2 vaccination and viral neutralization in myeloma patients. Cancer Cell 2022; 40:441-443. [PMID: 35390296 PMCID: PMC8983835 DOI: 10.1016/j.ccell.2022.03.013] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Adolfo Aleman
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Oliver Van Oekelen
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Bhaskar Upadhyaya
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katherine Beach
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ariel Kogan Zajdman
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Hala Alshammary
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kseniya Serebryakova
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sarita Agte
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katerina Kappes
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Charles R Gleason
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Komal Srivastava
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Steve Almo
- Department of Biochemistry, Albert Einstein College of Medicine, New York, NY, USA
| | - Carlos Cordon-Cardo
- Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Florian Krammer
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Miriam Merad
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sundar Jagannath
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ania Wajnberg
- Department of Internal Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Geriatrics and Palliative Medicine, Icahn School of Medicine at Mount Sinai, NY, USA
| | - Viviana Simon
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Division of Infectious Disease, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Global Health and Emerging Pathogen Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Samir Parekh
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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7
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Aleman A, Upadhyaya B, Tuballes K, Kappes K, Gleason CR, Beach K, Agte S, Srivastava K, Van Oekelen O, Barcessat V, Bhardwaj N, Kim-Schulze S, Gnjatic S, Brown B, Cordon-Cardo C, Krammer F, Merad M, Jagannath S, Wajnberg A, Simon V, Parekh S. Variable cellular responses to SARS-CoV-2 in fully vaccinated patients with multiple myeloma. Cancer Cell 2021; 39:1442-1444. [PMID: 34706273 PMCID: PMC8523488 DOI: 10.1016/j.ccell.2021.09.015] [Citation(s) in RCA: 53] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Adolfo Aleman
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Bhaskar Upadhyaya
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kevin Tuballes
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katerina Kappes
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Charles R Gleason
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katherine Beach
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sarita Agte
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Komal Srivastava
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Oliver Van Oekelen
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Vanessa Barcessat
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nina Bhardwaj
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Seunghee Kim-Schulze
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sacha Gnjatic
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Brian Brown
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, NY, USA
| | - Carlos Cordon-Cardo
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, NY, USA
| | - Florian Krammer
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Miriam Merad
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sundar Jagannath
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ania Wajnberg
- Department of Internal Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Geriatrics and Palliative Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Viviana Simon
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Division of Infectious Disease, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Global Health and Emerging Pathogen Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Samir Parekh
- Department of Medicine, Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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8
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Van Oekelen O, Gleason CR, Agte S, Srivastava K, Beach KF, Aleman A, Kappes K, Mouhieddine TH, Wang B, Chari A, Cordon-Cardo C, Krammer F, Jagannath S, Simon V, Wajnberg A, Parekh S. Highly variable SARS-CoV-2 spike antibody responses to two doses of COVID-19 RNA vaccination in patients with multiple myeloma. Cancer Cell 2021; 39:1028-1030. [PMID: 34242572 PMCID: PMC8238657 DOI: 10.1016/j.ccell.2021.06.014] [Citation(s) in RCA: 153] [Impact Index Per Article: 51.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Affiliation(s)
- Oliver Van Oekelen
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Charles R Gleason
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sarita Agte
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Komal Srivastava
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katherine F Beach
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Adolfo Aleman
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katerina Kappes
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Tarek H Mouhieddine
- Department of Internal Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Bo Wang
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Ajai Chari
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Carlos Cordon-Cardo
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Molecular, and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Florian Krammer
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sundar Jagannath
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Viviana Simon
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Division of Infectious Disease, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Global Health and Emerging Pathogen Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ania Wajnberg
- Department of Internal Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Geriatrics and Palliative Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Samir Parekh
- Department of Medicine, Hematology, and Medical Oncology, Icahn School of Medicine at Mount Sinai, New York, NY; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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9
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Park W, Mezquita L, Okabe N, Chae YK, Kwon D, Saravia D, Auclin E, Planchard D, Caramella C, Ferrara R, Agte S, Oh M, Mudad R, Jahanzeb M, Suzuki H, Besse B, Lopes G. Association of the prognostic model iSEND with PD-1/L1 monotherapy outcome in non-small-cell lung cancer. Br J Cancer 2019; 122:340-347. [PMID: 31761899 PMCID: PMC7000664 DOI: 10.1038/s41416-019-0643-y] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Revised: 09/23/2019] [Accepted: 10/29/2019] [Indexed: 12/18/2022] Open
Abstract
Background Accessible biomarkers are needed for immunotherapy in advanced non-small-cell lung cancer (NSCLC). We previously described a multivariate risk prediction model, the iSEND, which categorises advanced NSCLC patients treated with nivolumab into Good, Intermediate or Poor groups. This model was developed by using only clinical and analytical variables (sex, ECOG-performance status, neutrophil-to-lymphocyte ratio [NLR] and post-treatment delta NLR). Methods An international database of 439 patients who received post-platinum PD-1/L1 monotherapies was collected for validation. Performance of the iSEND to different PD-L1 groups was compared by using time-dependent positive predictive value (PPV) for their mortality events. Results Median follow-up was 18.2 months (95% CI: 15.9–19.6). The overall survival of the iSEND Good (HR = 0.31, 95% CI: 0.22–0.43, p < 0.0001) was superior to the iSEND Poor. Time-dependent PPV for mortality of iSEND Poor was superior to PD-L1 = 0% group at 12 (75 vs. 53%, p = 0.01) and 18 months (85 vs. 46%, p = 0.03). However, female gender did not independently associate with better outcome in the validation cohort. Conclusion The iSEND model is associated with the outcome of post-platinum PD-1/L1 monotherapy in advanced NSCLC patients. The iSEND Poor demonstrated a superior performance to PD-L1 = 0% in negative prognostication. Prospective investigation and modelling with other significant parameters in a larger cohort are warranted.
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Affiliation(s)
- Wungki Park
- University of Miami, Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL, USA.,Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Weill Cornell Medical College, New York, NY, USA
| | - Laura Mezquita
- Gustave Roussy, Medical Oncology Department, Thoracic Oncology Group, Villejuif, France
| | - Naoyuki Okabe
- Department of Chest Surgery, Fukushima Medical University, School of Medicine, Fukushima, Japan
| | - Young Kwang Chae
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Deukwoo Kwon
- University of Miami, Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Diana Saravia
- University of Miami, Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Edouard Auclin
- Gustave Roussy, Medical Oncology Department, Thoracic Oncology Group, Villejuif, France
| | - David Planchard
- Gustave Roussy, Medical Oncology Department, Thoracic Oncology Group, Villejuif, France
| | - Caroline Caramella
- Gustave Roussy, Medical Oncology Department, Thoracic Oncology Group, Villejuif, France
| | - Roberto Ferrara
- Gustave Roussy, Medical Oncology Department, Thoracic Oncology Group, Villejuif, France
| | - Sarita Agte
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Michael Oh
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Raja Mudad
- University of Miami, Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Mohammad Jahanzeb
- University of Miami, Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Hiroyuki Suzuki
- Department of Chest Surgery, Fukushima Medical University, School of Medicine, Fukushima, Japan
| | - Benjamin Besse
- Gustave Roussy, Medical Oncology Department, Thoracic Oncology Group, Villejuif, France
| | - Gilberto Lopes
- University of Miami, Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL, USA.
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10
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Chae YK, Davis AA, Agte S, Pan A, Simon NI, Iams WT, Cruz MR, Tamragouri K, Rhee K, Mohindra N, Villaflor V, Park W, Lopes G, Giles FJ. Clinical Implications of Circulating Tumor DNA Tumor Mutational Burden (ctDNA TMB) in Non-Small Cell Lung Cancer. Oncologist 2019; 24:820-828. [PMID: 30867242 DOI: 10.1634/theoncologist.2018-0433] [Citation(s) in RCA: 71] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Accepted: 02/06/2019] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Tissue tumor mutational burden (TMB) has emerged as a potential biomarker predicting response to anti-programmed cell death-1 protein receptor (PD-1)/programmed cell death-1 protein ligand (PD-L1) therapy, but few studies have explored using circulating tumor DNA (ctDNA) TMB in non-small cell lung cancer (NSCLC). MATERIALS AND METHODS A total of 136 patients with NSCLC with ctDNA testing were retrospectively evaluated from a single institution, along with a validation cohort from a second institution. ctDNA TMB was derived using the number of detected mutations over the DNA sequencing length. RESULTS Higher ctDNA TMB was significantly correlated with smoking history (p < .05, chi-squared test). Among patients treated with immune checkpoint inhibitors (n = 20), higher ctDNA TMB was significantly correlated with shorter progressive free survival (PFS) and overall survival (OS; 45 vs. 355 days; hazard ratio [HR], 5.6; 95% confidence interval [CI], 1.3-24.6; p < .01, and OS 106 days vs. not reached; HR, 6.0; 95% CI, 1.3-27.1; p < .01, respectively). In a small independent validation cohort (n = 12), there was a nonsignificant numerical difference for higher ctDNA TMB predicting shorter OS but not PFS. ctDNA TMB was not correlated with RECIST tumor burden estimation in the subset of patients treated with immune checkpoint blockade. CONCLUSION The findings indicate that higher ctDNA TMB, at the current commercial sequencing length, reflects worse clinical outcomes. IMPLICATIONS FOR PRACTICE Biomarkers to identify patients who will respond to immune checkpoint blockade are critical. Tissue tumor mutational burden (TMB) has emerged as a viable biomarker to predict response to anti-PD-1/PD-L1 therapy, but few studies have explored the meaning and potential clinical significance of noninvasive, blood-based TMB. Here, we investigated circulating tumor DNA (ctDNA) TMB and present data demonstrating that current ctDNA TMB may reflect tumor burden and that ctDNA panels with a greater number of mutations may be necessary to more accurately reflect tissue TMB.
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MESH Headings
- Adult
- Aged
- Aged, 80 and over
- Antineoplastic Agents, Immunological/pharmacology
- Antineoplastic Agents, Immunological/therapeutic use
- B7-H1 Antigen/antagonists & inhibitors
- B7-H1 Antigen/immunology
- Biomarkers, Tumor/blood
- Biomarkers, Tumor/genetics
- Carcinoma, Non-Small-Cell Lung/drug therapy
- Carcinoma, Non-Small-Cell Lung/genetics
- Carcinoma, Non-Small-Cell Lung/immunology
- Carcinoma, Non-Small-Cell Lung/mortality
- Circulating Tumor DNA/blood
- Circulating Tumor DNA/genetics
- Drug Resistance, Neoplasm/genetics
- Female
- Follow-Up Studies
- Humans
- Kaplan-Meier Estimate
- Lung Neoplasms/drug therapy
- Lung Neoplasms/genetics
- Lung Neoplasms/immunology
- Lung Neoplasms/mortality
- Male
- Middle Aged
- Mutation Rate
- Programmed Cell Death 1 Receptor/antagonists & inhibitors
- Programmed Cell Death 1 Receptor/immunology
- Progression-Free Survival
- Response Evaluation Criteria in Solid Tumors
- Retrospective Studies
- Tumor Burden
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Affiliation(s)
- Young Kwang Chae
- Developmental Therapeutics Program of Division of Hematology Oncology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, Illinois, USA
| | - Andrew A Davis
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, Illinois, USA
| | - Sarita Agte
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, Illinois, USA
| | - Alan Pan
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Nicholas I Simon
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Wade T Iams
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, Illinois, USA
| | - Marcelo R Cruz
- Developmental Therapeutics Program of Division of Hematology Oncology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Keerthi Tamragouri
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Kyunghoon Rhee
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Nisha Mohindra
- Developmental Therapeutics Program of Division of Hematology Oncology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, Illinois, USA
| | - Victoria Villaflor
- Developmental Therapeutics Program of Division of Hematology Oncology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, Illinois, USA
| | - Wungki Park
- Division of Hematology and Medical Oncology, Department of Medicine, Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Gilberto Lopes
- Division of Hematology and Medical Oncology, Department of Medicine, Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Francis J Giles
- Developmental Therapeutics Program of Division of Hematology Oncology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, Illinois, USA
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11
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Chae YK, Anker JF, Oh MS, Bais P, Namburi S, Agte S, Giles FJ, Chuang JH. Mutations in DNA repair genes are associated with increased neoantigen burden and a distinct immunophenotype in lung squamous cell carcinoma. Sci Rep 2019; 9:3235. [PMID: 30824826 PMCID: PMC6397194 DOI: 10.1038/s41598-019-39594-4] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2018] [Accepted: 12/19/2018] [Indexed: 12/26/2022] Open
Abstract
Deficiencies in DNA repair pathways, including mismatch repair (MMR), have been linked to higher tumor mutation burden and improved response to immune checkpoint inhibitors. However, the significance of MMR mutations in lung cancer has not been well characterized, and the relevance of other processes, including homologous recombination (HR) and polymerase epsilon (POLE) activity, remains unclear. Here, we analyzed a dataset of lung squamous cell carcinoma samples from The Cancer Genome Atlas. Variants in DNA repair genes were associated with increased tumor mutation and neoantigen burden, which in turn were linked with greater tumor infiltration by activated T cells. The subset of tumors with DNA repair gene variants but without T cell infiltration exhibited upregulation of TGF-β and Wnt pathway genes, and a combined score incorporating these genes and DNA repair status accurately predicted immune cell infiltration. Finally, high neoantigen burden was positively associated with genes related to cytolytic activity and immune checkpoints. These findings provide evidence that DNA repair pathway defects and immunomodulatory genes together lead to specific immunophenotypes in lung squamous cell carcinoma and could potentially serve as biomarkers for immunotherapy.
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Affiliation(s)
- Young Kwang Chae
- Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA. .,Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, 60611, USA.
| | - Jonathan F Anker
- Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Michael S Oh
- Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Preeti Bais
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06030, USA
| | - Sandeep Namburi
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06030, USA
| | - Sarita Agte
- Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Francis J Giles
- Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA.,Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, 60611, USA
| | - Jeffrey H Chuang
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06030, USA.,Department of Genetics and Genome Sciences, University of Connecticut Health, Farmington, CT, 06032, USA
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12
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Saravia D, Agte S, Okabe N, Park W, Kwon D, Mudad R, Suzuki H, Chae Y, Oh M, Rahbari A, Lopes G. P2.01-82 Neutrophil-to-Lymphocyte Ratio Complements the Prognostic Ability of PD-L1 in Non-Small Cell Lung Cancer Treated with PD-1/PD-L1 Inhibitors. J Thorac Oncol 2018. [DOI: 10.1016/j.jtho.2018.08.1136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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13
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Chae YK, Davis AA, Raparia K, Agte S, Pan A, Mohindra N, Villaflor V, Giles F. Association of Tumor Mutational Burden With DNA Repair Mutations and Response to Anti-PD-1/PD-L1 Therapy in Non-Small-Cell Lung Cancer. Clin Lung Cancer 2018; 20:88-96.e6. [PMID: 30425022 DOI: 10.1016/j.cllc.2018.09.008] [Citation(s) in RCA: 62] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2018] [Revised: 08/20/2018] [Accepted: 09/15/2018] [Indexed: 01/14/2023]
Abstract
PURPOSE To examine clinical predictors of tumor mutational burden (TMB), to explore the association between TMB and DNA repair mutations, and to analyze TMB as a biomarker for response to immune checkpoint blockade in non-small-cell lung cancer. PATIENTS AND METHODS TMB scores were determined retrospectively for 72 consecutive patients at our institution with next-generation sequencing comprehensive genomic profiling testing by Foundation Medicine. TMB scores were correlated with a number of clinical variables and presence of DNA repair mutations. Thirty-four patients were treated with anti-programmed cell death 1 (PD-1)/programmed death ligand 1 (PD-L1) therapies, and survival analyses based on TMB score were performed. In addition, tissue immunohistochemical analysis was performed for a subset of patients. RESULTS History of smoking, but not other clinical variables, including prior treatment lines, stage of disease, and number of metastatic sites, predicted higher TMB score. Higher TMB score was significantly associated with greater number of DNA repair mutations. In the subset of patients treated with immune checkpoint blockade, higher TMB score significantly predicted overall survival, but not progression-free survival (hazard ratio = 0.10, P = .003; hazard ratio 1.1, P = .84, respectively). In a small subset of patients, PD-1/PD-L1 staining did not independently predict progression-free survival or overall survival. CONCLUSION Tissue TMB was significantly associated with smoking history and number of DNA repair mutations. TMB is a promising biomarker for response to anti-PD-1/PD-L1 therapy, with higher TMB score predicting longer overall survival.
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Affiliation(s)
- Young Kwang Chae
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL.
| | - Andrew A Davis
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Kirtee Raparia
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Sarita Agte
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL
| | - Alan Pan
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Nisha Mohindra
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL
| | - Victoria Villaflor
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL
| | - Francis Giles
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL
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Chae YK, Chang S, Ko T, Anker J, Agte S, Iams W, Choi WM, Lee K, Cruz M. Epithelial-mesenchymal transition (EMT) signature is inversely associated with T-cell infiltration in non-small cell lung cancer (NSCLC). Sci Rep 2018; 8:2918. [PMID: 29440769 PMCID: PMC5811447 DOI: 10.1038/s41598-018-21061-1] [Citation(s) in RCA: 159] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2017] [Accepted: 01/22/2018] [Indexed: 12/11/2022] Open
Abstract
Epithelial-mesenchymal transition (EMT) is able to drive metastasis during progression of multiple cancer types, including non-small cell lung cancer (NSCLC). As resistance to immunotherapy has been associated with EMT and immune exclusion in melanoma, it is important to understand alterations to T-cell infiltration and the tumor microenvironment during EMT in lung adenocarcinoma and squamous cell carcinoma. We conducted an integrated analysis of the immune landscape in NSCLCs through EMT scores derived from a previously established 16 gene signature of canonical EMT markers. EMT was associated with exclusion of immune cells critical in the immune response to cancer, with significantly lower infiltration of CD4 T-cells in lung adenocarcinoma and CD4/CD8 T-cells in squamous cell carcinoma. EMT was also associated with increased expression of multiple immunosuppressive cytokines, including IL-10 and TGF-β. Furthermore, overexpression of targetable immune checkpoints, such as CTLA-4 and TIM-3 were associated with EMT in both NSCLCs. An association may exist between immune exclusion and EMT in NSCLC. Further investigation is merited as its mechanism is not completely understood and a better understanding of this association could lead to the development of biomarkers that could accurately predict response to immunotherapy.
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Affiliation(s)
- Young Kwang Chae
- Northwestern University Feinberg School of Medicine, Department of Medicine, Chicago, IL, USA.
| | - Sangmin Chang
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Department of Medicine, Chicago, IL USA
| | - Taeyeong Ko
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Department of Medicine, Chicago, IL USA
| | - Jonathan Anker
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Department of Medicine, Chicago, IL USA
| | - Sarita Agte
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Department of Medicine, Chicago, IL USA
| | - Wade Iams
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Department of Medicine, Chicago, IL USA
| | - Wooyoung M. Choi
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Department of Medicine, Chicago, IL USA
| | - Kyoungmin Lee
- 0000 0004 0533 4667grid.267370.7Department of Internal Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Marcelo Cruz
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Department of Medicine, Chicago, IL USA
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Chae YK, Choi WM, Bae WH, Anker J, Davis AA, Agte S, Iams WT, Cruz M, Matsangou M, Giles FJ. Overexpression of adhesion molecules and barrier molecules is associated with differential infiltration of immune cells in non-small cell lung cancer. Sci Rep 2018; 8:1023. [PMID: 29348685 PMCID: PMC5773521 DOI: 10.1038/s41598-018-19454-3] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2017] [Accepted: 12/12/2017] [Indexed: 12/26/2022] Open
Abstract
Immunotherapy is emerging as a promising option for lung cancer treatment. Various endothelial adhesion molecules, such as integrin and selectin, as well as various cellular barrier molecules such as desmosome and tight junctions, regulate T-cell infiltration in the tumor microenvironment. However, little is known regarding how these molecules affect immune cells in patients with lung cancer. We demonstrated for the first time that overexpression of endothelial adhesion molecules and cellular barrier molecule genes was linked to differential infiltration of particular immune cells in non-small cell lung cancer. Overexpression of endothelial adhesion molecule genes is associated with significantly lower infiltration of activated CD4 and CD8 T-cells, but higher infiltration of activated B-cells and regulatory T-cells. In contrast, overexpression of desmosome genes was correlated with significantly higher infiltration of activated CD4 and CD8 T-cells, but lower infiltration of activated B-cells and regulatory T-cells in lung adenocarcinoma. This inverse relation of immune cells aligns with previous studies of tumor-infiltrating B-cells inhibiting T-cell activation. Although overexpression of endothelial adhesion molecule or cellular barrier molecule genes alone was not predictive of overall survival in our sample, these genetic signatures may serve as biomarkers of immune exclusion, or resistance to T-cell mediated immunotherapy.
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Affiliation(s)
- Young Kwang Chae
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, 60611, USA. .,Northwestern University Feinberg School of Medicine, Chicago, 60611, USA.
| | - Wooyoung M. Choi
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Chicago, 60611 USA
| | - William H. Bae
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Chicago, 60611 USA
| | - Jonathan Anker
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Chicago, 60611 USA
| | - Andrew A. Davis
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Chicago, 60611 USA
| | - Sarita Agte
- 0000 0001 2299 3507grid.16753.36Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, 60611 USA
| | - Wade T. Iams
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Chicago, 60611 USA
| | - Marcelo Cruz
- 0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Chicago, 60611 USA
| | - Maria Matsangou
- 0000 0001 2299 3507grid.16753.36Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, 60611 USA ,0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Chicago, 60611 USA
| | - Francis J. Giles
- 0000 0001 2299 3507grid.16753.36Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, 60611 USA ,0000 0001 2299 3507grid.16753.36Northwestern University Feinberg School of Medicine, Chicago, 60611 USA
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Chae Y, Davis A, Agte S, Pan A, Mohindra N, Villaflor V, Giles F. OA 07.03 Circulating Tumor DNA Mutant Allele Frequency and Tumor Burden as Biomarkers for Response to Immune Checkpoint Blockade. J Thorac Oncol 2017. [DOI: 10.1016/j.jtho.2017.09.363] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Agte S, Chae Y, Davis A, Pan A, Mohindra N, Villaflor V. P1.07-034 Pretreatment Neutrophil & Platelet Count as a Predictor for Unfavorable Clinical Outcome in Non-Small Cell Lung Cancer (NSCLC). J Thorac Oncol 2017. [DOI: 10.1016/j.jtho.2017.09.952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Chae Y, Agte S, Davis A, Pan A, Simon N, Mohindra N, Villaflor V. P3.02-013 Prognostic Role of Circulating Tumor DNA (ctDNA) and Immune Cell Biomarkers in Non-Small Cell Lung Cancer (NSCLC). J Thorac Oncol 2017. [DOI: 10.1016/j.jtho.2017.09.1542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Davis AA, Chae YK, Agte S, Pan A, Iams WT, Cruz MRDS, Mohindra NA, Villaflor VM, Giles FJ. Association of circulating tumor DNA (ctDNA) tumor mutational burden (TMB) with DNA repair mutations and response to anti-PD-1/PD-L1 therapy in non-small cell lung cancer (NSCLC). J Clin Oncol 2017. [DOI: 10.1200/jco.2017.35.15_suppl.11537] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
11537 Background: Identifying optimal biomarkers for response to anti-PD-1/PD-L1 therapies in NSCLC is critical. TMB is a potential biomarker of genomic instability and neoantigen binding sites to activated effector T cells. The goal of this study was to derive a measure of ctDNA TMB and to examine the association between TMB and clinical variables, DNA repair mutations, and response to checkpoint blockade. Methods: We retrospectively examined 136 patients with NSCLC who had undergone ctDNA next-generation sequencing (NGS) in our institution. The ctDNA testing, performed by Guardant360, is not currently clinically indicated for TMB. We derived ctDNA TMB using coding base substitutions and indel alterations both including and excluding potentially functional variants, but excluded rearrangements, fusions, and copy number variants. In addition, survival data were obtained for 17 patients who were treated with anti-PD-1/PD-L1 therapy and had ctDNA before first line therapy or within 90 days of therapy initiation. Results: ctDNA TMB was associated with the number of direct and indirect DNA repair gene mutations (t-test, p < 0.05). Smoking was also associated with higher TMB when including functional variants (chi-square test, p = 0.034). Driver mutations (EGFR, KRAS) and prior radiation therapy were not correlated with TMB. Lower ctDNA TMB (below the median, 15 mutations/MBp) was associated with longer PFS and OS (Kaplan-Meier log-rank test, p < 0.05). Conclusions: ctDNA TMB was derived and was significantly associated with greater number of DNA repair mutations. Smoking predicted higher TMB score. However, in a small subset of patients, lower ctDNA TMB predicted response to checkpoint blockade. Potential reasons include the small sample size, the possibility of ctDNA reflecting tumor burden, and the limited length of DNA sequenced (~78,000-138,000 bp). Larger, prospective studies are necessary to validate these findings.
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Affiliation(s)
| | - Young Kwang Chae
- Northwestern Medicine Developmental Therapeutics Institute, Chicago, IL
| | | | - Alan Pan
- Northwestern University, Chicago, IL
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Davis AA, Chae YK, Agte S, Pan A, Simon NI, Taxter TJ, Behdad A, Carneiro BA, Cristofanilli M, Giles FJ. Comparison of tumor mutational burden (TMB) across tumor tissue and circulating tumor DNA (ctDNA). J Clin Oncol 2017. [DOI: 10.1200/jco.2017.35.15_suppl.e23028] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e23028 Background: TMB is a potential biomarker for response to checkpoint blockade. Prior studies have associated tissue TMB with genomic instability and neoantigen binding sites for activated effector T cells. The goal of our study was to compare TMB in patients with paired next-generation sequencing (NGS) tests from tissue and ctDNA. Methods: Ninety-seven patients with NSCLC (N=53), breast cancer (N=34), and other solid tumors (N=10) with paired tissue (FoundationOne) and ctDNA (Guardant360, currently not clinically indicated for TMB) were examined retrospectively. Insufficient samples were eliminated (e.g., poor tissue quality or no mutations detected). TMB was compared using variants of unknown significance and synonymous mutations both with (N=74) and without potentially functional/driver variants (N=55). Results: Paired samples were compared using both continuous and binary TMB classifications (Table 1). TMB scores were significantly different using both comparisons (paired t-test, p<0.05). In addition, correlation coefficients between the two assays were low (Pearson Correlation, r=0.24-0.33). No significant differences were found based on timeframe between biopsies. Conclusions: This study demonstrated a lack of concordance between TMB for tissue and ctDNA in paired samples. Potential reasons include differences in sequencing length (~0.79-1.1 million bp for tissue vs. 78,000-138,000 bp for ctDNA), mutation detection, and methods of determining TMB. Future studies are warranted to determine whether ctDNA TMB can predict response to immunotherapy. [Table: see text]
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Affiliation(s)
| | - Young Kwang Chae
- Northwestern Medicine Developmental Therapeutics Institute, Chicago, IL
| | | | - Alan Pan
- Northwestern University, Chicago, IL
| | | | | | | | - Benedito A. Carneiro
- Northwestern University Robert H. Lurie Comprehensive Cancer Center, Chicago, IL
| | - Massimo Cristofanilli
- Robert H. Lurie Cancer Center of Northwestern University, Feinberg School of Medicine, Chicago, IL
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Davis AA, Chae YK, Agte S, Pan A, Mohindra NA, Villaflor VM, Giles FJ. Association of tumor mutational burden with smoking and mutation status in non-small cell lung cancer (NSCLC). J Clin Oncol 2017. [DOI: 10.1200/jco.2017.35.7_suppl.24] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
24 Background: Reponses to immunotherapy have been observed in multiple solid tumors including non-small cell lung cancer (NSCLC). Identifying optimal biomarkers for response to anti-PD-1/PD-L1 therapies remains critical. Tumor mutational burden (TMB) may indicate genomic instability and potential neoantigen binding sites to activated effector T cells. Methods: We retrospectively examined tumor mutational burden (TMB) using next-generation sequencing (Foundation Medicine) for 83 patients with NSCLC in our institution. TMB included both coding and non-coding regions, but excluded potentially functional mutations. We correlated TMB (mutations per megabase) with smoking history, number of potentially functional mutations, variants of unknown significance, and the driver mutations EGFR, ALK, and KRAS. TMB high versus low was stratified based on 15 mutations per megabase pair. Results: Our findings demonstrated that TMB was significantly associated with current/former smoking status (p = 0.01, Table 1). TMB was also significantly associated with number of potentially functional mutations, number of variants of unknown significance (VUS), and total reported mutations (p < 0.01). The absence of mutations in EGFR, ALK, or KRAS tended to be associated with higher TMB as well (p = 0.07). Conclusions: TMB was associated with smoking status, as well as potentially functional mutations, VUS, and total number of reported mutations. Our results indicate that number of coding region mutations predict genomic instability in non-coding regions. Future studies are needed to correlate this measure with other immune biomarkers and patient outcome in NSCLC. [Table: see text]
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Affiliation(s)
| | - Young Kwang Chae
- Developmental Therapeutics Program of the Division of Hematology Oncology, Northwestern University, Chicago, IL
| | | | - Alan Pan
- Northwestern University, Chicago, IL
| | | | | | - Francis J. Giles
- Division of Hematology Oncology, Northwestern University, Chicago, IL
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23
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Stauber EH, Olson DP, Agte S. Fetal maceration and suppurative metritis in a mule deer. J Am Vet Med Assoc 1976; 169:937-8. [PMID: 977463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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