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Sankar K, Mercer J, Jaeger EB, Godden J, Williams E, Thompson MA, Patel SA, Figueiredo JC, Weinberg F, Reckamp KL. DNA damage repair gene alterations influence the tumor immune microenvironment in advanced non-small cell lung cancer. Lung Cancer 2025; 201:108444. [PMID: 39961190 DOI: 10.1016/j.lungcan.2025.108444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Revised: 01/31/2025] [Accepted: 02/08/2025] [Indexed: 05/09/2025]
Abstract
PURPOSE DNA damage response and repair (DDR) gene alterations contribute to genomic instability and increased tumor immunogenicity, yet their clinical significance in non-small cell lung cancer (NSCLC) remains unclear. Using a large real-world dataset, we evaluated the prevalence of DDR alterations and their relation to the tumor immune microenvironment in metastatic NSCLC. EXPERIMENTAL DESIGN We retrospectively analyzed real-world data from patients with metastatic NSCLC using the Tempus AI database. Tumors were sequenced with Tempus xT DNA and xR RNA assays and classified based on the presence (DDRmt) or absence (DDRwt) of a pathogenic somatic alteration or copy number deletion in a DDR pathway gene. Associations between DDR alterations and immune cell infiltration, PD-L1 immunohistochemistry, tumor mutational burden (TMB), and microsatellite instability (MSI-H) were examined. RESULTS Among 14,127 patients (median age = 67, 49% female), 5,276 (37%) were DDRmt. There was a higher prevalence of current/former smokers in the DDRmt group (86% vs. 82%; p<0.001). DDRmt tumors were more likely to have higher levels of TMB (median: 5.4 vs. 4.6; p<0.001), MSI-H (1.1 % vs. <0.1 %; p<0.001), and infiltrating CD8+ T cells (p=0.003) compared to DDRwt tumors. A lower frequency of macrophages (p<0.001) were observed among DDRmt compared with DDRwt tumors with no difference in PDL1 positivity. CONCLUSIONS Among patients with metastatic NSCLC, 37% present with DDRmt tumors characterized by higher TMB, frequency of MSI-H, and changes in immune cell infiltrates. These findings provide insight into the immunogenic landscape of DDR-altered NSCLC and may inform biomarker selection and therapeutic strategies.
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Affiliation(s)
- Kamya Sankar
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
| | | | | | | | - Edward Williams
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | | | - Shetal A Patel
- Division of Oncology, Department of Medicine, University of North Carolina in Chapel Hill, Chapel Hill, NC, USA
| | - Jane C Figueiredo
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Frank Weinberg
- Department of Medicine, University of Illinois in Chicago, Chicago, IL, USA
| | - Karen L Reckamp
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
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Storandt MH, Shi Q, Eng C, Lieu C, George T, Stoppler MC, Mauer E, Yilma B, Fragkogianni S, Teslow EA, Mahipal A, Jin Z. Genomic Landscapes of Early-Onset Versus Average-Onset Colorectal Cancer Populations. Cancers (Basel) 2025; 17:836. [PMID: 40075683 PMCID: PMC11899610 DOI: 10.3390/cancers17050836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2025] [Revised: 02/17/2025] [Accepted: 02/19/2025] [Indexed: 03/14/2025] Open
Abstract
BACKGROUND Rates of early-onset colorectal cancer (eoCRC), defined as disease diagnosed at <50 years of age, are increasing. The incidence and spectrum of somatic and pathogenic germline variants (PGV) in this population are not well understood. METHODS This cross-sectional study leveraged Tempus' clinicogenomic database, including de-identified records of patients diagnosed with CRC between 2000-2022, to analyze and compare eoCRC and average-onset colorectal cancer (aoCRC, disease diagnosed ≥50 years of age) patients. The frequency and spectrum of somatic mutations and PGVs in patients with eoCRC and aoCRC were evaluated and compared. RESULTS Among 11,006 participants in this study, 57% were male, 76% were white, and 80% had stage 4 disease. Within the total cohort, 2379 had eoCRC and 8627 had aoCRC. Among patients with eoCRC, 4.2% had a tumor with high microsatellite instability and/or deficient mismatch repair (MSI-H/dMMR) and 6.8% with aoCRC had an MSI-H/dMMR tumor (p < 0.001). The most frequent somatic mutations involved TP53, APC, and KRAS, with the most significant difference in BRAF, which was more frequently mutated in aoCRC (9.8% vs. 4.7%, p < 0.0001). In total, 1413 (59.4%) eoCRC and 4898 (56.8%) aoCRC patients had matched normal specimen (blood or saliva) sequencing and a PGV was identified in 6.9% of eoCRC and 5.0% of aoCRC patients. CONCLUSIONS Somatic and germline mutation profiles were similar for eoCRC and aoCRC patients and may not adequately explain differences in tumor behavior and age of disease onset.
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Affiliation(s)
| | - Qian Shi
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA
| | - Cathy Eng
- Division of Hematology and Oncology, Vanderbilt-Ingram Cancer Center, Nashville, TN 37232, USA
| | - Christopher Lieu
- Division of Medical Oncology, University of Colorado Health Cancer Center, Aurora, CO 80045, USA
| | - Thomas George
- Division of Hematology and Oncology, University of Florida, Gainesville, FL 32603, USA
| | | | | | - Binyam Yilma
- Tempus AI, Inc., Chicago, IL 60654, USA (E.A.T.)
| | | | | | - Amit Mahipal
- Department of Medical Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Zhaohui Jin
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA;
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3
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Kan Z, Wen J, Bonato V, Webster J, Yang W, Ivanov V, Kim KH, Roh W, Liu C, Mu XJ, Lapira-Miller J, Oyer J, VanArsdale T, Rejto PA, Bienkowska J. Real-world clinical multi-omics analyses reveal bifurcation of ER-independent and ER-dependent drug resistance to CDK4/6 inhibitors. Nat Commun 2025; 16:932. [PMID: 39843429 PMCID: PMC11754447 DOI: 10.1038/s41467-025-55914-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 01/02/2025] [Indexed: 01/30/2025] Open
Abstract
To better understand drug resistance mechanisms to CDK4/6 inhibitors and inform precision medicine, we analyze real-world multi-omics data from 400 HR+/HER2- metastatic breast cancer patients treated with CDK4/6 inhibitors plus endocrine therapies, including 200 pre-treatment and 227 post-progression samples. The prevalences of ESR1 and RB1 alterations significantly increase in post-progression samples. Integrative clustering analysis identifies three subgroups harboring different resistance mechanisms: ER driven, ER co-driven and ER independent. The ER independent subgroup, growing from 5% pre-treatment to 21% post-progression, is characterized by down-regulated estrogen signaling and enrichment of resistance markers including TP53 mutations, CCNE1 over-expression and Her2/Basal subtypes. Trajectory inference analyses identify a pseudotime variable strongly correlated with ER independence and disease progression; and revealed bifurcated evolutionary trajectories for ER-independent vs. ER-dependent drug resistance mechanisms. Machine learning models predict therapeutic dependency on ESR1 and CDK4 among ER-dependent tumors and CDK2 dependency among ER-independent tumors, confirmed by experimental validation.
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Affiliation(s)
- Zhengyan Kan
- Oncology Research & Development, Pfizer Inc., San Diego, CA, USA.
| | - Ji Wen
- Oncology Research & Development, Pfizer Inc., San Diego, CA, USA
| | | | | | - Wenjing Yang
- Oncology Research & Development, Pfizer Inc., San Diego, CA, USA
| | - Vladimir Ivanov
- Global Biometrics & Data Management, Pfizer Inc., Cambridge, MA, USA
| | | | - Whijae Roh
- Oncology Research & Development, Pfizer Inc., San Diego, CA, USA
| | - Chaoting Liu
- Oncology Research & Development, Pfizer Inc., San Diego, CA, USA
| | | | | | - Jon Oyer
- Oncology Research & Development, Pfizer Inc., San Diego, CA, USA
| | - Todd VanArsdale
- Oncology Research & Development, Pfizer Inc., San Diego, CA, USA
| | - Paul A Rejto
- Oncology Research & Development, Pfizer Inc., San Diego, CA, USA
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4
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Minne RL, Luo NY, Traynor AM, Huang M, DeTullio L, Godden J, Stoppler M, Kimple RJ, Baschnagel AM. Genomic and Immune Landscape Comparison of MET Exon 14 Skipping and MET-Amplified Non-small Cell Lung Cancer. Clin Lung Cancer 2024; 25:567-576.e1. [PMID: 38852006 PMCID: PMC12121485 DOI: 10.1016/j.cllc.2024.05.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 04/16/2024] [Accepted: 05/06/2024] [Indexed: 06/10/2024]
Abstract
BACKGROUND Mutation or amplification of the mesenchymal-epithelial transition (MET) tyrosine kinase receptor causes dysregulation of receptor function and stimulates tumor growth in non-small cell lung cancer (NSCLC) with the most common mutation being MET exon 14 (METex14). We sought to compare the genomic and immune landscape of MET-altered NSCLC with MET wild-type NSCLC. METHODS 18,047 NSCLC tumors were sequenced with Tempus xT assay. Tumors were categorized based on MET exon 14 (METex14) mutations; low MET amplification defined as a copy number gain (CNG) 6-9, high MET amplification defined as CNG ≥ 10, and MET other type mutations. Immuno-oncology (IO) biomarkers and the frequency of other somatic gene alterations were compared across MET-altered and MET wild-type groups. RESULTS 276 (1.53%) METex14, 138 (0.76%) high METamp, 63 (0.35%) low METamp, 27 (0.15%) MET other, and 17,543 (97%) MET wild-type were identified. Patients with any MET mutation including METex14 were older, while patients with METex14 were more frequently female and nonsmokers. MET gene expression was highest in METamp tumors. PD-L1 positivity rates were higher in MET-altered groups than MET wild-type. METex14 exhibited the lowest tumor mutational burden (TMB) and lowest neoantigen tumor burden (NTB). METamp exhibited the lowest proportion of CD4 T cells and the highest proportion of NK cells. There were significant differences in co-alterations between METamp and METex14. CONCLUSIONS METex14 tumors exhibited differences in IO biomarkers and the somatic landscape compared to non-METex14 NSCLC tumors. Variations in immune profiles can affect immunotherapy selection in MET-altered NSCLC and require further exploration.
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Affiliation(s)
- Rachel L Minne
- Department of Human Oncology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Natalie Y Luo
- Department of Human Oncology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Anne M Traynor
- University of Wisconsin Carbone Cancer Center, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin; Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | | | | | | | | | - Randall J Kimple
- Department of Human Oncology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin; University of Wisconsin Carbone Cancer Center, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Andrew M Baschnagel
- Department of Human Oncology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin; University of Wisconsin Carbone Cancer Center, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin.
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Mahipal A, Storandt MH, Teslow EA, Jaeger E, Stoppler MC, Jin Z, Chakrabarti S. Frequency of Common and Uncommon BRAF Alterations among Colorectal and Non-Colorectal Gastrointestinal Malignancies. Cancers (Basel) 2024; 16:1823. [PMID: 38791902 PMCID: PMC11119877 DOI: 10.3390/cancers16101823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 04/19/2024] [Accepted: 05/02/2024] [Indexed: 05/26/2024] Open
Abstract
BACKGROUND The predictive and prognostic role of BRAF alterations has been evaluated in colorectal cancer (CRC); however, BRAF alterations have not been fully characterized in non-CRC gastrointestinal (GI) malignancies. In the present study, we report the frequency and spectrum of BRAF alterations among patients with non-CRC GI malignancies. METHODS Patients with CRC and non-CRC GI malignancies who underwent somatic tumor profiling via a tissue-based or liquid-based assay were included in this study. Gain-of-function BRAF alterations were defined as pathogenic/likely pathogenic somatic short variants (SVs), copy number amplifications ≥8, or fusions (RNA or DNA). RESULTS Among 51,560 patients with somatic profiling, 40% had CRC and 60% had non-CRC GI malignancies. BRAF GOF alterations were seen more frequently in CRC (8.9%) compared to non-CRC GI malignancies (2.2%) (p < 0.001). Non-CRC GI malignancies with the highest prevalence of BRAF GOF alterations were bile duct cancers (4.1%) and small intestine cancers (4.0%). Among BRAF GOF alterations, class II (28% vs. 6.8%, p < 0.001) and class III (23% vs. 14%, p < 0.001) were more common in non-CRC GI malignancies. Among class II alterations, rates of BRAF amplifications (3.1% vs. 0.3%, p < 0.001) and BRAF fusions (12% vs. 2.2%, p < 0.001) were higher in non-CRC GI malignancies compared to CRC. CONCLUSIONS Non-CRC GI malignancies demonstrate a distinct BRAF alteration profile compared to CRC, with a higher frequency of class II and III mutations, and more specifically, a higher incidence of BRAF fusions. Future studies should evaluate clinical implications for the management of non-CRC GI patients with BRAF alterations, especially BRAF fusions.
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Affiliation(s)
- Amit Mahipal
- Department of Medical Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH 44106, USA;
| | | | - Emily A. Teslow
- Tempus AI, Chicago, IL 60654, USA; (E.A.T.); (E.J.); (M.C.S.)
| | - Ellen Jaeger
- Tempus AI, Chicago, IL 60654, USA; (E.A.T.); (E.J.); (M.C.S.)
| | | | - Zhaohui Jin
- Department of Medical Oncology, Mayo Clinic, Rochester, MN 55905, USA;
| | - Sakti Chakrabarti
- Department of Medical Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH 44106, USA;
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Ezzedine R, Canellas A, Naltet C, Wislez M, Azarian R, Seferian A, Giroux Leprieur E. Evaluation of Real-Life Chemoimmunotherapy Combination in Patients with Metastatic Small Cell Lung Carcinoma (SCLC): A Multicentric Case-Control Study. Cancers (Basel) 2023; 15:4593. [PMID: 37760561 PMCID: PMC10526821 DOI: 10.3390/cancers15184593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Revised: 08/29/2023] [Accepted: 09/07/2023] [Indexed: 09/29/2023] Open
Abstract
The current first-line standard treatment for advanced small cell lung cancer (SCLC) is a combination of chemotherapy and immunotherapy. However, few efficacy data are available in a real-life settings, including frail patients. The aim of this study is to describe the real-life efficacy of chemoimmunotherapy in an unselected SCLC population. We conducted a retrospective multicenter study, which compared two cohorts of patients with treatment-naive metastatic SCLC treated in six academic centers in the Greater Paris area. Cohort 1 included patients treated with chemotherapy between January 2017 and December 2018, and cohort 2 included patients treated with chemoimmunotherapy between January 2019 and December 2020. A total of 153 consecutive patients were included (cohort 1: n = 96; cohort 2: n = 57). Clinical characteristics were similar between the two cohorts. Overall survival (OS) was statistically higher in cohort 2 (median survival 15.47 months) than in cohort 1 (median survival 9.5 months) (p = 0.0001). OS for patients with a performance status ≥2 and for patients ≥70 years old was not statistically different between the two cohorts. Chemoimmunotherapy efficacy was better compared to chemotherapy alone in case of brain or liver metastases. In conclusion, the combination of chemoimmunotherapy in metastatic SCLC appears to provide a real-life OS benefit. Dedicated clinical trials are needed to test this strategy in patients with impaired performance status or advanced age.
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Affiliation(s)
- Rémy Ezzedine
- Department of Respiratory Diseases and Thoracic Oncology, APHP—Hôpital Ambroise Paré, 92104 Boulogne-Billancourt, France;
| | - Anthony Canellas
- Department of Respiratory Diseases and Thoracic Oncology, APHP—Hôpital Tenon, 75020 Paris, France;
| | - Charles Naltet
- Department of Respiratory Diseases, Hôpital Paris Saint Joseph, 75014 Paris, France;
| | - Marie Wislez
- Thoracic Oncology Unit, Pulmonology Department, APHP—Hôpital Cochin, Université Paris Cité, 75006 Paris, France;
| | - Reza Azarian
- Department of Respiratory Diseases, Hôpital Mignot, 78150 Le Chesnay, France;
| | - Andrei Seferian
- Department of Respiratory Diseases, APHP—Hôpital Bicêtre, 94270 Le Kremlin-Bicêtre, France;
| | - Etienne Giroux Leprieur
- Department of Respiratory Diseases and Thoracic Oncology, APHP—Hôpital Ambroise Paré, 92104 Boulogne-Billancourt, France;
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Aggarwal C, Ben-Shachar R, Gao Y, Hyun SW, Rivers Z, Epstein C, Kaneva K, Sangli C, Nimeiri H, Patel J. Assessment of Tumor Mutational Burden and Outcomes in Patients With Diverse Advanced Cancers Treated With Immunotherapy. JAMA Netw Open 2023; 6:e2311181. [PMID: 37129893 PMCID: PMC10155064 DOI: 10.1001/jamanetworkopen.2023.11181] [Citation(s) in RCA: 61] [Impact Index Per Article: 30.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/03/2023] Open
Abstract
Importance There are few studies assessing the association of tumor mutational burden (TMB) and clinical outcomes in a large cohort of patients with diverse advanced cancers. Objective To clinically validate a TMB biomarker from a next-generation sequencing targeted gene panel assay. Design, Setting, and Participants A prespecified cohort study using the deidentified clinicogenomic Tempus database of patients sequenced between 2018 and 2022, which contained retrospective, observational data originating from 300 cancer sites including 199 community sites and 101 academic sites. Patients with advanced solid tumors across 8 cancer types and more than 20 histologies, sequenced with Tempus xT who were treated with immune checkpoint inhibitors (ICIs) in the first-line or second-line setting were included. Data were analyzed from September 2018 to August 2022. Exposure Treatment with US Food and Drug Administration (FDA)-approved antiprogrammed cell death-1/programmed cell death-ligand 1 (PD-1/PD-L1) ICI and/or in combination with a cytotoxic T-lymphocyte-associated protein-4 ICI. Main Outcomes and Measures The primary outcome was the association of tumor mutational burden (TMB) binary category (high [≥10 mut/mb] vs low) with overall survival (OS) in patients treated with ICIs. Secondary outcomes were progression-free survival (PFS), and time to progression (TTP). Results In the evaluable cohort of 674 patients, the median (IQR) age was 69.4 (28.6-89.8) years, 271 patients (40.2%) were female, and 435 patients (64.5%) were White. The most common advanced cancers were non-small cell lung cancer (330 patients [49.0%]), followed by bladder cancer (148 patients [22.0%]), and head and neck squamous cell carcinoma (96 patients [14.8%]). Median (IQR) follow-up was 7.2 (3.2-14.1) months. High TMB (TMB-H) cancers (206 patients [30.6%]) were significantly associated with longer OS than low TMB (TMB-L) cancers (hazard ratio [HR], 0.72; upper confidence bound [UCB], 0.91; P = .01). In a prospective subset of 403 patients treated with ICIs after TMB testing, TMB-H cancers (135 patients [33.5%]) were significantly associated with longer OS (HR, 0.61; UCB, 0.84; P = .005), PFS (HR, 0.62; UCB, 0.82; P = .003), and TTP (HR, 0.67; UCB, 0.92; P = .02) than TMB-L cancers. An overall survival benefit was seen regardless of the type of ICI used (pembrolizumab, 339 patients; HR, 0.67; UCB, 0.94; P = .03), other ICIs (64 patients; HR, 0.37; UCB, 0.85; P = .03), and after adjusting for PD-L1 and microsatellite stability status (403 patients; HR = 0.67; UCB, 0.92; P = .02). Conclusions and Relevance In this cohort study of patients with advanced solid tumors treated with ICIs in diverse clinics, TMB-H cancers were significantly associated with improved clinical outcomes compared with TMB-L cancers.
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Affiliation(s)
- Charu Aggarwal
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia
- Abramson Cancer Center, Philadelphia, Pennsylvania
| | | | | | | | | | | | | | | | | | - Jyoti Patel
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Tong Z, Wang X, Liu H, Ding J, Chu Y, Zhou X. The relationship between tumor infiltrating immune cells and the prognosis of patients with lung adenocarcinoma. J Thorac Dis 2023; 15:600-610. [PMID: 36910049 PMCID: PMC9992595 DOI: 10.21037/jtd-22-1837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 02/02/2023] [Indexed: 03/06/2023]
Abstract
Background To depict the immune infiltration characteristics of tumor cells in patients with lung adenocarcinoma (LUAD) and evaluate the predictive value and significance of tumor immune cells on the prognosis of LUAD patients. Methods The clinical characteristics and transcriptome of LUAD patients were obtained from The Cancer Genome Atlas (TCGA), and the immune cell abundance in LUAD tissue was evaluated using the CIBERSORT algorithm. We created a simplified immune cell-based Cox regression model according to the survival status of patients and clarified the correlation between the survival status of patients and seven types of immune cells. An immune cell-based risk prediction model was created by Cox proportional hazards regression. Subsequently, the gene expression profile of LUAD patients was obtained from the Gene Expression Omnibus (GEO) database to validate the tumor immune infiltration and patient prognosis prediction model attained using the CIBERSORT algorithm. Results The abundance of 22 tumor-infiltrating immune cells in these patients was detected using the CIBERSORT algorithm. According to Pearson correlation analysis, the immune cells appeared to be closely related to each other. The immune cell composition was remarkably different between the LUAD tumor tissue and paracancerous tissue. The simplified COX model showed that seven kinds of immune cells have predictive value for the prognosis and survival status of LUAD. The receiver operating characteristic curve (ROC) curve confirmed that the prediction model performed well for 1-, 3-, and 5-year survival status. The calibration curve suggested that the prediction model was consistent with the clinical results. Correlation analysis revealed that the clinical features were significantly related to immune cell infiltration. A total of 246 LUAD specimens were from the GEO database, and the risk score model suggested that high risk scores were indicative of a poor prognosis. Finally, enzyme-linked immunosorbent assay (ELISA) revealed that the expressions of tumor necrosis factor-α (TNF-α), interleukin 8 (IL-8), IL-6, and interferon-γ (IFN-γ) in tumor tissues were remarkably higher compared with those in adjacent tissues. Conclusions There is a close correlation between the tumor-infiltrating immune cells and the prognosis and clinical characteristics of LUAD patients. The risk score model based on TCGA and GEO designed in this study can be applied in clinical practice.
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Affiliation(s)
- Zhuang Tong
- Department of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China
| | - Xu Wang
- Department of Gerontology, The Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Hongyu Liu
- Department of Pathology, Qiqihar Hospital Affiliated to Southern Medical University, Qiqihar, China
| | - Jian Ding
- Department of Respiratory Medicine, First Hospital of Qiqihar, Qiqihar, China
| | - Yinling Chu
- Department of Respiratory Medicine, First Hospital of Qiqihar, Qiqihar, China
| | - Xin Zhou
- Department of Respiratory Medicine, First Hospital of Qiqihar, Qiqihar, China
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Challenges and opportunities associated with the MD Anderson IMPACT2 randomized study in precision oncology. NPJ Precis Oncol 2022; 6:78. [PMID: 36302890 PMCID: PMC9612600 DOI: 10.1038/s41698-022-00317-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 10/04/2022] [Indexed: 11/08/2022] Open
Abstract
We investigated the challenges of conducting IMPACT2, an ongoing randomized study that evaluates molecular testing and targeted therapy (ClinicalTrials.gov: NCT02152254). Patients with metastatic cancer underwent tumor profiling and were randomized between the two arms when eligibility criteria were met (Part A). In Part B, patients who declined randomization could choose the study arm. In Part A, 69 (21.8%) of 317 patients were randomized; 78.2% were not randomized because of non-targetable alterations (39.8%), unavailability of clinical trial (21.8%), other reasons (12.6%), or availability of US Food and Drug Administration (FDA)-approved drugs for the indication (4.1%). In Part B, 32 (20.4%) of 157 patients were offered randomization; 16 accepted and 16 selected their treatment arm; 79.0% were not randomized (patient’s/physician’s choice, 29.3%; treatment selection prior to genomic reports, 16.6%; worsening performance status/death, 12.7%; unavailability of clinical trials, 6.4%; other, 6.4%; non-targetable alterations, 5.7%; or availability of FDA-approved drugs for the indication, 1.9%). In conclusion, although randomized controlled trials have been considered the gold standard for drug development, the execution of randomized trials in precision oncology in the advanced metastatic setting is complicated. We encountered various challenges conducting the IMPACT2 study, a large precision oncology trial in patients with diverse solid tumor types. The adaptive design of IMPACT2 enables patient randomization despite the continual FDA approval of targeted therapies, the evolving tumor biomarker landscape, and the plethora of investigational drugs. Outcomes for randomized patients are awaited.
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