Pub Date : 2025-01-09DOI: 10.1016/j.jtho.2025.01.003
Sebastien Gendarme, Ehsan Irajizad, James P Long, Johannes F Fahrmann, Jennifer B Dennison, Seyyed Mahmood Ghasemi, Rongzhang Dou, Robert J Volk, Rafael Meza, Iakovos Toumazis, Florence Canoui-Poitrine, Samir M Hanash, Edwin J Ostrin
Objectives: To evaluate how comorbidities affect mortality benefits of lung cancer screening (LCS) with low-dose computed tomography.
Methods: We developed a comorbidity index (Prostate, Lung, Colorectal, and Ovarian comorbidity index [PLCO-ci]) using LCS-eligible participants' data from the Prostate, Lung, Colorectal, and Ovarian (PLCO) trial (training set) and the National Lung Screening Trial (NLST) (validation set). PLCO-ci predicts five-year non-lung cancer (LC) mortality using a regularized Cox model; with performance evaluated using the area under the receiver operating characteristics curve. In NLST, LC mortality (per original publication) was compared between low-dose computed tomography and chest radiograph arms across the PLCO-ci quintile (Q1-5) using a cause-specific hazard ratio (csHR) with 95% confidence intervals (CIs).
Results: Analyses included 34,690 PLCO and 53,452 NLST participants (mean age: 62 y [±5 y] and 61 y [±5 y], 58% and 59% male individuals, and 39% and 41% active smokers, respectively). PLCO-ci predicted five-year non-LC mortality with an area under the receiver operating characteristics curve of 0.72 (95% CI: 0.71-0.74) in PLCO and 0.69 (95% CI: 0.67-0.70) in NLST. In NLST, at a median follow-up of 6.5 years, LC mortality was significantly reduced for participants with intermediate comorbidity (Q2, Q3, and Q4): csHR 0.62 (95% CI: 0.41-0.95), 0.68 (95% CI: 0.48-0.96), and 0.72 (95% CI: 0.54-0.96) respectively, with a nonstatistically significant reduction for Q1 (csHR = 0.72, 95% CI: 0.45-1.17) and no reduction for Q5 participants (csHR = 0.99, 95% CI: 0.79-1.23). Participants in Q2, Q3, and Q4 (60%) accounted for 89% of LC deaths averted among all NLST participants. Q1 participants had low LC incidence, whereas Q5 had higher localized LC lethality, more squamous cell carcinomas, and untreated LC.
Conclusions: The PLCO-ci developed in this work shows that individuals with intermediate comorbidity benefited the most from LCS, highlighting the need of addressing comorbidities to achieve LC mortality benefits.
{"title":"Impact of Comorbidities on the Mortality Benefits of Lung Cancer Screening: A Post-Hoc Analysis of the PLCO and NLST Trials.","authors":"Sebastien Gendarme, Ehsan Irajizad, James P Long, Johannes F Fahrmann, Jennifer B Dennison, Seyyed Mahmood Ghasemi, Rongzhang Dou, Robert J Volk, Rafael Meza, Iakovos Toumazis, Florence Canoui-Poitrine, Samir M Hanash, Edwin J Ostrin","doi":"10.1016/j.jtho.2025.01.003","DOIUrl":"10.1016/j.jtho.2025.01.003","url":null,"abstract":"<p><strong>Objectives: </strong>To evaluate how comorbidities affect mortality benefits of lung cancer screening (LCS) with low-dose computed tomography.</p><p><strong>Methods: </strong>We developed a comorbidity index (Prostate, Lung, Colorectal, and Ovarian comorbidity index [PLCO-ci]) using LCS-eligible participants' data from the Prostate, Lung, Colorectal, and Ovarian (PLCO) trial (training set) and the National Lung Screening Trial (NLST) (validation set). PLCO-ci predicts five-year non-lung cancer (LC) mortality using a regularized Cox model; with performance evaluated using the area under the receiver operating characteristics curve. In NLST, LC mortality (per original publication) was compared between low-dose computed tomography and chest radiograph arms across the PLCO-ci quintile (Q1-5) using a cause-specific hazard ratio (csHR) with 95% confidence intervals (CIs).</p><p><strong>Results: </strong>Analyses included 34,690 PLCO and 53,452 NLST participants (mean age: 62 y [±5 y] and 61 y [±5 y], 58% and 59% male individuals, and 39% and 41% active smokers, respectively). PLCO-ci predicted five-year non-LC mortality with an area under the receiver operating characteristics curve of 0.72 (95% CI: 0.71-0.74) in PLCO and 0.69 (95% CI: 0.67-0.70) in NLST. In NLST, at a median follow-up of 6.5 years, LC mortality was significantly reduced for participants with intermediate comorbidity (Q2, Q3, and Q4): csHR 0.62 (95% CI: 0.41-0.95), 0.68 (95% CI: 0.48-0.96), and 0.72 (95% CI: 0.54-0.96) respectively, with a nonstatistically significant reduction for Q1 (csHR = 0.72, 95% CI: 0.45-1.17) and no reduction for Q5 participants (csHR = 0.99, 95% CI: 0.79-1.23). Participants in Q2, Q3, and Q4 (60%) accounted for 89% of LC deaths averted among all NLST participants. Q1 participants had low LC incidence, whereas Q5 had higher localized LC lethality, more squamous cell carcinomas, and untreated LC.</p><p><strong>Conclusions: </strong>The PLCO-ci developed in this work shows that individuals with intermediate comorbidity benefited the most from LCS, highlighting the need of addressing comorbidities to achieve LC mortality benefits.</p>","PeriodicalId":17515,"journal":{"name":"Journal of Thoracic Oncology","volume":" ","pages":""},"PeriodicalIF":21.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142971434","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-02DOI: 10.1016/j.jtho.2024.12.027
Tomoya Fukui, Nobuaki Mamesaya, Toshiaki Takahashi, Kazuma Kishi, Takahiro Yoshizawa, Takaaki Tokito, Koichi Azuma, Kei Morikawa, Satoshi Igawa, Yusuke Okuma, Yuta Yamanaka, Shinobu Hosokawa, Takashi Kasai, Ken Masubuchi, Shinji Nakamichi, Masaharu Aga, Jiichiro Sasaki, Akiko Kada, Akiko M Saito, Katsuhiko Naoki, Hiroaki Okamoto
Introduction: Osimertinib is the first-line treatment for patients with NSCLC who have EGFR mutations and favorable performance status (PS). Despite the increasing clinical data on osimertinib, evidence for its use in patients with impaired PS remains limited. Therefore, a multicenter phase II trial (OPEN/TORG2040) was conducted to evaluate the efficacy and safety of first-line osimertinib treatment in patients with EGFR mutation-positive NSCLC and a poor PS.
Methods: Patients with previously untreated advanced NSCLC harboring EGFR-sensitizing mutations and PS of 2 to 4 were enrolled. Osimertinib (80 mg once daily) was orally administered to eligible patients. The primary end point was objective response rate. The secondary end points were disease control rate, PS improvement rate, patient-reported outcomes, and safety.
Results: Between February 2021 and February 2022, 30 patients with poor PS (22 with a PS of 2, six with a PS of 3, and two with a PS of 4) were enrolled. The median age was 75 (range, 41-92) years, and 18 patients had brain metastases. The objective response rate was 63.3% (90% confidence interval, 46.7%-77.9%; one-sided, p = 0.033). Disease control and PS improvement rates were 93.3% and 63.3%, respectively. Global health status/QoL also improved. Median progression-free and overall survival were 8.0 and 25.4 months, respectively. Eight patients (26.7%) experienced serious adverse events leading to discontinuation, and six (20.0%) experienced interstitial lung disease.
Conclusions: This prospective study confirmed the efficacy of first-line osimertinib treatment in patients with EGFR mutation-positive NSCLC and poor PS, highlighting the need for interstitial lung disease risk management.
Trial registration number: Japan Registry of Clinical Trials Identifier: jRCTs041200100.
{"title":"A Prospective Phase II Trial of First-Line Osimertinib for Patients With EGFR Mutation-Positive NSCLC and Poor Performance Status (OPEN/TORG2040).","authors":"Tomoya Fukui, Nobuaki Mamesaya, Toshiaki Takahashi, Kazuma Kishi, Takahiro Yoshizawa, Takaaki Tokito, Koichi Azuma, Kei Morikawa, Satoshi Igawa, Yusuke Okuma, Yuta Yamanaka, Shinobu Hosokawa, Takashi Kasai, Ken Masubuchi, Shinji Nakamichi, Masaharu Aga, Jiichiro Sasaki, Akiko Kada, Akiko M Saito, Katsuhiko Naoki, Hiroaki Okamoto","doi":"10.1016/j.jtho.2024.12.027","DOIUrl":"10.1016/j.jtho.2024.12.027","url":null,"abstract":"<p><strong>Introduction: </strong>Osimertinib is the first-line treatment for patients with NSCLC who have EGFR mutations and favorable performance status (PS). Despite the increasing clinical data on osimertinib, evidence for its use in patients with impaired PS remains limited. Therefore, a multicenter phase II trial (OPEN/TORG2040) was conducted to evaluate the efficacy and safety of first-line osimertinib treatment in patients with EGFR mutation-positive NSCLC and a poor PS.</p><p><strong>Methods: </strong>Patients with previously untreated advanced NSCLC harboring EGFR-sensitizing mutations and PS of 2 to 4 were enrolled. Osimertinib (80 mg once daily) was orally administered to eligible patients. The primary end point was objective response rate. The secondary end points were disease control rate, PS improvement rate, patient-reported outcomes, and safety.</p><p><strong>Results: </strong>Between February 2021 and February 2022, 30 patients with poor PS (22 with a PS of 2, six with a PS of 3, and two with a PS of 4) were enrolled. The median age was 75 (range, 41-92) years, and 18 patients had brain metastases. The objective response rate was 63.3% (90% confidence interval, 46.7%-77.9%; one-sided, p = 0.033). Disease control and PS improvement rates were 93.3% and 63.3%, respectively. Global health status/QoL also improved. Median progression-free and overall survival were 8.0 and 25.4 months, respectively. Eight patients (26.7%) experienced serious adverse events leading to discontinuation, and six (20.0%) experienced interstitial lung disease.</p><p><strong>Conclusions: </strong>This prospective study confirmed the efficacy of first-line osimertinib treatment in patients with EGFR mutation-positive NSCLC and poor PS, highlighting the need for interstitial lung disease risk management.</p><p><strong>Trial registration number: </strong>Japan Registry of Clinical Trials Identifier: jRCTs041200100.</p>","PeriodicalId":17515,"journal":{"name":"Journal of Thoracic Oncology","volume":" ","pages":""},"PeriodicalIF":21.0,"publicationDate":"2025-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142927273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-02DOI: 10.1016/j.jtho.2024.12.029
Benjamin Besse, Koichi Goto, Yongsheng Wang, Se-Hoon Lee, Melina E Marmarelis, Yuichiro Ohe, Reyes Bernabe Caro, Dong-Wan Kim, Jong-Seok Lee, Sophie Cousin, Eiki Ichihara, Yongsheng Li, Luis Paz-Ares, Akira Ono, Rachel E Sanborn, Naohiro Watanabe, Maria Jose de Miguel, Carole Helissey, Catherine A Shu, Alexander I Spira, Pascale Tomasini, James Chih-Hsin Yang, Yiping Zhang, Enriqueta Felip, Frank Griesinger, Saiama N Waqar, Antonio Calles, Joel W Neal, Christina S Baik, Pasi A Jänne, S Martin Shreeve, Joshua C Curtin, Bharvin Patel, Michael Gormley, Xuesong Lyu, Jun Chen, Pei-Ling Chu, Janine Mahoney, Leonardo Trani, Joshua M Bauml, Meena Thayu, Roland E Knoblauch, Byoung Chul Cho
Introduction: Treatment options for patients with EGFR-mutated NSCLC with disease progression on or after osimertinib and platinum-based chemotherapy are limited.
Methods: CHRYSALIS-2 cohort A evaluated amivantamab plus lazertinib in patients with EGFR exon 19 deletion- or L858R-mutated NSCLC with disease progression on or after osimertinib and platinum-based chemotherapy. Primary end point was investigator-assessed objective response rate (ORR). The patients received 1050 mg of intravenous amivantamab (1400 mg if ≥ 80 kg) plus 240 mg of oral lazertinib.
Results: In cohort A (N = 162), the investigator-assessed ORR was 28% (95% confidence interval [CI]: 22-36). The blinded independent central review-assessed ORR was 35% (95% CI: 27-42), with a median duration of response of 8.3 months (95% CI: 6.7-10.9) and a clinical benefit rate of 58% (95% CI: 50-66). At a median follow-up of 12 months, 32 of 56 responders (57%) achieved a duration of response of more than or equal to 6 months. Median progression-free survival by blinded independent central review was 4.5 months (95% CI: 4.1-5.8); median overall survival was 14.8 months (95% CI: 12.2-18.0). Preliminary evidence of central nervous system antitumor activity was reported in seven patients with baseline brain lesions and no previous brain radiation or surgery. Exploratory biomarker analyses using next-generation sequencing of circulating tumor DNA revealed responses in patients with and without EGFR- or MET-dependent resistance. The most frequent adverse events were rash (grouped term; 81%), infusion-related reaction (68%), and paronychia (52%). The most common grade greater than or equal to 3 treatment-related adverse events were rash (grouped term; 10%), infusion-related reaction (9%), and hypoalbuminemia (6%).
Conclusions: For patients with limited treatment options, amivantamab plus lazertinib demonstrated an antitumor activity with a safety profile characterized by EGFR- or MET-related adverse events, which were generally manageable.
{"title":"Amivantamab Plus Lazertinib in Patients With EGFR-Mutant NSCLC After Progression on Osimertinib and Platinum-Based Chemotherapy: Results From CHRYSALIS-2 Cohort A.","authors":"Benjamin Besse, Koichi Goto, Yongsheng Wang, Se-Hoon Lee, Melina E Marmarelis, Yuichiro Ohe, Reyes Bernabe Caro, Dong-Wan Kim, Jong-Seok Lee, Sophie Cousin, Eiki Ichihara, Yongsheng Li, Luis Paz-Ares, Akira Ono, Rachel E Sanborn, Naohiro Watanabe, Maria Jose de Miguel, Carole Helissey, Catherine A Shu, Alexander I Spira, Pascale Tomasini, James Chih-Hsin Yang, Yiping Zhang, Enriqueta Felip, Frank Griesinger, Saiama N Waqar, Antonio Calles, Joel W Neal, Christina S Baik, Pasi A Jänne, S Martin Shreeve, Joshua C Curtin, Bharvin Patel, Michael Gormley, Xuesong Lyu, Jun Chen, Pei-Ling Chu, Janine Mahoney, Leonardo Trani, Joshua M Bauml, Meena Thayu, Roland E Knoblauch, Byoung Chul Cho","doi":"10.1016/j.jtho.2024.12.029","DOIUrl":"10.1016/j.jtho.2024.12.029","url":null,"abstract":"<p><strong>Introduction: </strong>Treatment options for patients with EGFR-mutated NSCLC with disease progression on or after osimertinib and platinum-based chemotherapy are limited.</p><p><strong>Methods: </strong>CHRYSALIS-2 cohort A evaluated amivantamab plus lazertinib in patients with EGFR exon 19 deletion- or L858R-mutated NSCLC with disease progression on or after osimertinib and platinum-based chemotherapy. Primary end point was investigator-assessed objective response rate (ORR). The patients received 1050 mg of intravenous amivantamab (1400 mg if ≥ 80 kg) plus 240 mg of oral lazertinib.</p><p><strong>Results: </strong>In cohort A (N = 162), the investigator-assessed ORR was 28% (95% confidence interval [CI]: 22-36). The blinded independent central review-assessed ORR was 35% (95% CI: 27-42), with a median duration of response of 8.3 months (95% CI: 6.7-10.9) and a clinical benefit rate of 58% (95% CI: 50-66). At a median follow-up of 12 months, 32 of 56 responders (57%) achieved a duration of response of more than or equal to 6 months. Median progression-free survival by blinded independent central review was 4.5 months (95% CI: 4.1-5.8); median overall survival was 14.8 months (95% CI: 12.2-18.0). Preliminary evidence of central nervous system antitumor activity was reported in seven patients with baseline brain lesions and no previous brain radiation or surgery. Exploratory biomarker analyses using next-generation sequencing of circulating tumor DNA revealed responses in patients with and without EGFR- or MET-dependent resistance. The most frequent adverse events were rash (grouped term; 81%), infusion-related reaction (68%), and paronychia (52%). The most common grade greater than or equal to 3 treatment-related adverse events were rash (grouped term; 10%), infusion-related reaction (9%), and hypoalbuminemia (6%).</p><p><strong>Conclusions: </strong>For patients with limited treatment options, amivantamab plus lazertinib demonstrated an antitumor activity with a safety profile characterized by EGFR- or MET-related adverse events, which were generally manageable.</p>","PeriodicalId":17515,"journal":{"name":"Journal of Thoracic Oncology","volume":" ","pages":""},"PeriodicalIF":21.0,"publicationDate":"2025-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142927287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-02DOI: 10.1016/j.jtho.2024.12.028
Afshin Dowlati, Anne C Chiang, Andrés Cervantes, Sunil Babu, Erika Hamilton, Shu Fen Wong, Andrea Tazbirkova, Ivana Gabriela Sullivan, Cédric van Marcke, Antoine Italiano, Jilpa Patel, Sabeen Mekan, Tia Wu, Saiama N Waqar
Introduction: The phase 2 TROPiCS-03 study evaluated the efficacy/safety of sacituzumab govitecan (SG) as second-line treatment in patients with previously treated extensive-stage SCLC (ES-SCLC).
Methods: TROPiCS-03 (NCT03964727) is a multicohort, open-label, phase 2 basket study of solid tumors, including ES-SCLC. Adults with ES-SCLC that progressed after one previous line of platinum-based chemotherapy and anti-programmed death-(ligand) 1 (PD-[L]1) therapy received SG 10 mg/kg on days 1 and 8 of a 21-day cycle. The primary end point was the investigator-assessed objective response rate (ORR) according to Response Evaluation Criteria in Solid Tumors version 1.1. Key secondary end points included investigator-assessed duration of response (DOR) and progression-free survival (PFS); blinded independent central review-assessed ORR, DOR, and PFS; overall survival (OS); and safety. Efficacy was evaluated in patients with platinum-resistant and platinum-sensitive disease.
Results: Among 43 patients (median follow-up, 12.3 [range, 8.1-20.1] mo), investigator-assessed ORR was 41.9% (95% confidence interval [CI]: 27.0%-57.9%), with 18 confirmed partial responses; median (95% CI) DOR, PFS, and OS were 4.73 (3.52-6.70), 4.40 (3.81-6.11), and 13.60 (6.57-14.78) months, respectively. The efficacy results of the blinded independent central review assessments were similar. The investigator-assessed ORR (95% CI) was 35.0% (15.4%-59.2%) in patients with platinum-resistant disease (n = 20) and 47.8% (26.8%-69.4%) in patients with platinum-sensitive disease (n = 23). Furthermore, 32 patients (74.4%) had grade greater than or equal to 3 treatment-emergent adverse events (TEAEs). No TEAE led to SG discontinuation; one treatment-related TEAE (neutropenic sepsis) led to death.
Conclusions: SG has promising efficacy as second-line treatment of ES-SCLC, irrespective of platinum sensitivity. Safety was manageable and consistent with that observed in other SG studies.
{"title":"Phase 2 Open-Label Study of Sacituzumab Govitecan as Second-Line Therapy in Patients With Extensive-Stage SCLC: Results From TROPiCS-03.","authors":"Afshin Dowlati, Anne C Chiang, Andrés Cervantes, Sunil Babu, Erika Hamilton, Shu Fen Wong, Andrea Tazbirkova, Ivana Gabriela Sullivan, Cédric van Marcke, Antoine Italiano, Jilpa Patel, Sabeen Mekan, Tia Wu, Saiama N Waqar","doi":"10.1016/j.jtho.2024.12.028","DOIUrl":"10.1016/j.jtho.2024.12.028","url":null,"abstract":"<p><strong>Introduction: </strong>The phase 2 TROPiCS-03 study evaluated the efficacy/safety of sacituzumab govitecan (SG) as second-line treatment in patients with previously treated extensive-stage SCLC (ES-SCLC).</p><p><strong>Methods: </strong>TROPiCS-03 (NCT03964727) is a multicohort, open-label, phase 2 basket study of solid tumors, including ES-SCLC. Adults with ES-SCLC that progressed after one previous line of platinum-based chemotherapy and anti-programmed death-(ligand) 1 (PD-[L]1) therapy received SG 10 mg/kg on days 1 and 8 of a 21-day cycle. The primary end point was the investigator-assessed objective response rate (ORR) according to Response Evaluation Criteria in Solid Tumors version 1.1. Key secondary end points included investigator-assessed duration of response (DOR) and progression-free survival (PFS); blinded independent central review-assessed ORR, DOR, and PFS; overall survival (OS); and safety. Efficacy was evaluated in patients with platinum-resistant and platinum-sensitive disease.</p><p><strong>Results: </strong>Among 43 patients (median follow-up, 12.3 [range, 8.1-20.1] mo), investigator-assessed ORR was 41.9% (95% confidence interval [CI]: 27.0%-57.9%), with 18 confirmed partial responses; median (95% CI) DOR, PFS, and OS were 4.73 (3.52-6.70), 4.40 (3.81-6.11), and 13.60 (6.57-14.78) months, respectively. The efficacy results of the blinded independent central review assessments were similar. The investigator-assessed ORR (95% CI) was 35.0% (15.4%-59.2%) in patients with platinum-resistant disease (n = 20) and 47.8% (26.8%-69.4%) in patients with platinum-sensitive disease (n = 23). Furthermore, 32 patients (74.4%) had grade greater than or equal to 3 treatment-emergent adverse events (TEAEs). No TEAE led to SG discontinuation; one treatment-related TEAE (neutropenic sepsis) led to death.</p><p><strong>Conclusions: </strong>SG has promising efficacy as second-line treatment of ES-SCLC, irrespective of platinum sensitivity. Safety was manageable and consistent with that observed in other SG studies.</p>","PeriodicalId":17515,"journal":{"name":"Journal of Thoracic Oncology","volume":" ","pages":""},"PeriodicalIF":21.0,"publicationDate":"2025-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142927288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
An increasing number of early-stage lung adenocarcinomas (LUAD) are detected as lung nodules. The radiological features related to LUAD progression warrant further investigation. Exploration is required to bridge the gap between radiomics-based features and molecular characteristics of lung nodules.
Methods
Consensus clustering was applied to the radiomic features of 1212 patients to establish stable clustering. Clusters were illustrated using clinicopathological and next-generation sequencing. A classifier was constructed to further investigate the molecular characteristics in patients with paired computed tomography and RNA sequencing data.
Results
Patients were clustered into four clusters. Cluster 1 was associated with a low consolidation-to-tumor ratio, preinvasion, grade I disease, and good prognosis. Clusters 2 and 3 reported increasing malignancy with a higher consolidation-to-tumor ratio, higher pathologic grade, and poor prognosis. Cluster 2 possessed more spread through air spaces and cluster 3 reported a higher proportion of pleural invasion. Cluster 4 had similar clinicopathological features as cluster 1 except but a proportion of grade II disease. RNA sequencing indicated that cluster 1 represented nodules with indolent growth and good differentiation, whereas cluster 4 reported progression in cell development but still had low proliferative activity. Nodules with high proliferation were classified into clusters 2 and 3. In addition, the radiomics classifier distinguished cluster 2 as nodules harboring an activated immune environment, whereas cluster 3 represented nodules with a suppressive immune environment. Furthermore, signatures associated with the prognosis of early-stage LUAD were validated in external datasets.
Conclusions
Radiomics features can manifest molecular events driving the progression of LUAD. Our study provides molecular insight into radiomics features and assists in the diagnosis and treatment of early-stage LUAD.
{"title":"Radiomics-Based Support Vector Machine Distinguishes Molecular Events Driving the Progression of Lung Adenocarcinoma","authors":"Hong-Ji Li MD , Zhen-Bin Qiu MD , Meng-Min Wang MD , Chao Zhang MD, PhD , Hui-Zhao Hong MD , Rui Fu MD, PhD , Li-Shan Peng MD , Chen Huang MD , Qian Cui MD, PhD , Jia-Tao Zhang MD, PhD , Jing-Yun Ren MD, PhD , Lei Jiang MD, PhD , Yi-Long Wu MD , Wen-Zhao Zhong MD, PhD","doi":"10.1016/j.jtho.2024.09.1431","DOIUrl":"10.1016/j.jtho.2024.09.1431","url":null,"abstract":"<div><h3>Introduction</h3><div>An increasing number of early-stage lung adenocarcinomas (LUAD) are detected as lung nodules. The radiological features related to LUAD progression warrant further investigation. Exploration is required to bridge the gap between radiomics-based features and molecular characteristics of lung nodules.</div></div><div><h3>Methods</h3><div>Consensus clustering was applied to the radiomic features of 1212 patients to establish stable clustering. Clusters were illustrated using clinicopathological and next-generation sequencing. A classifier was constructed to further investigate the molecular characteristics in patients with paired computed tomography and RNA sequencing data.</div></div><div><h3>Results</h3><div>Patients were clustered into four clusters. Cluster 1 was associated with a low consolidation-to-tumor ratio, preinvasion, grade I disease, and good prognosis. Clusters 2 and 3 reported increasing malignancy with a higher consolidation-to-tumor ratio, higher pathologic grade, and poor prognosis. Cluster 2 possessed more spread through air spaces and cluster 3 reported a higher proportion of pleural invasion. Cluster 4 had similar clinicopathological features as cluster 1 except but a proportion of grade II disease. RNA sequencing indicated that cluster 1 represented nodules with indolent growth and good differentiation, whereas cluster 4 reported progression in cell development but still had low proliferative activity. Nodules with high proliferation were classified into clusters 2 and 3. In addition, the radiomics classifier distinguished cluster 2 as nodules harboring an activated immune environment, whereas cluster 3 represented nodules with a suppressive immune environment. Furthermore, signatures associated with the prognosis of early-stage LUAD were validated in external datasets.</div></div><div><h3>Conclusions</h3><div>Radiomics features can manifest molecular events driving the progression of LUAD. Our study provides molecular insight into radiomics features and assists in the diagnosis and treatment of early-stage LUAD.</div></div>","PeriodicalId":17515,"journal":{"name":"Journal of Thoracic Oncology","volume":"20 1","pages":"Pages 52-64"},"PeriodicalIF":21.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142290063","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.jtho.2024.07.025
Xiaowei Huang MD, Xian Gu MD, Zhenye Xu PhD
{"title":"Comment on “Consolidation Osimertinib Versus Durvalumab Versus Observation After Concurrent Chemoradiation in Unresectable EGFR-Mutant NSCLC: A Multicenter Retrospective Cohort Study”","authors":"Xiaowei Huang MD, Xian Gu MD, Zhenye Xu PhD","doi":"10.1016/j.jtho.2024.07.025","DOIUrl":"10.1016/j.jtho.2024.07.025","url":null,"abstract":"","PeriodicalId":17515,"journal":{"name":"Journal of Thoracic Oncology","volume":"20 1","pages":"Pages e1-e2"},"PeriodicalIF":21.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142965548","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.jtho.2024.11.023
{"title":"Tobacco News Update—From the IASLC Tobacco Control Committee","authors":"","doi":"10.1016/j.jtho.2024.11.023","DOIUrl":"10.1016/j.jtho.2024.11.023","url":null,"abstract":"","PeriodicalId":17515,"journal":{"name":"Journal of Thoracic Oncology","volume":"20 1","pages":"Pages 8-11"},"PeriodicalIF":21.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143130960","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.jtho.2023.07.011
{"title":"In the published article titled “Cemiplimab Plus Chemotherapy Versus Chemotherapy Alone in Advanced NSCLC: 2-Year Follow-up From the Phase 3 EMPOWER-Lung 3 Part 2 Trial”, J Thorac Oncol. 2023 Jun;18(6):755-768.","authors":"","doi":"10.1016/j.jtho.2023.07.011","DOIUrl":"10.1016/j.jtho.2023.07.011","url":null,"abstract":"","PeriodicalId":17515,"journal":{"name":"Journal of Thoracic Oncology","volume":"20 1","pages":"Pages 119-121"},"PeriodicalIF":21.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41204196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}