Evidence map›Paper›PMID 39676097›Full record

Trial reportSignal transduction and targeted therapy2024

Noninvasive early identification of durable clinical benefit from immune checkpoint inhibition: a prospective multicenter study (NCT04566432).

Xinghao Ai, Bo Jia, Zhiyi He, Junping Zhang, Minglei Zhuo, Jun Zhao, Zhe Wang, Jiexia Zhang, Zaiwen Fan, Xiaotong Zhang and 11 more

Registry-linked trialAbstract readMulticenter StudyClinical Trial
In one paragraph

Trial report in Signal transduction and targeted therapy, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06856798 (Construction of a Efficacy Stratification Prognostic and Prediction Model for Perioperative Immunotherapy in Non - Small Cell Lung Cancer Based on Multi - Omics Biomarkers), which is not on this map. Cited by 19 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT06856798 not yet recruitingnot on this mapstarted 2025, after this paper: background citation

Construction of a Efficacy Stratification Prognostic and Prediction Model for Perioperative Immunotherapy in Non - Small Cell Lung Cancer Based on Multi - Omics Biomarkers

TypeobservationalSponsorZiming LiRan2025 to 2028Enrolled120ConditionsNSCLC Stage IIIA/B, NSCLC Stage II
3 · Its place in the literature

Who cites it

19 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
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  6. Current and future immunotherapies for NSCLC.Journal of hematology & oncology · 2026
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

21 authors.

Xinghao Ai *Shanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Bo Jia *Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education / Beijing), Department of Thoracic Medical Oncology, Peking University Cancer Hospital & Institute, Beijing, China.
Zhiyi He *Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, China.
Junping Zhang *Department of Thoracic Oncology, Cancer Center, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, China.
Minglei ZhuoKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education / Beijing), Department of Thoracic Medical Oncology, Peking University Cancer Hospital & Institute, Beijing, China.
Jun ZhaoKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education / Beijing), Department of Thoracic Medical Oncology, Peking University Cancer Hospital & Institute, Beijing, China.
Zhe WangDepartment of Thoracic Surgery, National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, China.
Jiexia ZhangState Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China.
Zaiwen FanDepartment of Pulmonary and Critical Care Medicine, Air Force Medical Center, PLA, Beijing, China.
Xiaotong ZhangDepartment of Pulmonary and Critical Care Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China.
Chong LiDepartment of Pulmonary and Critical Care Medicine, Third Affiliated Hospital of Soochow University, First People's Hospital of Changzhou, Changzhou, China.
Feng JinOncology Department, Qianjiang National Hospital, Chongqing, China.
Ziming LiShanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Xia MaDepartment of Respiratory and Critical Care Medicine, Beijing Youan Hospital, Capital Medical University, Beijing, China.
Hao TangDepartment of Respiratory and Critical Care Medicine, Shanghai Changzheng Hospital, Naval Medical University, Shanghai, China.
Xiang YanDepartment of Thoracic Surgery, Peking University People's hospital, Beijing, China.
Wei LiDepartment of Respiratory and Critical Care Medicine, Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
Yuanyuan XiongGenePlus-Beijing, Beijing, China.
Huan YinGenePlus-Beijing, Beijing, China.
Rongrong ChenGenePlus-Beijing, Beijing, China. chenrr@geneplus.org.cn.
Shun LuShanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. shunlu@sjtu.edu.cn.ORCID 0000-0001-8833-7262

Funding

Chinese Society of Clinical Oncology (Chinese Society of Clinical Oncology, Beijing Xisike Clinical Oncology Research Foundation) Y-pierrefabre202101-0099Ministry of Health of China | Wu Jieping Medical Foundation 320.6750.2021-16-19National Natural Science Foundation of China (National Science Foundation of China) 82030045National Natural Science Foundation of China (National Science Foundation of China) 82141117
6 · The paper itself

Abstract

Immune checkpoint inhibitors (ICIs) have changed the treatment landscape for patients with non-small cell lung cancer (NSCLC). In spite of durable responses in some patients, many patients develop early disease progression during the ICI treatment. Thus, early identification of patients with no durable benefit would facilitate the clinical decision for these patients. In this prospective, multicenter study, 101 non-EGFR/ALK patients who received ICI treatment were enrolled after screening 328 stage III-IV NSCLC patients. At the date of cutoff, 83 patients were eligible for ICI efficacy evaluation, with 56 patients having progress-free survival (PFS) over 6 months, which was defined as durable clinical benefit (DCB). A multimodal model was established by integrating normalized bTMB, early dynamic of ctDNA and the first RECIST response. This model could robustly predict DCB with area under the curve (AUC) of 0.878, sensitivity of 79.2% at 86.4% specificity (accuracy = 80.0%). This model was further validated in the independent cohort of the DIREct-On study with AUC of 0.887, sensitivity of 94.7% at 85.3% specificity (accuracy = 90.3%). Patients with higher predict scores had substantially longer PFS than those with lower scores (training cohort: median PFS 13.6 vs 4.2 months, P < 0.001, HR = 0.24; validation cohort: median PFS 11.0 vs 2.2 months, P < 0.001, HR = 0.17). Taken together, these results demonstrate that integrating early changes of ctDNA, normalized bTMB, and the first RECIST response can provide accurate, noninvasive, and early prediction of durable benefits for NSCLC patients treated with ICIs. Further prospective studies are warranted to validate these findings and guide clinical decision-making for optimal immunotherapy in NSCLC patients.

Indexed as

Carcinoma, Non-Small-Cell LungImmune Checkpoint InhibitorsLung NeoplasmsAdultAgedAged, 80 and overBiomarkers, TumorCirculating Tumor DNAFemaleHumansMaleMiddle AgedProspective StudiesBiomarkers, TumorCirculating Tumor DNAImmune Checkpoint Inhibitors

Identifiers

PMID39676097
PMCPMC11646999

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.