Pub Date : 2025-11-01Epub Date: 2025-12-15DOI: 10.1080/1750743X.2025.2600221
Emily D Cheng, Alex T Cheng, Jasmine Z Yu, Siqi Chen, Diego Chowell, Luc G T Morris
{"title":"All models are wrong, but are some useful? Toward clinically tractable prediction of immunotherapy response in cancer.","authors":"Emily D Cheng, Alex T Cheng, Jasmine Z Yu, Siqi Chen, Diego Chowell, Luc G T Morris","doi":"10.1080/1750743X.2025.2600221","DOIUrl":"10.1080/1750743X.2025.2600221","url":null,"abstract":"","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"1149-1154"},"PeriodicalIF":2.3,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145756268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01Epub Date: 2025-10-11DOI: 10.1080/1750743X.2025.2572962
Rafael Blanco-Domínguez, Sofia Mensurado
{"title":"How could γδ T cells change the treatment landscape for colorectal cancers?","authors":"Rafael Blanco-Domínguez, Sofia Mensurado","doi":"10.1080/1750743X.2025.2572962","DOIUrl":"10.1080/1750743X.2025.2572962","url":null,"abstract":"","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"967-970"},"PeriodicalIF":2.3,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12582096/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145274563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01Epub Date: 2025-10-24DOI: 10.1080/1750743X.2025.2569302
Ursula Schmidt-Erfurth, Julia Mai, Gregor S Reiter, Sophie Riedl, Wolf-Dieter Vogl, Amir Sadeghipour, Alex McKeown, Emma Foos, Lukas Scheibler, Hrvoje Bogunovic
{"title":"Plain language summary of disease activity and therapeutic response to pegcetacoplan for geographic atrophy identified by deep learning-based analysis of OCT.","authors":"Ursula Schmidt-Erfurth, Julia Mai, Gregor S Reiter, Sophie Riedl, Wolf-Dieter Vogl, Amir Sadeghipour, Alex McKeown, Emma Foos, Lukas Scheibler, Hrvoje Bogunovic","doi":"10.1080/1750743X.2025.2569302","DOIUrl":"10.1080/1750743X.2025.2569302","url":null,"abstract":"","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"971-981"},"PeriodicalIF":2.3,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12582128/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145354666","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01Epub Date: 2025-10-17DOI: 10.1080/1750743X.2025.2569856
Stephen V Liu, Riddhi A Babel, Yu-Han Kao, Diana Chirovsky, Azadeh Namakydoust, Vamsidhar Velcheti
Background: First-line pembrolizumab plus chemotherapy has demonstrated durable, clinically meaningful survival benefits over 5 years, compared with chemotherapy alone, in pivotal clinical trials for patients with metastatic NSCLC. This retrospective study aimed to evaluate 5-year real-world outcomes with pembrolizumab plus chemotherapy at US oncology practices.
Methods: Using a nationwide, deidentified database, we selected adults with unresectable stage IIIB/IIIC/IV NSCLC and ECOG performance status of 0-1, excluding those in a clinical trial, who initiated first-line pembrolizumab plus platinum/pemetrexed from 1 June 2017 through 30 September 2021 (EGFR/ALK-wild-type nonsquamous NSCLC) or pembrolizumab plus carboplatin/(nab)-paclitaxel from 1 November 2018 through 30 September 2020 (squamous NSCLC). Overall survival (OS) from first-line initiation, by histology and PD-L1 expression, was estimated using the Kaplan-Meier method. Data cutoff was 30 September 2024.
Results: Median study follow-up was 60 months. Median (95% CI) OS was 15.0 months (13.4-16.0) and 12.9 months (10.3-17.1) among 1960 patients with nonsquamous and 433 with squamous NSCLC, respectively. At 5 years, OS rates were 21.6% and 18.2%, respectively, with 5-year OS rates by tumor PD-L1 < 1%/1-49%/≥50% expression of 15.8%/19.8%/32.6% in nonsquamous and 15.2%/14.1%/32.6% in squamous cohorts.
Conclusions: First-line pembrolizumab plus chemotherapy demonstrates long-term effectiveness for nonsquamous and squamous advanced/metastatic NSCLC, with 5-year OS rates in real-world settings that are consistent across PD-L1 expression strata with 5-year outcomes from the pivotal clinical trials.
{"title":"5-year real-world outcomes with first-line pembrolizumab plus chemotherapy in advanced/metastatic NSCLC.","authors":"Stephen V Liu, Riddhi A Babel, Yu-Han Kao, Diana Chirovsky, Azadeh Namakydoust, Vamsidhar Velcheti","doi":"10.1080/1750743X.2025.2569856","DOIUrl":"10.1080/1750743X.2025.2569856","url":null,"abstract":"<p><strong>Background: </strong>First-line pembrolizumab plus chemotherapy has demonstrated durable, clinically meaningful survival benefits over 5 years, compared with chemotherapy alone, in pivotal clinical trials for patients with metastatic NSCLC. This retrospective study aimed to evaluate 5-year real-world outcomes with pembrolizumab plus chemotherapy at US oncology practices.</p><p><strong>Methods: </strong>Using a nationwide, deidentified database, we selected adults with unresectable stage IIIB/IIIC/IV NSCLC and ECOG performance status of 0-1, excluding those in a clinical trial, who initiated first-line pembrolizumab plus platinum/pemetrexed from 1 June 2017 through 30 September 2021 (<i>EGFR/ALK</i>-wild-type nonsquamous NSCLC) or pembrolizumab plus carboplatin/(nab)-paclitaxel from 1 November 2018 through 30 September 2020 (squamous NSCLC). Overall survival (OS) from first-line initiation, by histology and PD-L1 expression, was estimated using the Kaplan-Meier method. Data cutoff was 30 September 2024.</p><p><strong>Results: </strong>Median study follow-up was 60 months. Median (95% CI) OS was 15.0 months (13.4-16.0) and 12.9 months (10.3-17.1) among 1960 patients with nonsquamous and 433 with squamous NSCLC, respectively. At 5 years, OS rates were 21.6% and 18.2%, respectively, with 5-year OS rates by tumor PD-L1 < 1%/1-49%/≥50% expression of 15.8%/19.8%/32.6% in nonsquamous and 15.2%/14.1%/32.6% in squamous cohorts.</p><p><strong>Conclusions: </strong>First-line pembrolizumab plus chemotherapy demonstrates long-term effectiveness for nonsquamous and squamous advanced/metastatic NSCLC, with 5-year OS rates in real-world settings that are consistent across PD-L1 expression strata with 5-year outcomes from the pivotal clinical trials.</p>","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"1005-1013"},"PeriodicalIF":2.3,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12582088/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145307950","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01Epub Date: 2025-11-04DOI: 10.1080/1750743X.2025.2582464
Hunter Cassidy Cochran, Kevin Ashkan Ghobadi, Armin Ghobadi
Chimeric antigen receptor (CAR) natural killer (NK) cell therapy represents an emerging frontier in cancer immunotherapy. CAR-NK cells offer the potential for "off-the-shelf" treatments with a favorable safety profile, due in part to their innate capacity for HLA-unrestricted tumor targeting and an absence of graft-versus-host disease. Landmark clinical studies using cord blood - derived CAR-NK cells and another employing iPSC-derived CAR-NK cells have reported impressive response rates, durable remissions, and minimal toxicity. Furthermore, a growing landscape of ongoing clinical trials is exploring innovative strategies to enhance persistence, overcome solid tumor challenges, and prevent antigen escape. These advances collectively underscore the potential of CAR-NK therapies to revolutionize cancer treatment while addressing limitations associated with current CAR-T cell approaches.
{"title":"Chimeric antigen receptor natural killer (CAR-NK) cells: from preclinical promise to clinical reality in cancer immunotherapy.","authors":"Hunter Cassidy Cochran, Kevin Ashkan Ghobadi, Armin Ghobadi","doi":"10.1080/1750743X.2025.2582464","DOIUrl":"10.1080/1750743X.2025.2582464","url":null,"abstract":"<p><p>Chimeric antigen receptor (CAR) natural killer (NK) cell therapy represents an emerging frontier in cancer immunotherapy. CAR-NK cells offer the potential for \"off-the-shelf\" treatments with a favorable safety profile, due in part to their innate capacity for HLA-unrestricted tumor targeting and an absence of graft-versus-host disease. Landmark clinical studies using cord blood - derived CAR-NK cells and another employing iPSC-derived CAR-NK cells have reported impressive response rates, durable remissions, and minimal toxicity. Furthermore, a growing landscape of ongoing clinical trials is exploring innovative strategies to enhance persistence, overcome solid tumor challenges, and prevent antigen escape. These advances collectively underscore the potential of CAR-NK therapies to revolutionize cancer treatment while addressing limitations associated with current CAR-T cell approaches.</p>","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"1115-1127"},"PeriodicalIF":2.3,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12607298/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145437691","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01Epub Date: 2025-11-07DOI: 10.1080/1750743X.2025.2572284
E William St Clair, Alan N Baer, Wan-Fai Ng, Ghaith Noaiseh, Teresa K Tarrant, Athena Papas, Valerie Devauchelle-Pensec, Ilias Alevizos, Chiara Baldini
{"title":"Plain language summary: treatment of Sjögren's disease with dazodalibep.","authors":"E William St Clair, Alan N Baer, Wan-Fai Ng, Ghaith Noaiseh, Teresa K Tarrant, Athena Papas, Valerie Devauchelle-Pensec, Ilias Alevizos, Chiara Baldini","doi":"10.1080/1750743X.2025.2572284","DOIUrl":"10.1080/1750743X.2025.2572284","url":null,"abstract":"","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"1063-1077"},"PeriodicalIF":2.3,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12607290/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145458706","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01Epub Date: 2025-10-14DOI: 10.1080/1750743X.2025.2572963
Yuanyuan Ma, Juliang Qin, Mingyao Liu, Bing Du
Emerging evidence demonstrates the potential efficacy of chimeric antigen receptor (CAR) T cells in autoimmune diseases. Currently, this therapy relies primarily on patient-derived autologous CAR-T cells. However, the application of autologous CAR-T cells is hindered by several limitations, such as high costs, time-consuming, and vulnerability to failure during the manufacturing process. Allogeneic CAR-T cells are genetically engineered T cells derived from healthy donors that hold great promise for expanding the accessibility of CAR-T cell therapy and may overcome the limitations of autologous CAR-T cells. Recent studies with small sample sizes have suggested the potential of allogeneic CAR-T cells in autoimmune diseases. These results have motivated researchers and physicians to further investigate the application of allogeneic CAR-T cells. In this review, we discuss the development of allogeneic CAR-T cells, current studies on CAR-T cell therapy for autoimmune diseases, and potential toxicities of allogeneic CAR-T cells. In addition, we discuss current challenges and future directions for implementing this therapy in clinical practice.
{"title":"Allogeneic CAR-T cell therapy in autoimmune diseases.","authors":"Yuanyuan Ma, Juliang Qin, Mingyao Liu, Bing Du","doi":"10.1080/1750743X.2025.2572963","DOIUrl":"10.1080/1750743X.2025.2572963","url":null,"abstract":"<p><p>Emerging evidence demonstrates the potential efficacy of chimeric antigen receptor (CAR) T cells in autoimmune diseases. Currently, this therapy relies primarily on patient-derived autologous CAR-T cells. However, the application of autologous CAR-T cells is hindered by several limitations, such as high costs, time-consuming, and vulnerability to failure during the manufacturing process. Allogeneic CAR-T cells are genetically engineered T cells derived from healthy donors that hold great promise for expanding the accessibility of CAR-T cell therapy and may overcome the limitations of autologous CAR-T cells. Recent studies with small sample sizes have suggested the potential of allogeneic CAR-T cells in autoimmune diseases. These results have motivated researchers and physicians to further investigate the application of allogeneic CAR-T cells. In this review, we discuss the development of allogeneic CAR-T cells, current studies on CAR-T cell therapy for autoimmune diseases, and potential toxicities of allogeneic CAR-T cells. In addition, we discuss current challenges and future directions for implementing this therapy in clinical practice.</p>","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"1129-1143"},"PeriodicalIF":2.3,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12607299/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145286009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01Epub Date: 2025-11-01DOI: 10.1080/1750743X.2025.2578164
Courtney H Coschi, Keyue Ding, Dongsheng Tu, Christopher O'Callaghan, Natasha B Leighl, Francisco Vera-Badillo, Rosalyn A Juergens, Desiree Hao, Lesley Seymour, Daniel J Renouf, Eric Chen, Andrea S Fung, Pierre-Olivier Gaudreau
Background: Immune checkpoint inhibitors (ICIs) are used to treat various cancers. Serotonin receptors are expressed by immune cells. In preclinical models, serotonergic drugs affect T-cell cytokine production, proliferation and apoptosis. Interactions between clinical serotonergic drug use and dual ICI treatment remain unknown.
Methods: Individual patient data were pooled from 4 Canadian Cancer Trials Group (CCTG) trials of patients treated with dual ICI ± chemotherapy (n = 684). Serotonergic drug use was correlated with clinicopathologic characteristics, best overall response (BOR)/iBOR per RECIST 1.1/iRECIST, progression-free survival (PFS)/iPFS, overall survival (OS) and immune-related adverse events (irAEs) using Cochran - Mantel - Haenszel and log-rank tests.
Results: Eighty-three (12%) patients used serotonergic drugs at baseline and 118 (17%) at any time on trial. By multivariate analysis, serotonergic drug use at baseline was significantly associated with decreased iBOR (p = 0.04), but not PFS (p = 0.21), iPFS (p = 0.28), OS (p = 0.30) or incidence of grade 1/2 or 3/4 irAE (p = 0.85 and 0.99 respectively). Results were not significantly different with serotonergic drug use at any time on trial.
Conclusion: Use of serotonergic drugs did not impact PFS or OS in patients treated with dual ICI ± chemotherapy. This study supports the safe use of serotonergic drugs in the context of dual ICI therapy.
{"title":"Effects of serotonergic drugs on immune checkpoint inhibitor response: a pooled analysis of individual patient data from four Canadian Cancer Trials Group (CCTG) trials.","authors":"Courtney H Coschi, Keyue Ding, Dongsheng Tu, Christopher O'Callaghan, Natasha B Leighl, Francisco Vera-Badillo, Rosalyn A Juergens, Desiree Hao, Lesley Seymour, Daniel J Renouf, Eric Chen, Andrea S Fung, Pierre-Olivier Gaudreau","doi":"10.1080/1750743X.2025.2578164","DOIUrl":"10.1080/1750743X.2025.2578164","url":null,"abstract":"<p><strong>Background: </strong>Immune checkpoint inhibitors (ICIs) are used to treat various cancers. Serotonin receptors are expressed by immune cells. In preclinical models, serotonergic drugs affect T-cell cytokine production, proliferation and apoptosis. Interactions between clinical serotonergic drug use and dual ICI treatment remain unknown.</p><p><strong>Methods: </strong>Individual patient data were pooled from 4 Canadian Cancer Trials Group (CCTG) trials of patients treated with dual ICI ± chemotherapy (<i>n</i> = 684). Serotonergic drug use was correlated with clinicopathologic characteristics, best overall response (BOR)/iBOR per RECIST 1.1/iRECIST, progression-free survival (PFS)/iPFS, overall survival (OS) and immune-related adverse events (irAEs) using Cochran - Mantel - Haenszel and log-rank tests.</p><p><strong>Results: </strong>Eighty-three (12%) patients used serotonergic drugs at baseline and 118 (17%) at any time on trial. By multivariate analysis, serotonergic drug use at baseline was significantly associated with decreased iBOR (<i>p</i> = 0.04), but not PFS (<i>p</i> = 0.21), iPFS (<i>p</i> = 0.28), OS (<i>p</i> = 0.30) or incidence of grade 1/2 or 3/4 irAE (<i>p</i> = 0.85 and 0.99 respectively). Results were not significantly different with serotonergic drug use at any time on trial.</p><p><strong>Conclusion: </strong>Use of serotonergic drugs did not impact PFS or OS in patients treated with dual ICI ± chemotherapy. This study supports the safe use of serotonergic drugs in the context of dual ICI therapy.</p>","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"1085-1097"},"PeriodicalIF":2.3,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12607293/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145421552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01Epub Date: 2025-11-05DOI: 10.1080/1750743X.2025.2580272
Rashad Ismayilov, Ozden Altundag, Zafer Akcali
Background: Multidisciplinary teams (MDTs) are fundamental to cancer care but face increasing burdens. This pilot study evaluates a large language model (LLM) simulating a tumor board for a clinically complex cohort of non-small cell lung cancer (NSCLC) patients, using a full-context guideline injection methodology to ground its reasoning in authoritative standards.
Methods: Ten real-world NSCLC cases were presented to Google's Gemini 2.5 Pro using prompt engineering. The model was primed by providing the complete National Cancer Institute guidelines as in-context source data in a structured JSON file. AI-generated recommendations were scored against the institutional human MDT.
Results: The LLM demonstrated high performance, achieving mean scores of 4.9/5.0 for content accuracy, 5.0/5.0 for internal consistency, and 4.4/5.0 for clinical applicability. Importantly, no safety concerns were identified in the AI's recommendations. However, the model did not generate any novel insights beyond those considered by the human MDT.
Conclusions: An LLM primed with comprehensive guidelines can accurately and safely replicate MDT recommendations for complex NSCLC cases. The combination of guideline injection and meticulous prompt engineering is a critical strategy for ensuring LLM reliability. This positions these models as powerful decision-support tools to augment, not replace, expert clinical workflow.
{"title":"Simulating a virtual tumor board with large language models: a pilot study in NSCLC patients receiving immunotherapy.","authors":"Rashad Ismayilov, Ozden Altundag, Zafer Akcali","doi":"10.1080/1750743X.2025.2580272","DOIUrl":"10.1080/1750743X.2025.2580272","url":null,"abstract":"<p><strong>Background: </strong>Multidisciplinary teams (MDTs) are fundamental to cancer care but face increasing burdens. This pilot study evaluates a large language model (LLM) simulating a tumor board for a clinically complex cohort of non-small cell lung cancer (NSCLC) patients, using a full-context guideline injection methodology to ground its reasoning in authoritative standards.</p><p><strong>Methods: </strong>Ten real-world NSCLC cases were presented to Google's Gemini 2.5 Pro using prompt engineering. The model was primed by providing the complete National Cancer Institute guidelines as in-context source data in a structured JSON file. AI-generated recommendations were scored against the institutional human MDT.</p><p><strong>Results: </strong>The LLM demonstrated high performance, achieving mean scores of 4.9/5.0 for content accuracy, 5.0/5.0 for internal consistency, and 4.4/5.0 for clinical applicability. Importantly, no safety concerns were identified in the AI's recommendations. However, the model did not generate any novel insights beyond those considered by the human MDT.</p><p><strong>Conclusions: </strong>An LLM primed with comprehensive guidelines can accurately and safely replicate MDT recommendations for complex NSCLC cases. The combination of guideline injection and meticulous prompt engineering is a critical strategy for ensuring LLM reliability. This positions these models as powerful decision-support tools to augment, not replace, expert clinical workflow.</p>","PeriodicalId":13328,"journal":{"name":"Immunotherapy","volume":" ","pages":"1105-1113"},"PeriodicalIF":2.3,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12607292/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145444685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}