Abstract 41P
Background
Due to disease heterogeneity, RECIST v1.1 may underestimate drug efficacy in metastatic uveal melanoma by focusing on a limited set of lesions using 1D measurements. Volumetric Total Tumor Burden (TTB), despite being resource intensive, offers a more comprehensive assessment by evaluating individually all measurable lesions. In addition, radiomics may further predict long-term treatment response by identifying lesion-specific characteristics. This study aims to: (1) demonstrate that RECIST v1.1 and TTB yield different drug efficacy assessments, and (2) show that baseline and delta radiomic features can predict which lesions will have a long-term response to therapy.
Methods
Twenty-three metastatic uveal melanoma patients (11 male, 12 female) were evaluated using RECIST v1.1 and TTB. Lesions were tracked over time, assessing growth and shrinkage. Baseline and delta radiomic features (week 8 vs. baseline) were extracted from lung and liver lesions. Feature reduction was done using the Boruta algorithm, removing low-variance (IQR < 0.1) and highly correlated features (Spearman correlation > 0.9). Univariate (Wilcoxon rank-sum) and multivariate models (GLM and mixed-effects GLM) were applied.
Results
At screening, patients had a median of 31 lesions (range: 2–281), across 20 anatomical sites. RECIST target lesions accounted for a mean of 73% of TTB. In 54% of patients, RECIST and TTB gave different disease classifications (e.g., stable vs. progressive disease). In the lung, 3 baseline and 13 delta features, and in the liver, 5 baseline and 6 delta features statistically differed between responding and non-responding lesions. Multivariate models achieved AUCs of around 0.60-0.65 for baseline features, improving to >0.90 when including delta features.
Conclusions
RECIST v1.1 may not fully capture tumor changes compared to TTB, potentially underestimating treatment efficacy. Baseline and delta radiomic features, particularly shape, intensity and texture, show promise in predicting long-term lesion response. These findings support using volumetric and radiomic analysis for more accurate monitoring of treatment response in metastatic patients.
Clinical trial identification
NCT04328844.
Legal entity responsible for the study
iOnctura SA.
Funding
iOnctura SA.
Disclosure
A.M. Di Giacomo: Financial Interests, Personal, Advisory Board: Bristol Myers Squibb, MSD, Pierre Fabre, Novartis, Immunocore; Financial Interests, Personal, Invited Speaker: Sanofi. A. Corsi, N. Sindhwani, A. Rasooli, M.H. Nawaz, F. Belmans: Financial Interests, Personal, Full or part-time Employment: Radiomics.bio. C. C. Meca: Financial Interests, Personal and Institutional, Full or part-time Employment: Radiomics.bio; Financial Interests, Personal and Institutional, Leadership Role, Chief Business Officer: Radiomics.bio; Financial Interests, Personal and Institutional, Ownership Interest: Radiomics.bio; Financial Interests, Personal and Institutional, Stocks or ownership: Radiomics.bio; Financial Interests, Personal and Institutional, Stocks/Shares: Radiomics.bio. M. Maio: Financial Interests, Personal, Advisory Board: BMS, Roche, GSK, Sanofi, Alfasigma, Amgen, Sciclone, Eli Lilly, MSD, Incyte, Pierre Fabre, AstraZeneca, Pfizer, Merck Serono; Financial Interests, Personal, Stocks/Shares: Epigen, Theravance. T.R.J. Evans: Financial Interests, Institutional, Advisory Board, Advisory Board for GI cancers and melanoma (immune checkpoint inhibitors): Bristol Myers Squibb; Financial Interests, Institutional, Invited Speaker, Invited speaker - GI cancers, melanoma, immunotherapy: Bristol Myers Squibb; Financial Interests, Institutional, Advisory Board, Advisory Boards - GI cancers, melanoma: Roche / Genentech; Financial Interests, Institutional, Invited Speaker, Invited speaker GI cancer, melanoma: Roche / Genentech; Financial Interests, Institutional, Advisory Board, Advisory Board (Lenvatinib): Eisai; Financial Interests, Institutional, Invited Speaker, Speaker's fees (lenvatinib): Eisai; Financial Interests, Institutional, Advisory Board, advisory board: MSD, AstraZeneca, Bayer, Bicycle Therapeutics, Clovis; Financial Interests, Institutional, Invited Speaker, Speaker's fees: MSD, AstraZeneca, Bayer; Financial Interests, Institutional, Advisory Board, Advisory board: Nucana; Financial Interests, Institutional, Invited Speaker, speaker's fees: Nucana; Financial Interests, Institutional, Advisory Board, advisory board; Chair of Scientific Advisory Council (HCC & MIV-818): Medivir; Financial Interests, Institutional, Invited Speaker, speaker's fees (and presentation to potential investors): Medivir; Financial Interests, Personal, Other, Support to attend international conferences: Bristol Myers Squibb, Roche / Genentech, MSD, Nucana, Bayer, Celgene, Pierre Fabre; Financial Interests, Institutional, Advisory Board, Advisory Board for Upper GI Cancer: Ascelia; Financial Interests, Institutional, Advisory Board, Advisory Board for Oesophageal Cancer: Seagen; Financial Interests, Institutional, Coordinating PI, Educational grant (supply of study agents) for investigator-led study and reimbursement of study costs for commercial studies: AstraZeneca; Financial Interests, Institutional, Local PI, reimbursement of study costs for commercial studies: Astellas, Bayer, Basilea, Celgene, GSK, Roche, Medivir, Starpharma, Immunocore, Novartis, Sapience Therapeutics, MiNa Therapeutics, Lilly, Bicycle Therapeutics, Sierra, CytomX, Beigene, Pfizer, Johnson & Johnson, UCB, Codiak, Avacta, Nurix, T3P, Amgen, Moderna; Financial Interests, Institutional, Coordinating PI, reimbursement of study costs for commercial studies: Adaptimmune, Bristol Myers Squibb, Eisai, MSD, Nucana, iOnctura, Sanofi; Financial Interests, Institutional, Local PI, support for non-commercial investigator-led study: Verastem; Financial Interests, Institutional, Local PI, reimbursement for costs of commercial studies: Boehringer Ingelheim; Financial Interests, Institutional, Local PI, reimbursement of costs of commercial study: Seagen; Financial Interests, Institutional, Funding, reimbursement of study costs for commercial studies; lead investigator for infrastructure investment to NHS Research Scotland: BioNTech; Financial Interests, Institutional, Local PI, reimbursement of study sots for commercial studies: Exelixis; Non-Financial Interests, Personal, Other, Member of Scientific Advisory Panel: Pancreatic Cancer Research Fund; Non-Financial Interests, Personal, Other, Annual Meeting abstracts committee: International Liver Cancer Association; Non-Financial Interests, Institutional, Product Samples, Supply of investigational and licensed compounds for a non-commercial study for which I'm Chief Investigator: AstraZeneca; Non-Financial Interests, Personal, Member, Cancer Society Member: American Society of Clinical Oncology, America Association for Cancer Research, British Association for Cancer Research, Association of Cancer Physicians (UK), European Association for Cancer Research, International Liver Cancer Association; Other, Personal, Other, Editor-in-Chief: British Journal of Cancer; Other, Personal, Other, Chair of Independent Data Monitoring Committee for a phase 1 trial - honorarium payable to the employing institution: Genmab; Other, Personal, Other, Chair and panel member, Scientific Evaluation Committee: early phase trials (Amgen, Merck, AstraZeneca); Chair and panel member, CLIP (early phase trial centres) 5-year review: Institut National du Cancer (France); Other, Personal, Other, Panel Member, Pancreas Cancer funding committee, 2023: Fondation ARC; Other, Personal, Other, NHS Research Scotland cancer research network national clinical lead: NHS Research Scotland. M. Lahn: Financial Interests, Personal and Institutional, Leadership Role, Chief Medical Officer: iOnctura SA; Financial Interests, Personal and Institutional, Full or part-time Employment: iOnctura SA. W. Vos: Financial Interests, Personal and Institutional, Full or part-time Employment: Radiomics.bio; Financial Interests, Personal and Institutional, Leadership Role, Chief Executive Officer: Radiomics.bio; Financial Interests, Personal and Institutional, Ownership Interest: Radiomics.bio; Financial Interests, Personal and Institutional, Stocks or ownership: Radiomics.bio; Financial Interests, Personal and Institutional, Stocks/Shares: Radiomics.bio. All other authors have declared no conflicts of interest.
Resources from the same session
216P - Spatial transcriptomics reveals tumor-microenvironment heterogeneity of breast cancer
Presenter: Hyun Lee
Session: Poster Display session
Resources:
Abstract
217P - Tumor-derived CCL15 regulates RNA m6A methylation in cancer-associated fibroblasts to promote hepatocellular carcinoma growth
Presenter: Yueguo Li
Session: Poster Display session
Resources:
Abstract
218P - A novel tumor adenosine signature to guide indication selection for adenosine pathway inhibitors
Presenter: Sophie Dekoninck
Session: Poster Display session
Resources:
Abstract
219P - Radiotherapy, in conjunction with a PI3Kd/? inhibitor, enhances effector CD8+ T cell-mediated anti-tumor immune responses and the memory function of T cells within the tumor microenvironment by stimulating innate immunity
Presenter: Ye hyun Kim
Session: Poster Display session
Resources:
Abstract
220P - Correlation research between oral flora diversity and radiation-induced stomatitis after postoperative radiotherapy for oral squamous cell carcinoma
Presenter: Qin Zheng
Session: Poster Display session
Resources:
Abstract
221P - Chemoradiotherapy induced adaptive anti-tumor T cell immunity in patients with non-small cell lung cancer
Presenter: Yaoyao Xie
Session: Poster Display session
Resources:
Abstract
222P - Features of epithelial-to-mesenchymal transition (EMT) and humoral immune response in ulcerated acral melanoma: A transcriptomic and spatial proteomic analysis.
Presenter: Estefania Vazquez
Session: Poster Display session
Resources:
Abstract
223P - Frequency of the number of myeloid-derived suppressor cells in patients with lung cancer according to T stage
Presenter: Jelena Vukovic
Session: Poster Display session
Resources:
Abstract
224P - Immunological Dynamics in Triple-Negative Breast Cancer: Peripheral Immune Responses to Neoadjuvant Therapy
Presenter: Rita Santos
Session: Poster Display session
Resources:
Abstract
225P - Assessment of immune cell populations in the peripheral blood of metastatic prostate cancer
Presenter: Vanessa Patel
Session: Poster Display session
Resources:
Abstract