Diffusion-Weighted MRI for Predicting Pathologic Complete Response in Neoadjuvant Immunotherapy
Wen Li,Nu N. Le,Natsuko Onishi,David C. Newitt,Lisa J. Wilmes,Jessica Gibbs,Julia C. Carmona-Bozo,Jiachao Liang,Savannah C. Partridge,Elissa R. Price,Bonnie N. Joe,John Kornak,Mark Jesus M. Magbanua,Rita Nanda,B. Lestage,Laura J. Esserman,I-Spy Imaging Working Group,I-Spy Investigator Network,Laura J. van't Veer,Nola M. Hylton +19 more
TL;DR: It is found diffusion-weighted MRI is superior to dynamic contrast-enhanced MRI, where the latter is a standard and most-commonly used MRI modality, in assessing immunotherapy, while no significant difference was observed in the control cohort where only standard chemotherapy was provided.
read more
Abstract: Simple Summary Immunotherapy targets patients’ immune systems to fight cancer. The aim of this retrospective study is to assess tumor response to pre-operative immunotherapy and predict pathologic complete response using MRI at an early treatment time- point. Based on our analysis with a cohort from the multi-center I-SPY 2 clinical trial, we found diffusion-weighted MRI is superior to dynamic contrast-enhanced MRI, where the latter is a standard and most-commonly used MRI modality, in assessing immunotherapy, while no significant difference was observed in the control cohort where only standard chemotherapy was provided. Abstract This study tested the hypothesis that a change in the apparent diffusion coefficient (ADC) measured in diffusion-weighted MRI (DWI) is an independent imaging marker, and ADC performs better than functional tumor volume (FTV) for assessing treatment response in patients with locally advanced breast cancer receiving neoadjuvant immunotherapy. A total of 249 patients were randomized to standard neoadjuvant chemotherapy with pembrolizumab (pembro) or without pembrolizumab (control). DCE-MRI and DWI, performed prior to and 3 weeks after the start of treatment, were analyzed. Percent changes of tumor ADC metrics (mean, 5th to 95th percentiles of ADC histogram) and FTV were evaluated for the prediction of pathologic complete response (pCR) using a logistic regression model. The area under the ROC curve (AUC) estimated for the percent change in mean ADC was higher in the pembro cohort (0.73, 95% confidence interval [CI]: 0.52 to 0.93) than in the control cohort (0.63, 95% CI: 0.43 to 0.83). In the control cohort, the percent change of the 95th percentile ADC achieved the highest AUC, 0.69 (95% CI: 0.52 to 0.85). In the pembro cohort, the percent change of the 25th percentile ADC achieved the highest AUC, 0.75 (95% CI: 0.55 to 0.95). AUCs estimated for percent change of FTV were 0.61 (95% CI: 0.39 to 0.83) and 0.66 (95% CI: 0.47 to 0.85) for the pembro and control cohorts, respectively. Tumor ADC may perform better than FTV to predict pCR at an early treatment time-point during neoadjuvant immunotherapy.
read more
Chat with Paper
AI Agents for this Paper
Find similar papers on Google Scholar, PubMed and Arxiv
Write a critical review of this paper
Analyze citations of this paper to find unaddressed research gaps
Citations
Skin Cancer Pathobiology at a Glance: A Focus on Imaging Techniques and Their Potential for Improved Diagnosis and Surveillance in Clinical Cohorts
Elena-Georgiana Dobre,Mihaela Surcel,Carolina Constantin,Mihaela Ilie,Ana Caruntu,Constantin Caruntu,Monica Neagu +6 more
TL;DR: In this article , the authors discuss the latest technological and methodological advances in imaging techniques that may be applied for skin cancer detection and monitoring, highlighting the challenges and opportunities of their implementation in the clinical setting, and highlight how imaging techniques may complement the molecular and histological approaches in sharpening the non-invasive skin characterization.
20
Multiparametric MRI for characterization of the tumour microenvironment.
Emily Hoffmann,Max Masthoff,Wolfgang G Kunz,Max Seidensticker,Stefanie Bobe,Mirjam Gerwing,W. Berdel,Christoph Schliemann,C. Faber,Moritz Wildgruber +9 more
TL;DR: The evolving role of mpMRI in the non-invasive characterization of the TME is described, its applications for cancer detection, staging and assessment of response to therapy are outlined, and considerations and challenges for its use in future medical applications are discussed.
10
Investigation of fatty acid metabolism-related genes in breast cancer: Implications for Immunotherapy and clinical significance
TL;DR: In this paper , a FAM-related risk score prognostic model was developed and validated using TCGA and International Cancer Genome Consortium (GEO) cohorts, showing potential clinical applications for chemotherapy and immunotherapy.
3
Non-contrast Breast MR Imaging
Jin You Kim,Savannah C. Partridge +1 more
TL;DR: Non-contrast breast MR imaging, particularly diffusion-weighted imaging (DWI), offers a fast, unenhanced technique for breast cancer detection, characterization, and prognosis, with potential as a non-contrast screening method and clinical integration.
2
Magnetic resonance imaging-based approaches for detecting the efficacy of combining therapy following VEGFR-2 and PD-1 blockade in a colon cancer model
Xi Xu,Kunlin Ye,Dong Zhang,Xinhui Chen,Jiayang Wu,Xukai Mo,Zeyu Xiao +6 more
TL;DR: The combination of VEGFR-2 inhibitors with PD-1 immunotherapy shows a synergistic anti-tumor effect on the mouse colon cancer model and IVIM-DWI exhibits advantages in reflecting tumor angiogenesis.
2
References
Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach.
TL;DR: A nonparametric approach to the analysis of areas under correlated ROC curves is presented, by using the theory on generalized U-statistics to generate an estimated covariance matrix.
20.5K
Pathological complete response and long-term clinical benefit in breast cancer: the CTNeoBC pooled analysis
Patricia Cortazar,Lijun Zhang,Michael Untch,Keyur Mehta,Joseph P. Costantino,Norman Wolmark,Hervé Bonnefoi,David Cameron,Luca Gianni,Pinuccia Valagussa,Sandra M. Swain,Tatiana M. Prowell,Sibylle Loibl,D. Lawrence Wickerham,Jan Bogaerts,José Baselga,Charles M. Perou,Gideon M. Blumenthal,Jens Uwe Blohmer,Eleftherios P. Mamounas,Jonas Bergh,Vladimir Semiglazov,Robert Justice,Holger Eidtmann,Soonmyung Paik,Martine Piccart,Rajeshwari Sridhara,Peter A. Fasching,Leen Slaets,Shenghui Tang,Bernd Gerber,Charles E. Geyer,Richard Pazdur,Nina Ditsch,Priya Rastogi,Wolfgang Eiermann,Gunter von Minckwitz +36 more
TL;DR: In this paper, the authors compared the three most commonly used definitions of pathological complete response (ypT0 ypN0, ypT0/is ypNs0, and ypTsN0/IsYPN0) for their association with EFS and overall survival in clinical trials of neoadjuvant treatment of breast cancer.
4K
Pembrolizumab for Early Triple-Negative Breast Cancer.
Peter Schmid,Javier Cortes,Lajos Pusztai,Heather L. McArthur,Sherko Kümmel,Jonas Bergh,Carsten Denkert,Yeon Hee Park,Rina Hui,Nadia Harbeck,Masato Takahashi,Theodoros Foukakis,Peter A. Fasching,Fatima Cardoso,Michael Untch,L. Jia,Vassiliki Karantza,Jing Zhao,Gursel Aktan,Rebecca Dent,Joyce O'Shaughnessy,Keynote Investigators +21 more
TL;DR: Among patients with early triple-negative breast cancer, the percentage with a pathological complete response was significantly higher among those who received pembrolizumab plus neoadjuvant chemotherapy than among thosewho received placebo plusNeoadjuant chemotherapy.
2.1K
RECIST 1.1—Update and clarification: From the RECIST committee
Lawrence H. Schwartz,Lawrence H. Schwartz,Saskia Litière,Elisabeth G.E. de Vries,Robert Ford,Stephen J. Gwyther,Sumithra J. Mandrekar,Lalitha K. Shankar,Jan Bogaerts,Alice P. Chen,Janet Dancey,Wendy Hayes,F. Stephen Hodi,Otto S. Hoekstra,Erich P. Huang,Nan Lin,Yan Liu,Patrick Therasse,Jedd D. Wolchok,Lesley Seymour +19 more
TL;DR: The purpose of this paper was to summarise the questions posed and the clarifications provided as an update to the 2009 publication of Response Evaluation Criteria in Solid Tumours.
1.5K
Pseudoprogression and Immune-Related Response in Solid Tumors
TL;DR: Antibodies to PD-1 and PD-L1 have shown potential clinical benefit in advanced solid tumors and drugs and additional immune checkpoint inhibitors are currently under investigation in multiple clinical trials as single-agent therapy and also in combination with other agents.