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Articles 6721 - 6750 of 14311
Full-Text Articles in Medicine and Health Sciences
Characteristics, Treatment, And Outcome Of Diverticulitis After Immune Checkpoint Inhibitor Treatment In Patients With Malignancies, Austin R Thomas, Mostafa Eyada, Miho Kono, Krishnavathana Varatharajalu, Yang Lu, Guofan Xu, Kavea Panneerselvam, Malek Shatila, Mehmet Altan, Jennifer Wang, John A Thompson, Hao Chi Zhang, Muhammad Ali Khan, Gottumukkala S Raju, Anusha S Thomas, Yinghong Wang
Characteristics, Treatment, And Outcome Of Diverticulitis After Immune Checkpoint Inhibitor Treatment In Patients With Malignancies, Austin R Thomas, Mostafa Eyada, Miho Kono, Krishnavathana Varatharajalu, Yang Lu, Guofan Xu, Kavea Panneerselvam, Malek Shatila, Mehmet Altan, Jennifer Wang, John A Thompson, Hao Chi Zhang, Muhammad Ali Khan, Gottumukkala S Raju, Anusha S Thomas, Yinghong Wang
Faculty, Staff and Student Publications
Purpose: Immune checkpoint inhibitors (ICIs) are efficacious for treating various malignancies. In addition to immune-related adverse events (irAEs), growing evidence suggests that ICIs might also be associated with diverticulitis. We aim to assess the clinical presentations and management of colonic diverticulitis among cancer patients after ICI treatment.
Methods: A retrospective study was conducted on ICI-treated adult cancer patients between 01/2010 and 06/2020. Patients were grouped based on when diverticulitis developed relative to ICI treatment, either before (controls) or after (cases). Patient clinical characters, treatment, and outcomes were compared between both groups.
Results: 77 eligible patients were included: 63 patients developed …
Route Of Delivery Does Not Impact Postnatal Surgical Morbidity In Pregnancies Affected By Fetal Achondroplasia, Bobby K Brar, Michael B Bober, Ethan Gough, S Shahrukh Hashmi, Jacqueline T Hecht, Lorena Dujmusic, Mary E Little, Peggy Modaff, Richard M Pauli, David F Rodriguez-Buritica, Maria E Serna, Cory Smid, Janet M Legare, Julie E Hoover-Fong
Route Of Delivery Does Not Impact Postnatal Surgical Morbidity In Pregnancies Affected By Fetal Achondroplasia, Bobby K Brar, Michael B Bober, Ethan Gough, S Shahrukh Hashmi, Jacqueline T Hecht, Lorena Dujmusic, Mary E Little, Peggy Modaff, Richard M Pauli, David F Rodriguez-Buritica, Maria E Serna, Cory Smid, Janet M Legare, Julie E Hoover-Fong
Faculty, Staff and Student Publications
Purpose: Pregnancies affected by maternal or fetal achondroplasia present unique challenges. The optimal route of delivery in fetuses with achondroplasia has not been established. Our objective was to determine whether the route of delivery affects postnatal achondroplasia-related surgical burden.
Methods: We conducted a secondary analysis of Achondroplasia Natural History Study (CLARITY), which is a multicenter natural history cohort study of patients with achondroplasia. Achondroplasia-related surgical morbidity, which we defined as the need for one or more postnatal achondroplasia-related surgeries, was assessed in relation to the route of delivery and whether the mother also had achondroplasia. Rate of each individual surgery …
Mrtx-500 Phase 2 Trial: Sitravatinib With Nivolumab In Patients With Nonsquamous Nsclc Progressing On Or After Checkpoint Inhibitor Therapy Or Chemotherapy, Kai He, David Berz, Shirish M Gadgeel, Wade T Iams, Debora S Bruno, Collin M Blakely, Alexander I Spira, Manish R Patel, David M Waterhouse, Donald A Richards, Anthony Pham, Robert Jotte, David S Hong, Edward B Garon, Anne Traynor, Peter Olson, Lisa Latven, Xiaohong Yan, Ronald Shazer, Ticiana A Leal
Mrtx-500 Phase 2 Trial: Sitravatinib With Nivolumab In Patients With Nonsquamous Nsclc Progressing On Or After Checkpoint Inhibitor Therapy Or Chemotherapy, Kai He, David Berz, Shirish M Gadgeel, Wade T Iams, Debora S Bruno, Collin M Blakely, Alexander I Spira, Manish R Patel, David M Waterhouse, Donald A Richards, Anthony Pham, Robert Jotte, David S Hong, Edward B Garon, Anne Traynor, Peter Olson, Lisa Latven, Xiaohong Yan, Ronald Shazer, Ticiana A Leal
Faculty, Staff and Student Publications
Introduction: Sitravatinib, a receptor tyrosine kinase inhibitor targeting TYRO3, AXL, MERTK receptors, and vascular epithelial growth factor receptor 2, can shift the tumor microenvironment toward an immunostimulatory state. Combining sitravatinib with checkpoint inhibitors (CPIs) may augment antitumor activity.
Methods: The phase 2 MRTX-500 study evaluated sitravatinib (120 mg daily) with nivolumab (every 2 or 4 wk) in patients with advanced nonsquamous NSCLC who progressed on or after previous CPI (CPI-experienced) or chemotherapy (CPI-naive). CPI-experienced patients had a previous clinical benefit (PCB) (complete response, partial response, or stable disease for at least 12 weeks then disease progression) or no PCB (NPCB) …
Ai In Drug Discovery And Its Clinical Relevance, Rizwan Qureshi, Muhammad Irfan, Taimoor Muzaffar Gondal, Sheheryar Khan, Jia Wu, Muhammad Usman Hadi, John Heymach, Xiuning Le, Hong Yan, Tanvir Alam
Ai In Drug Discovery And Its Clinical Relevance, Rizwan Qureshi, Muhammad Irfan, Taimoor Muzaffar Gondal, Sheheryar Khan, Jia Wu, Muhammad Usman Hadi, John Heymach, Xiuning Le, Hong Yan, Tanvir Alam
Faculty, Staff and Student Publications
The COVID-19 pandemic has emphasized the need for novel drug discovery process. However, the journey from conceptualizing a drug to its eventual implementation in clinical settings is a long, complex, and expensive process, with many potential points of failure. Over the past decade, a vast growth in medical information has coincided with advances in computational hardware (cloud computing, GPUs, and TPUs) and the rise of deep learning. Medical data generated from large molecular screening profiles, personal health or pathology records, and public health organizations could benefit from analysis by Artificial Intelligence (AI) approaches to speed up and prevent failures in …
Snakes And Ladders: A Potential Therapy Of Hepatocyte Growth Factor And Pigment Epithelium-Derived Factor In Pulmonary Hypertension, Joseph M Zambelas, Harry Karmouty-Quintana
Snakes And Ladders: A Potential Therapy Of Hepatocyte Growth Factor And Pigment Epithelium-Derived Factor In Pulmonary Hypertension, Joseph M Zambelas, Harry Karmouty-Quintana
Faculty, Staff and Student Publications
No abstract provided.
Early Stage Gastric Adenocarcinoma: Clinical And Molecular Landscapes, Yuki Hirata, Ayesha Noorani, Shumei Song, Linghua Wang, Jaffer A Ajani
Early Stage Gastric Adenocarcinoma: Clinical And Molecular Landscapes, Yuki Hirata, Ayesha Noorani, Shumei Song, Linghua Wang, Jaffer A Ajani
Faculty, Staff and Student Publications
Gastric adenocarcinoma, even when diagnosed at an early (localized) disease stage, poses a major health-care burden with cure rates that remain unsatisfactorily low, particularly in Western countries. This lack of progress reflects, among other aspects, the impracticality of early diagnosis, considerable variations in therapeutic approaches that is partly based on regional preferences, and the ingrained heterogeneity of gastric adenocarcinoma cells and their associated tumour microenvironment (TME). Clinical trials have long applied empirical interventions with the assumption that all early stage gastric adenocarcinomas are alike. Despite certain successes, the shortcomings of these approaches can potentially be overcome by targeting the specific …
Reducing The Production Of Acrylamide During The Roasting Of Balloon Flower Roots In Consumer Appliances And Industrial Equipment, Min Gyu Lee, Hyebin Han, Seung Hwan Ham, Suyoon Lee, Young Jin Choi, Jungwoo Hahn
Reducing The Production Of Acrylamide During The Roasting Of Balloon Flower Roots In Consumer Appliances And Industrial Equipment, Min Gyu Lee, Hyebin Han, Seung Hwan Ham, Suyoon Lee, Young Jin Choi, Jungwoo Hahn
Faculty, Staff and Student Publications
This study aimed to determine what conditions were needed to reduce the production of acrylamide when balloon flower roots [Platycodon grandiflorum (Jacq. A. DC.)] were heated. The conditions of temperature, time, and the type of equipment (i.e., consumer appliance or industrial equipment) were the important variables in the experiment. The official criterion for a recommended standard of acrylamide in tea product is less than 1000 µg/kg as determined by the Ministry of Food and Drug Safety in South Korea. A response surface methodology was used to determine whether the heated samples met the safety requirements. The most significant condition …
Neoadjuvant Immunotherapy For Advanced, Resectable Non-Small Cell Lung Cancer: A Systematic Review And Meta-Analysis, Yajing Wu, Vivek Verma, Carl M Gay, Yujia Chen, Fei Liang, Qiang Lin, Jianing Wang, Wei Zhang, Zhouguang Hui, Min Zhao, Jun Wang, Joe Y Chang
Neoadjuvant Immunotherapy For Advanced, Resectable Non-Small Cell Lung Cancer: A Systematic Review And Meta-Analysis, Yajing Wu, Vivek Verma, Carl M Gay, Yujia Chen, Fei Liang, Qiang Lin, Jianing Wang, Wei Zhang, Zhouguang Hui, Min Zhao, Jun Wang, Joe Y Chang
Faculty, Staff and Student Publications
Background: Neoadjuvant immunotherapy (nIT) is a rapidly emerging paradigm for advanced resectable non-small cell lung cancer (NSCLC). The objectives of this PRISMA/MOOSE/PICOD-guided systematic review and meta-analysis were (1) to assess the safety and efficacy of nIT, (2) to compare the safety and efficacy of neoadjuvant chemoimmunotherapy (nCIT) versus chemotherapy alone (nCT), and (3) to explore predictors of pathologic response with nIT and their association with outcomes.
Methods: Eligibility was resectable stage I-III NSCLC and the receipt of programmed death-1/programmed cell death ligand-1 (PD-L1)/cytotoxic T-lymphocyte-associated antigen-4 inhibitors before resection; other forms and modalities of neoadjuvant and/or adjuvant therapies were allowed. For …
Federated Benchmarking Of Medical Artificial Intelligence With Medperf, Alexandros Karargyris, Renato Umeton, Micah J Sheller, Alejandro Aristizabal, Johnu George, Anna Wuest, Sarthak Pati, Hasan Kassem, Maximilian Zenk, Ujjwal Baid, Prakash Narayana Moorthy, Alexander Chowdhury, Junyi Guo, Sahil Nalawade, Jacob Rosenthal, David Kanter, Maria Xenochristou, Daniel J Beutel, Verena Chung, Timothy Bergquist, James Eddy, Abubakar Abid, Lewis Tunstall, Omar Sanseviero, Dimitrios Dimitriadis, Yiming Qian, Xinxing Xu, Yong Liu, Rick Siow Mong Goh, Srini Bala, Victor Bittorf, Sreekar Reddy Puchala, Biagio Ricciuti, Soujanya Samineni, Eshna Sengupta, Akshay Chaudhari, Cody Coleman, Bala Desinghu, Gregory Diamos, Debo Dutta, Diane Feddema, Grigori Fursin, Xinyuan Huang, Satyananda Kashyap, Nicholas Lane, Indranil Mallick, Fets Consortium, Brats-2020 Consortium, Ai4safechole Consortium, Pietro Mascagni, Virendra Mehta, Cassiano Ferro Moraes, Vivek Natarajan, Nikola Nikolov, Nicolas Padoy, Gennady Pekhimenko, Vijay Janapa Reddi, G Anthony Reina, Pablo Ribalta, Abhishek Singh, Jayaraman J Thiagarajan, Jacob Albrecht, Thomas Wolf, Geralyn Miller, Huazhu Fu, Prashant Shah, Daguang Xu, Poonam Yadav, David Talby, Mark M Awad, Jeremy P Howard, Michael Rosenthal, Luigi Marchionni, Massimo Loda, Jason M Johnson, Spyridon Bakas, Peter Mattson
Federated Benchmarking Of Medical Artificial Intelligence With Medperf, Alexandros Karargyris, Renato Umeton, Micah J Sheller, Alejandro Aristizabal, Johnu George, Anna Wuest, Sarthak Pati, Hasan Kassem, Maximilian Zenk, Ujjwal Baid, Prakash Narayana Moorthy, Alexander Chowdhury, Junyi Guo, Sahil Nalawade, Jacob Rosenthal, David Kanter, Maria Xenochristou, Daniel J Beutel, Verena Chung, Timothy Bergquist, James Eddy, Abubakar Abid, Lewis Tunstall, Omar Sanseviero, Dimitrios Dimitriadis, Yiming Qian, Xinxing Xu, Yong Liu, Rick Siow Mong Goh, Srini Bala, Victor Bittorf, Sreekar Reddy Puchala, Biagio Ricciuti, Soujanya Samineni, Eshna Sengupta, Akshay Chaudhari, Cody Coleman, Bala Desinghu, Gregory Diamos, Debo Dutta, Diane Feddema, Grigori Fursin, Xinyuan Huang, Satyananda Kashyap, Nicholas Lane, Indranil Mallick, Fets Consortium, Brats-2020 Consortium, Ai4safechole Consortium, Pietro Mascagni, Virendra Mehta, Cassiano Ferro Moraes, Vivek Natarajan, Nikola Nikolov, Nicolas Padoy, Gennady Pekhimenko, Vijay Janapa Reddi, G Anthony Reina, Pablo Ribalta, Abhishek Singh, Jayaraman J Thiagarajan, Jacob Albrecht, Thomas Wolf, Geralyn Miller, Huazhu Fu, Prashant Shah, Daguang Xu, Poonam Yadav, David Talby, Mark M Awad, Jeremy P Howard, Michael Rosenthal, Luigi Marchionni, Massimo Loda, Jason M Johnson, Spyridon Bakas, Peter Mattson
Faculty, Staff and Student Publications
Medical artificial intelligence (AI) has tremendous potential to advance healthcare by supporting and contributing to the evidence-based practice of medicine, personalizing patient treatment, reducing costs, and improving both healthcare provider and patient experience. Unlocking this potential requires systematic, quantitative evaluation of the performance of medical AI models on large-scale, heterogeneous data capturing diverse patient populations. Here, to meet this need, we introduce MedPerf, an open platform for benchmarking AI models in the medical domain. MedPerf focuses on enabling federated evaluation of AI models, by securely distributing them to different facilities, such as healthcare organizations. This process of bringing the model …
Monte Carlo-Derived 99m Tc Uptake Quantification With Commercial Planar Mbi: Tumor And Breast Activity Concentrations, Benjamin P Lopez, S Cheenu Kappadath
Monte Carlo-Derived 99m Tc Uptake Quantification With Commercial Planar Mbi: Tumor And Breast Activity Concentrations, Benjamin P Lopez, S Cheenu Kappadath
Faculty, Staff and Student Publications
BACKGROUND: Current molecular breast imaging (MBI) images are limited to qualitative evaluation, not absolute measurement, of
PURPOSE: This work assesses the accuracy of previously-published and newly-proposed tumor and normal breast tissue
METHODS: Quantification techniques were tested in over 4000 simulated acquisitions of spherical and ellipsoid tumors with clinically relevant uptake conditions using a validated Monte Carlo application of the GE Discovery NM750b system. The evaluated techniques consisted of four tumor total activity methodologies (two single-detector-based and two geometric-mean-based), two tumor MBI volume methodologies (diameter-based and ROI-based), and two normal tissue activity concentration methodologies (single-detector-based and geometric-mean-based). The most accurate of …
Three-Dimensional Printing Bioceramic Scaffolds Using Direct-Ink-Writing For Craniomaxillofacial Bone Regeneration, Vasudev Vivekanand Nayak, Blaire V Slavin, Edmara T P Bergamo, Andrea Torroni, Christopher M Runyan, Roberto L Flores, F Kurtis Kasper, Simon Young, Paulo G Coelho, Lukasz Witek
Three-Dimensional Printing Bioceramic Scaffolds Using Direct-Ink-Writing For Craniomaxillofacial Bone Regeneration, Vasudev Vivekanand Nayak, Blaire V Slavin, Edmara T P Bergamo, Andrea Torroni, Christopher M Runyan, Roberto L Flores, F Kurtis Kasper, Simon Young, Paulo G Coelho, Lukasz Witek
Faculty, Staff and Student Publications
Defects characterized as large osseous voids in bone, in certain circumstances, are difficult to treat, requiring extensive treatments which lead to an increased financial burden, pain, and prolonged hospital stays. Grafts exist to aid in bone tissue regeneration (BTR), among which ceramic-based grafts have become increasingly popular due to their biocompatibility and resorbability. BTR using bioceramic materials such as β-tricalcium phosphate has seen tremendous progress and has been extensively used in the fabrication of biomimetic scaffolds through the three-dimensional printing (3DP) workflow. 3DP has hence revolutionized BTR by offering unparalleled potential for the creation of complex, patient, and anatomic location-specific …
Effects Of A Pragmatic Home-Based Exercise Program Concurrent With Neoadjuvant Therapy On Physical Function Of Patients With Pancreatic Cancer: The Pancfit Randomized Clinical Trial, An T Ngo-Huang, Nathan H Parker, Lianchun Xiao, Keri L Schadler, Maria Q B Petzel, Laura R Prakash, Michael P Kim, Ching-Wei D Tzeng, Jeffrey E Lee, Naruhiko Ikoma, Robert A Wolff, Milind M Javle, Eugene J Koay, Shubham D Pant, Justin P Folloder, Xuemei Wang, Alicia M Cotto, Ye Rang Ju, Naveen Garg, Huamin Wang, Eduardo D Bruera, Karen M Basen-Engquist, Matthew H G Katz
Effects Of A Pragmatic Home-Based Exercise Program Concurrent With Neoadjuvant Therapy On Physical Function Of Patients With Pancreatic Cancer: The Pancfit Randomized Clinical Trial, An T Ngo-Huang, Nathan H Parker, Lianchun Xiao, Keri L Schadler, Maria Q B Petzel, Laura R Prakash, Michael P Kim, Ching-Wei D Tzeng, Jeffrey E Lee, Naruhiko Ikoma, Robert A Wolff, Milind M Javle, Eugene J Koay, Shubham D Pant, Justin P Folloder, Xuemei Wang, Alicia M Cotto, Ye Rang Ju, Naveen Garg, Huamin Wang, Eduardo D Bruera, Karen M Basen-Engquist, Matthew H G Katz
Faculty, Staff and Student Publications
OBJECTIVE: To determine the effects of a preoperative, home-based exercise program on fitness and physical function in patients with pancreatic cancer.
BACKGROUND: We previously established a well-tolerated preoperative exercise program after finding a high frequency of sarcopenia and frailty in patients with pancreatic cancer.
METHODS: In this randomized, controlled trial (NCT03187951), patients with pancreatic cancer were randomized to Arm A: enhanced usual care or Arm B: prescribed aerobic and resistance exercise during neoadjuvant therapy. Patients received nutrition counseling and activity trackers. The primary endpoint was 6-minute walk distance (6MWD; ≥14 meters improvement was clinically meaningful). Secondary endpoints included …
Stroke-Induced Respiratory Dysfunction Is Associated With Cognitive Decline, Anthony Patrizz, Ahmad El Hamamy, Michael Maniskas, Yashasvee Munshi, Louise Atadja, Hilda Ahnstedt, Matthew Howe, Fan Bu, Daniel K Mulkey, Louise D Mccullough, Jun Li
Stroke-Induced Respiratory Dysfunction Is Associated With Cognitive Decline, Anthony Patrizz, Ahmad El Hamamy, Michael Maniskas, Yashasvee Munshi, Louise Atadja, Hilda Ahnstedt, Matthew Howe, Fan Bu, Daniel K Mulkey, Louise D Mccullough, Jun Li
Faculty, Staff and Student Publications
BACKGROUND: Respiratory dysfunction is a common complication of stroke, with an incidence of over 60%. Despite the high prevalence of stroke-induced respiratory dysfunction, how disordered breathing influences recovery and cognitive outcomes after ischemic stroke is unknown. We hypothesized that stroke induces chronic respiratory dysfunction, breathing instability, and apnea in mice, which would contribute to higher mortality and greater poststroke cognitive deficits.
METHODS: Mice were subjected to a 60-minute transient middle cerebral artery occlusion or permanent distal middle cerebral artery occlusion. Whole body plethysmography was performed on C57BL/6 young (2-3 months) and aged (20 months) male and female mice. Animals were …
Prognostic Factors For Pediatric, Adolescent, And Young Adult Patients With Non-Dipg Grade 4 Gliomas: A Contemporary Pooled Institutional Experience, Jennifer K Matsui, Pamela K Allen, Haley K Perlow, Jason M Johnson, Arnold C Paulino, Mary Frances Mcaleer, Maryam Fouladi, David R Grosshans, Amol J Ghia, Jing Li, Wafik T Zaky, Murali M Chintagumpala, Joshua D Palmer, Susan L Mcgovern
Prognostic Factors For Pediatric, Adolescent, And Young Adult Patients With Non-Dipg Grade 4 Gliomas: A Contemporary Pooled Institutional Experience, Jennifer K Matsui, Pamela K Allen, Haley K Perlow, Jason M Johnson, Arnold C Paulino, Mary Frances Mcaleer, Maryam Fouladi, David R Grosshans, Amol J Ghia, Jing Li, Wafik T Zaky, Murali M Chintagumpala, Joshua D Palmer, Susan L Mcgovern
Faculty, Staff and Student Publications
Purpose: WHO grade 4 gliomas are rare in the pediatric and adolescent and young adult (AYA) population. We evaluated prognostic factors and outcomes in the pediatric versus AYA population.
Methods: This retrospective pooled study included patients less than 30 years old (yo) with grade 4 gliomas treated with modern surgery and radiotherapy. Overall survival (OS) and progression-free survival (PFS) were characterized using Kaplan-Meier and Cox regression analysis.
Results: Ninety-seven patients met criteria with median age 23.9 yo at diagnosis. Seventy-seven patients were ≥ 15 yo (79%) and 20 patients were < 15 yo (21%). Most had biopsy-proven glioblastoma (91%); the remainder had H3 K27M-altered diffuse midline glioma (DMG; 9%). All patients received surgery and radiotherapy. Median PFS and OS were 20.9 months and 79.4 months, respectively. Gross total resection (GTR) was associated with better PFS in multivariate analysis [HR 2.00 (1.01-3.62), p = 0.023]. Age ≥ 15 yo was associated with improved OS [HR 0.36 (0.16-0.81), p = 0.014] while female gender [HR 2.12 (1.08-4.16), p = 0.03] and DMG histology [HR 2.79 (1.11-7.02), p = 0.029] were associated with worse OS. Only 7% of patients experienced grade 2 toxicity. 62% of patients experienced tumor progression (28% local, 34% distant). Analysis of salvage treatment found that second surgery and systemic therapy significantly improved survival.
Conclusion: Age is a significant prognostic factor in WHO grade …
Screening Hydrogels For Antifibrotic Properties By Implanting Cellularly Barcoded Alginates In Mice And A Non-Human Primate, Sudip Mukherjee, Boram Kim, Lauren Y Cheng, Michael David Doerfert, Jiaming Li, Andrea Hernandez, Lily Liang, Maria I Jarvis, Peter D Rios, Sofia Ghani, Ira Joshi, Douglas Isa, Trisha Ray, Tanguy Terlier, Cody Fell, Ping Song, Roberto N Miranda, Jose Oberholzer, David Yu Zhang, Omid Veiseh
Screening Hydrogels For Antifibrotic Properties By Implanting Cellularly Barcoded Alginates In Mice And A Non-Human Primate, Sudip Mukherjee, Boram Kim, Lauren Y Cheng, Michael David Doerfert, Jiaming Li, Andrea Hernandez, Lily Liang, Maria I Jarvis, Peter D Rios, Sofia Ghani, Ira Joshi, Douglas Isa, Trisha Ray, Tanguy Terlier, Cody Fell, Ping Song, Roberto N Miranda, Jose Oberholzer, David Yu Zhang, Omid Veiseh
Faculty, Staff and Student Publications
Screening implantable biomaterials for antifibrotic properties is constrained by the need for in vivo testing. Here we show that the throughput of in vivo screening can be increased by cellularly barcoding a chemically modified combinatorial library of hydrogel formulations. The method involves the implantation of a mixture of alginate formulations, each barcoded with human umbilical vein endothelial cells from different donors, and the association of the identity and performance of each formulation by genotyping single nucleotide polymorphisms of the cells via next-generation sequencing. We used the method to screen 20 alginate formulations in a single mouse and 100 alginate formulations …
Addressing The Global Expertise Gap In Radiation Oncology: The Radiation Planning Assistant, Laurence Court, Ajay Aggarwal, Hester Burger, Carlos Cardenas, Christine Chung, Raphael Douglas, Monique Du Toit, David Jaffray, Anuja Jhingran, Michael Mejia, Raymond Mumme, Sikudhani Muya, Komeela Naidoo, Jerry Ndumbalo, Kelly Nealon, Tucker Netherton, Callistus Nguyen, Niki Olanrewaju, Jeannette Parkes, Willie Shaw, Christoph Trauernicht, Melody Xu, Jinzhong Yang, Lifei Zhang, Hannah Simonds, Beth M Beadle
Addressing The Global Expertise Gap In Radiation Oncology: The Radiation Planning Assistant, Laurence Court, Ajay Aggarwal, Hester Burger, Carlos Cardenas, Christine Chung, Raphael Douglas, Monique Du Toit, David Jaffray, Anuja Jhingran, Michael Mejia, Raymond Mumme, Sikudhani Muya, Komeela Naidoo, Jerry Ndumbalo, Kelly Nealon, Tucker Netherton, Callistus Nguyen, Niki Olanrewaju, Jeannette Parkes, Willie Shaw, Christoph Trauernicht, Melody Xu, Jinzhong Yang, Lifei Zhang, Hannah Simonds, Beth M Beadle
Faculty, Staff and Student Publications
PURPOSE: Automation, including the use of artificial intelligence, has been identified as a possible opportunity to help reduce the gap in access and quality for radiotherapy and other aspects of cancer care. The Radiation Planning Assistant (RPA) project was conceived in 2015 (and funded in 2016) to use automated contouring and treatment planning algorithms to support the efforts of oncologists in low- and middle-income countries, allowing them to scale their efforts and treat more patients safely and efficiently (to increase access).
DESIGN: In this review, we discuss the development of the RPA, with a particular focus on clinical acceptability and …
Cisplatin Decreases Voluntary Wheel-Running Activity But Does Not Impair Food-Motivated Behavior In Mice, Kiersten S Scott, Brandon Chelette, Chinenye Chidomere, A Phillip West, Robert Dantzer
Cisplatin Decreases Voluntary Wheel-Running Activity But Does Not Impair Food-Motivated Behavior In Mice, Kiersten S Scott, Brandon Chelette, Chinenye Chidomere, A Phillip West, Robert Dantzer
Faculty, Staff and Student Publications
Cisplatin is a chemotherapeutic agent that is still commonly used to treat solid tumors. However, it has several toxic side effects due in large part to the mitochondrial damage that it induces. As this mitochondrial damage is likely to result in a decrease in the amount of metabolic energy that is available for behavioral activities, it is not surprising that fatigue develops in cancer patients treated with cisplatin. The present preclinical study was initiated to determine whether the detrimental effects of cisplatin were more pronounced on physical effort requiring a lot of energy versus effort that not only requires less …
First-In-Human Study Of Oleclumab, A Potent, Selective Anti-Cd73 Monoclonal Antibody, Alone Or In Combination With Durvalumab In Patients With Advanced Solid Tumors, Johanna Bendell, Patricia Lorusso, Michael Overman, Anne M Noonan, Dong-Wan Kim, John H Strickler, Sang-We Kim, Stephen Clarke, Thomas J George, Peter S Grimison, Minal Barve, Manik Amin, Jayesh Desai, Trisha Wise-Draper, Steven Eck, Yu Jiang, Anis A Khan, Yuling Wu, Philip Martin, Zachary A Cooper, Nairouz Elgeioushi, Nancy Mueller, Rakesh Kumar, Sandip Pravin Patel
First-In-Human Study Of Oleclumab, A Potent, Selective Anti-Cd73 Monoclonal Antibody, Alone Or In Combination With Durvalumab In Patients With Advanced Solid Tumors, Johanna Bendell, Patricia Lorusso, Michael Overman, Anne M Noonan, Dong-Wan Kim, John H Strickler, Sang-We Kim, Stephen Clarke, Thomas J George, Peter S Grimison, Minal Barve, Manik Amin, Jayesh Desai, Trisha Wise-Draper, Steven Eck, Yu Jiang, Anis A Khan, Yuling Wu, Philip Martin, Zachary A Cooper, Nairouz Elgeioushi, Nancy Mueller, Rakesh Kumar, Sandip Pravin Patel
Faculty, Staff and Student Publications
BACKGROUND: CD73 upregulation in tumors leads to local immunosuppression. This phase I, first-in-human study evaluated oleclumab (MEDI9447), an anti-CD73 human IgG1λ monoclonal antibody, alone or with durvalumab in patients with advanced colorectal cancer (CRC), pancreatic ductal adenocarcinoma (PDAC), or epidermal growth factor receptor-mutant non-small-cell lung cancer (NSCLC).
METHODS: Patients received oleclumab 5-40 mg/kg (dose-escalation) or 40 mg/kg (dose-expansion) intravenously every 2 weeks (Q2W), alone (escalation only) or with durvalumab 10 mg/kg intravenously Q2W.
RESULTS: 192 patients were enrolled, 66 during escalation and 126 (42 CRC, 42 PDAC, 42 NSCLC) during expansion. No dose-limiting toxicities occurred during escalation. In the monotherapy …
Emerging Signaling Regulation Of Sinoatrial Node Dysfunction, Mingjie Zheng, Shannon Erhardt, Yuhan Cao, Jun Wang
Emerging Signaling Regulation Of Sinoatrial Node Dysfunction, Mingjie Zheng, Shannon Erhardt, Yuhan Cao, Jun Wang
Faculty, Staff and Student Publications
PURPOSE OF REVIEW: The sinoatrial node (SAN), the natural pacemaker of the heart, is responsible for generating electrical impulses and initiating each heartbeat. Sinoatrial node dysfunction (SND) causes various arrhythmias such as sinus arrest, SAN block, and tachycardia/bradycardia syndrome. Unraveling the underlying mechanisms of SND is of paramount importance in the pursuit of developing effective therapeutic strategies for patients with SND. This review provides a concise summary of the most recent progress in the signaling regulation of SND.
RECENT FINDINGS: Recent studies indicate that SND can be caused by abnormal intercellular and intracellular signaling, various forms of heart failure (HF), …
Transcriptional Profiling And Consensus Molecular Subtype Assignment To Understand Response And Resistance To Anti-Epidermal Growth Factor Receptor Therapy In Colorectal Cancer, Saikat Chowdhury, Ria Gupta, Joshua Millstein, Kangyu Lin, Valsala Haridas, Mohammad A Zeineddine, Christine Parseghian, Heinz-Josef Lenz, Scott Kopetz, John Paul Shen
Transcriptional Profiling And Consensus Molecular Subtype Assignment To Understand Response And Resistance To Anti-Epidermal Growth Factor Receptor Therapy In Colorectal Cancer, Saikat Chowdhury, Ria Gupta, Joshua Millstein, Kangyu Lin, Valsala Haridas, Mohammad A Zeineddine, Christine Parseghian, Heinz-Josef Lenz, Scott Kopetz, John Paul Shen
Faculty, Staff and Student Publications
PURPOSE: Activating mutations in KRAS, NRAS, and BRAF are known to cause resistance to anti–epidermal growth factor receptor (EGFR) therapy; however, only approximately 40% of patients with colorectal cancer (CRC) with RASWT tumors respond to anti-EGFR treatment. We sought to discover novel biomarkers to predict response to anti-EGFR antibody treatment in CRC and to understand mechanisms of resistance to anti-EGFR therapy.
MATERIALS AND METHODS: Transcriptomic profiles from three clinical and two preclinical cohorts treated with cetuximab were used to assign consensus molecular subtypes (CMS) to each sample and correlated with outcomes.
RESULTS: Restricting to RASWT patients, …
Transplantation Referral Patterns For Patients With Newly Diagnosed Higher-Risk Myelodysplastic Syndromes And Acute Myeloid Leukemia At Academic And Community Sites In The Connect® Myeloid Disease Registry: Potential Barriers To Care, Benjamin Tomlinson, Marcos De Lima, Christopher R Cogle, Michael A Thompson, David L Grinblatt, Daniel A Pollyea, Rami S Komrokji, Gail J Roboz, Michael R Savona, Mikkael A Sekeres, Mehrdad Abedi, Guillermo Garcia-Manero, Sandra E Kurtin, Jaroslaw P Maciejewski, Jay L Patel, Dennis A Revicki, Tracy I George, E Dawn Flick, Pavel Kiselev, Chrystal U Louis, Irene S Degutis, Melissa Nifenecker, Harry P Erba, David P Steensma, Bart L Scott
Transplantation Referral Patterns For Patients With Newly Diagnosed Higher-Risk Myelodysplastic Syndromes And Acute Myeloid Leukemia At Academic And Community Sites In The Connect® Myeloid Disease Registry: Potential Barriers To Care, Benjamin Tomlinson, Marcos De Lima, Christopher R Cogle, Michael A Thompson, David L Grinblatt, Daniel A Pollyea, Rami S Komrokji, Gail J Roboz, Michael R Savona, Mikkael A Sekeres, Mehrdad Abedi, Guillermo Garcia-Manero, Sandra E Kurtin, Jaroslaw P Maciejewski, Jay L Patel, Dennis A Revicki, Tracy I George, E Dawn Flick, Pavel Kiselev, Chrystal U Louis, Irene S Degutis, Melissa Nifenecker, Harry P Erba, David P Steensma, Bart L Scott
Faculty, Staff and Student Publications
Hematopoietic stem cell transplantation (HCT) is indicated for patients with higher-risk (HR) myelodysplastic syndromes (MDS) and acute myeloid leukemia (AML). Age, performance status, patient frailty, comorbidities, and nonclinical factors (eg, cost, distance to site) are all recognized as important clinical factors that can influence HCT referral patterns and patient outcomes; however, the proportion of eligible patients referred for HCT in routine clinical practice is largely unknown. This study aimed to assess patterns of consideration for HCT among patients with HR-MDS and AML enrolled in the Connect® Myeloid Disease Registry at community/government (CO/GOV)- or academic (AC)-based sites, as well as to …
Nivolumab And Ipilimumab With Concurrent Stereotactic Radiosurgery For Intracranial Metastases From Non-Small Cell Lung Cancer: Analysis Of The Safety Cohort For Non-Randomized, Open-Label, Phase I/Ii Trial, Mehmet Altan, Yan Wang, Juhee Song, James Welsh, Chad Tang, Nandita Guha-Thakurta, George R Blumenschein, Brett W Carter, Jeffrey S Wefel, Amol J Ghia, Debra N Yeboa, Mary Frances Mcaleer, Caroline Chung, Kristina D Woodhouse, Susan L Mcgovern, Chenyang Wang, Betty Y S Kim, Jeffrey S Weinberg, Tina M Briere, Yasir Y Elamin, Xiuning Le, Tina Cascone, Marcelo V Negrao, Ferdinandos Skoulidis, Renata Ferrarotto, John V Heymach, Jing Li
Nivolumab And Ipilimumab With Concurrent Stereotactic Radiosurgery For Intracranial Metastases From Non-Small Cell Lung Cancer: Analysis Of The Safety Cohort For Non-Randomized, Open-Label, Phase I/Ii Trial, Mehmet Altan, Yan Wang, Juhee Song, James Welsh, Chad Tang, Nandita Guha-Thakurta, George R Blumenschein, Brett W Carter, Jeffrey S Wefel, Amol J Ghia, Debra N Yeboa, Mary Frances Mcaleer, Caroline Chung, Kristina D Woodhouse, Susan L Mcgovern, Chenyang Wang, Betty Y S Kim, Jeffrey S Weinberg, Tina M Briere, Yasir Y Elamin, Xiuning Le, Tina Cascone, Marcelo V Negrao, Ferdinandos Skoulidis, Renata Ferrarotto, John V Heymach, Jing Li
Faculty, Staff and Student Publications
BACKGROUND: Up to 20% of patients with non-small cell lung cancer (NSCLC) develop brain metastasis (BM), for which the current standard of care is radiation therapy with or without surgery. There are no prospective data on the safety of stereotactic radiosurgery (SRS) concurrent with immune checkpoint inhibitor therapy for BM. This is the safety cohort of the phase I/II investigator-initiated trial of SRS with nivolumab and ipilimumab for patients with BM from NSCLC.
PATIENTS AND METHODS: This single-institution study included patients with NSCLC with active BM amenable to SRS. Brain SRS and systemic therapy with nivolumab and ipilimumab were delivered …
Therapeutic Potential Of Salicylamide Derivatives For Combating Viral Infections, Jimin Xu, Yu Xue, Andrew A Bolinger, Jun Li, Mingxiang Zhou, Haiying Chen, Hongmin Li, Jia Zhou
Therapeutic Potential Of Salicylamide Derivatives For Combating Viral Infections, Jimin Xu, Yu Xue, Andrew A Bolinger, Jun Li, Mingxiang Zhou, Haiying Chen, Hongmin Li, Jia Zhou
Faculty, Staff and Student Publications
Since time immemorial human beings have constantly been fighting against viral infections. The ongoing and devastating coronavirus disease 2019 pandemic represents one of the most severe and most significant public health emergencies in human history, highlighting an urgent need to develop broad-spectrum antiviral agents. Salicylamide (2-hydroxybenzamide) derivatives, represented by niclosamide and nitazoxanide, inhibit the replication of a broad range of RNA and DNA viruses such as flavivirus, influenza A virus, and coronavirus. Moreover, nitazoxanide was effective in clinical trials against different viral infections including diarrhea caused by rotavirus and norovirus, uncomplicated influenza A and B, hepatitis B, and hepatitis C. …
Venetoclax Consolidation In High-Risk Cll Treated With Ibrutinib For ≥1 Year Achieves A High Rate Of Undetectable Mrd, Philip A Thompson, Michael J Keating, Alessandra Ferrajoli, Nitin Jain, Christine B Peterson, Naveen Garg, Sa A Wang, Jeffrey L Jorgensen, Tapan M Kadia, Prithviraj Bose, Naveen Pemmaraju, Nicholas J Short, William G Wierda
Venetoclax Consolidation In High-Risk Cll Treated With Ibrutinib For ≥1 Year Achieves A High Rate Of Undetectable Mrd, Philip A Thompson, Michael J Keating, Alessandra Ferrajoli, Nitin Jain, Christine B Peterson, Naveen Garg, Sa A Wang, Jeffrey L Jorgensen, Tapan M Kadia, Prithviraj Bose, Naveen Pemmaraju, Nicholas J Short, William G Wierda
Faculty, Staff and Student Publications
Patients receiving ibrutinib for CLL rarely achieve undetectable measurable residual disease (U-MRD), necessitating indefinite therapy, with cumulative risks of treatment discontinuation due to progression or adverse events. This study added venetoclax to ibrutinib for up to 2 years, in patients who had received ibrutinib for ≥12 months (mo) and had ≥1 high risk feature (TP53 mutation and/or deletion, ATM deletion, complex karyotype or persistently elevated β2-microglobulin). The primary endpoint was U-MRD with 10−4 sensitivity (U-MRD4) in bone marrow (BM) at 12mo. Forty-five patients were treated. On intention-to-treat analysis, 23/42 (55%) patients improved their response to CR (2 pts were …
Identification Of Unique Α4 Chain Structure And Conserved Antiangiogenic Activity Of Α3nc1 Type Iv Collagen In Zebrafish, Valerie S Lebleu, Jianli Dai, Susan Tsutakawa, Brian A Macdonald, Joseph L Alge, Malin Sund, Liang Xie, Hikaru Sugimoto, John Tainer, Leonard I Zon, Raghu Kalluri
Identification Of Unique Α4 Chain Structure And Conserved Antiangiogenic Activity Of Α3nc1 Type Iv Collagen In Zebrafish, Valerie S Lebleu, Jianli Dai, Susan Tsutakawa, Brian A Macdonald, Joseph L Alge, Malin Sund, Liang Xie, Hikaru Sugimoto, John Tainer, Leonard I Zon, Raghu Kalluri
Faculty, Staff and Student Publications
BACKGROUND: Type IV collagen is an abundant component of basement membranes in all multicellular species and is essential for the extracellular scaffold supporting tissue architecture and function. Lower organisms typically have two type IV collagen genes, encoding α1 and α2 chains, in contrast with the six genes in humans, encoding α1-α6 chains. The α chains assemble into trimeric protomers, the building blocks of the type IV collagen network. The detailed evolutionary conservation of type IV collagen network remains to be studied.
RESULTS: We report on the molecular evolution of type IV collagen genes. The zebrafish α4 non-collagenous (NC1) domain, in …
Characterization Of The Oral Microbiota Among Middle-Aged Men With And Without Human Papillomavirus Infection, Kristina R Dahlstrom, Andrew G Sikora, Yanhong Liu, Chia-Chi Chang, Peng Wei, Erich M Sturgis, Guojun Li
Characterization Of The Oral Microbiota Among Middle-Aged Men With And Without Human Papillomavirus Infection, Kristina R Dahlstrom, Andrew G Sikora, Yanhong Liu, Chia-Chi Chang, Peng Wei, Erich M Sturgis, Guojun Li
Faculty, Staff and Student Publications
OBJECTIVES: To characterize the oral microbiota among middle-aged men and identify differences between men with a prevalent oral high-risk (oncogenic) HPV infection and those without.
MATERIALS AND METHODS: This was a case-control study nested within a prospective screening study for HPV-related cancers among middle-aged men. 16S rRNA sequencing was used to characterize the oral microbiota and the cobas HPV Test was used to detect presence of oral high-risk HPV types. We determined the overall composition of the oral microbiota and assessed differences in relative abundance of bacterial taxa as well as alpha and beta diversity among men with a prevalent …
Proteogenomic Approaches For The Identification Of Nf1/Neurofibromin-Depleted Estrogen Receptor-Positive Breast Cancers For Targeted Treatment, Beom-Jun Kim, Ze-Yi Zheng, Jonathan T Lei, Matthew V Holt, Anran Chen, Jianheng Peng, Diana Fandino, Purba Singh, Hilda Kennedy, Yongchao Dou, María Del Rosario Chica-Parrado, Emmanuel Bikorimana, Dan Ye, Yunguan Wang, Ariella B Hanker, Nada Mohamed, Susan G Hilsenbeck, Bora Lim, Jaya Ruth Asirvatham, Arun Sreekumar, Bing Zhang, George Miles, Meenakshi Anurag, Matthew J Ellis, Eric C Chang
Proteogenomic Approaches For The Identification Of Nf1/Neurofibromin-Depleted Estrogen Receptor-Positive Breast Cancers For Targeted Treatment, Beom-Jun Kim, Ze-Yi Zheng, Jonathan T Lei, Matthew V Holt, Anran Chen, Jianheng Peng, Diana Fandino, Purba Singh, Hilda Kennedy, Yongchao Dou, María Del Rosario Chica-Parrado, Emmanuel Bikorimana, Dan Ye, Yunguan Wang, Ariella B Hanker, Nada Mohamed, Susan G Hilsenbeck, Bora Lim, Jaya Ruth Asirvatham, Arun Sreekumar, Bing Zhang, George Miles, Meenakshi Anurag, Matthew J Ellis, Eric C Chang
Faculty, Staff and Student Publications
NF1 is a key tumor suppressor that represses both RAS and estrogen receptor-α (ER) signaling in breast cancer. Blocking both pathways by fulvestrant (F), a selective ER degrader, together with binimetinib (B), a MEK inhibitor, promotes tumor regression in NF1-depleted ER+ models. We aimed to establish approaches to determine how NF1 protein levels impact B+F treatment response to improve our ability to identify B+F sensitive tumors. We examined a panel of ER+ patient-derived xenograft (PDX) models by DNA and mRNA sequencing and found that more than half of these models carried an NF1 shallow deletion and generally have low mRNA …
Single-Cell Profiling Of Tumor Immune Microenvironment Reveals Immune Irresponsiveness In Gastric Signet-Ring Cell Carcinoma, Jing Chen, Kuai Liu, Yikai Luo, Muxing Kang, Jun Wang, Guofeng Chen, Jia Qi, Wenxuan Wu, Beidi Wang, Yaxuan Han, Le Shi, Kefan Wang, Xiaying Han, Xiaojing Ma, Wei Liu, Yuan Ding, Liangjing Wang, Han Liang, Lie Wang, Jian Chen
Single-Cell Profiling Of Tumor Immune Microenvironment Reveals Immune Irresponsiveness In Gastric Signet-Ring Cell Carcinoma, Jing Chen, Kuai Liu, Yikai Luo, Muxing Kang, Jun Wang, Guofeng Chen, Jia Qi, Wenxuan Wu, Beidi Wang, Yaxuan Han, Le Shi, Kefan Wang, Xiaying Han, Xiaojing Ma, Wei Liu, Yuan Ding, Liangjing Wang, Han Liang, Lie Wang, Jian Chen
Faculty, Staff and Student Publications
Background & aims: Gastric cancer (GC) is a major cancer type characterized by high heterogeneity in both tumor cells and the tumor immune microenvironment (TIME). One intractable GC subtype is gastric signet-ring cell carcinoma (GSRCC), which is associated with poor prognosis. However, it remains unclear what the GSRCC TIME characteristics are and how these characteristics may contribute to clinical outcomes.
Methods: We enrolled 32 patients with advanced GC of diverse subtypes and profiled their TIME using an immune-targeted single-cell profiling strategy, including (1) immune-targeted single-cell RNA sequencing (n = 20 patients) and (2) protein expression profiling by a targeted antibody …
Pain, Hope And Caring, Michelle C. Dziurgot Dds
Pain, Hope And Caring, Michelle C. Dziurgot Dds
The Journal of the Michigan Dental Association
MDA Editor Michelle C. Dziurgot shares her breast cancer journey as a solo practitioner during the COVID-19 closure. Support from family, friends, and the dental community was crucial. The experience emphasizes the importance of offering a safety net and emotional support to colleagues facing personal challenges.
Predicting Benefit From Immune Checkpoint Inhibitors In Patients With Non-Small-Cell Lung Cancer By Ct-Based Ensemble Deep Learning: A Retrospective Study, Maliazurina B Saad, Lingzhi Hong, Muhammad Aminu, Natalie I Vokes, Pingjun Chen, Morteza Salehjahromi, Kang Qin, Sheeba J Sujit, Xuetao Lu, Elliana Young, Qasem Al-Tashi, Rizwan Qureshi, Carol C Wu, Brett W Carter, Steven H Lin, Percy P Lee, Saumil Gandhi, Joe Y Chang, Ruijiang Li, Michael F Gensheimer, Heather A Wakelee, Joel W Neal, Hyun-Sung Lee, Chao Cheng, Vamsidhar Velcheti, Yanyan Lou, Milena Petranovic, Waree Rinsurongkawong, Xiuning Le, Vadeerat Rinsurongkawong, Amy Spelman, Yasir Y Elamin, Marcelo V Negrao, Ferdinandos Skoulidis, Carl M Gay, Tina Cascone, Mara B Antonoff, Boris Sepesi, Jeff Lewis, Ignacio I Wistuba, John D Hazle, Caroline Chung, David Jaffray, Don L Gibbons, Ara Vaporciyan, J Jack Lee, John V Heymach, Jianjun Zhang, Jia Wu
Predicting Benefit From Immune Checkpoint Inhibitors In Patients With Non-Small-Cell Lung Cancer By Ct-Based Ensemble Deep Learning: A Retrospective Study, Maliazurina B Saad, Lingzhi Hong, Muhammad Aminu, Natalie I Vokes, Pingjun Chen, Morteza Salehjahromi, Kang Qin, Sheeba J Sujit, Xuetao Lu, Elliana Young, Qasem Al-Tashi, Rizwan Qureshi, Carol C Wu, Brett W Carter, Steven H Lin, Percy P Lee, Saumil Gandhi, Joe Y Chang, Ruijiang Li, Michael F Gensheimer, Heather A Wakelee, Joel W Neal, Hyun-Sung Lee, Chao Cheng, Vamsidhar Velcheti, Yanyan Lou, Milena Petranovic, Waree Rinsurongkawong, Xiuning Le, Vadeerat Rinsurongkawong, Amy Spelman, Yasir Y Elamin, Marcelo V Negrao, Ferdinandos Skoulidis, Carl M Gay, Tina Cascone, Mara B Antonoff, Boris Sepesi, Jeff Lewis, Ignacio I Wistuba, John D Hazle, Caroline Chung, David Jaffray, Don L Gibbons, Ara Vaporciyan, J Jack Lee, John V Heymach, Jianjun Zhang, Jia Wu
Faculty, Staff and Student Publications
BACKGROUND: Only around 20-30% of patients with non-small-cell lung cancer (NCSLC) have durable benefit from immune-checkpoint inhibitors. Although tissue-based biomarkers (eg, PD-L1) are limited by suboptimal performance, tissue availability, and tumour heterogeneity, radiographic images might holistically capture the underlying cancer biology. We aimed to investigate the application of deep learning on chest CT scans to derive an imaging signature of response to immune checkpoint inhibitors and evaluate its added value in the clinical context.
METHODS: In this retrospective modelling study, 976 patients with metastatic, EGFR/ALK negative NSCLC treated with immune checkpoint inhibitors at MD Anderson and Stanford were enrolled from …