Biomedical Informatics Commons^™

Prediction Of Brain Metastases Development In Patients With Lung Cancer By Explainable Artificial Intelligence From Electronic Health Records, Zhao Li, Rongbin Li, Yujia Zhou, Laila Rasmy, Degui Zhi, Ping Zhu, Antonio Dono, Xiaoqian Jiang, Hua Xu, Yoshua Esquenazi, W Jim Zheng

Faculty, Staff and Student Publications

PURPOSE: Early detection of brain metastases (BMs) is critical for prompt treatment and optimal control of the disease. In this study, we seek to predict the risk of developing BM among patients diagnosed with lung cancer on the basis of electronic health record (EHR) data and to understand what factors are important for the model to predict BM development through explainable artificial intelligence approaches accurately.

MATERIALS AND METHODS: We trained a recurrent neural network model, REverse Time AttentIoN (RETAIN), to predict the risk of developing BM using structured EHR data. To interpret the model's decision process, we analyzed the attention …

Genomic-Transcriptomic Evolution In Lung Cancer And Metastasis, Carlos Martínez-Ruiz, James R M Black, Clare Puttick, Mark S Hill, Jonas Demeulemeester, Elizabeth Larose Cadieux, Kerstin Thol, Thomas P Jones, Selvaraju Veeriah, Cristina Naceur-Lombardelli, Antonia Toncheva, Paulina Prymas, Andrew Rowan, Sophia Ward, Laura Cubitt, Foteini Athanasopoulou, Oriol Pich, Takahiro Karasaki, David A Moore, Roberto Salgado, Emma Colliver, Carla Castignani, Michelle Dietzen, Ariana Huebner, Maise Al Bakir, Miljana Tanić, Thomas B K Watkins, Emilia L Lim, Ali M Al-Rashed, Danny Lang, James Clements, Daniel E Cook, Rachel Rosenthal, Gareth A Wilson, Alexander M Frankell, Sophie De Carné Trécesson, Philip East, Nnennaya Kanu, Kevin Litchfield, Nicolai J Birkbak, Allan Hackshaw, Stephan Beck, Peter Van Loo, Mariam Jamal-Hanjani, Charles Swanton, Nicholas Mcgranahan

Faculty, Staff and Student Publications

Intratumour heterogeneity (ITH) fuels lung cancer evolution, which leads to immune evasion and resistance to therapy1. Here, using paired whole-exome and RNA sequencing data, we investigate intratumour transcriptomic diversity in 354 non-small cell lung cancer tumours from 347 out of the first 421 patients prospectively recruited into the TRACERx study2,3. Analyses of 947 tumour regions, representing both primary and metastatic disease, alongside 96 tumour-adjacent normal tissue samples implicate the transcriptome as a major source of phenotypic variation. Gene expression levels and ITH relate to patterns of positive and negative selection during tumour evolution. We observe frequent copy number-independent allele-specific expression …

The Evolution Of Non-Small Cell Lung Cancer Metastases In Tracerx, Maise Al Bakir, Ariana Huebner, Carlos Martínez-Ruiz, Kristiana Grigoriadis, Thomas B K Watkins, Oriol Pich, David A Moore, Selvaraju Veeriah, Sophia Ward, Joanne Laycock, Diana Johnson, Andrew Rowan, Maryam Razaq, Mita Akther, Cristina Naceur-Lombardelli, Paulina Prymas, Antonia Toncheva, Sonya Hessey, Michelle Dietzen, Emma Colliver, Alexander M Frankell, Abigail Bunkum, Emilia L Lim, Takahiro Karasaki, Christopher Abbosh, Crispin T Hiley, Mark S Hill, Daniel E Cook, Gareth A Wilson, Roberto Salgado, Emma Nye, Richard Kevin Stone, Dean A Fennell, Gillian Price, Keith M Kerr, Babu Naidu, Gary Middleton, Yvonne Summers, Colin R Lindsay, Fiona H Blackhall, Judith Cave, Kevin G Blyth, Arjun Nair, Asia Ahmed, Magali N Taylor, Alexander James Procter, Mary Falzon, David Lawrence, Neal Navani, Ricky M Thakrar, Sam M Janes, Dionysis Papadatos-Pastos, Martin D Forster, Siow Ming Lee, Tanya Ahmad, Sergio A Quezada, Karl S Peggs, Peter Van Loo, Caroline Dive, Allan Hackshaw, Nicolai J Birkbak, Simone Zaccaria, Tracerx Consortium, Mariam Jamal-Hanjani, Nicholas Mcgranahan, Charles Swanton

Faculty, Staff and Student Publications

Metastatic disease is responsible for the majority of cancer-related deaths1. We report the longitudinal evolutionary analysis of 126 non-small cell lung cancer (NSCLC) tumours from 421 prospectively recruited patients in TRACERx who developed metastatic disease, compared with a control cohort of 144 non-metastatic tumours. In 25% of cases, metastases diverged early, before the last clonal sweep in the primary tumour, and early divergence was enriched for patients who were smokers at the time of initial diagnosis. Simulations suggested that early metastatic divergence more frequently occurred at smaller tumour diameters (less than 8 mm). Single-region primary tumour sampling resulted in 83% …

The Evolution Of Lung Cancer And Impact Of Subclonal Selection In Tracerx, Alexander M Frankell, Michelle Dietzen, Maise Al Bakir, Emilia L Lim, Takahiro Karasaki, Sophia Ward, Selvaraju Veeriah, Emma Colliver, Ariana Huebner, Abigail Bunkum, Mark S Hill, Kristiana Grigoriadis, David A Moore, James R M Black, Wing Kin Liu, Kerstin Thol, Oriol Pich, Thomas B K Watkins, Cristina Naceur-Lombardelli, Daniel E Cook, Roberto Salgado, Gareth A Wilson, Chris Bailey, Mihaela Angelova, Robert Bentham, Carlos Martínez-Ruiz, Christopher Abbosh, Andrew G Nicholson, John Le Quesne, Dhruva Biswas, Rachel Rosenthal, Clare Puttick, Sonya Hessey, Claudia Lee, Paulina Prymas, Antonia Toncheva, Jon Smith, Wei Xing, Jerome Nicod, Gillian Price, Keith M Kerr, Babu Naidu, Gary Middleton, Kevin G Blyth, Dean A Fennell, Martin D Forster, Siow Ming Lee, Mary Falzon, Madeleine Hewish, Michael J Shackcloth, Eric Lim, Sarah Benafif, Peter Russell, Ekaterini Boleti, Matthew G Krebs, Jason F Lester, Dionysis Papadatos-Pastos, Tanya Ahmad, Ricky M Thakrar, David Lawrence, Neal Navani, Sam M Janes, Caroline Dive, Fiona H Blackhall, Yvonne Summers, Judith Cave, Teresa Marafioti, Javier Herrero, Sergio A Quezada, Karl S Peggs, Roland F Schwarz, Peter Van Loo, Daniël M Miedema, Nicolai J Birkbak, Crispin T Hiley, Allan Hackshaw, Simone Zaccaria, Mariam Jamal-Hanjani, Nicholas Mcgranahan, Charles Swanton

Faculty, Staff and Student Publications

Lung cancer is the leading cause of cancer-associated mortality worldwide1. Here we analysed 1,644 tumour regions sampled at surgery or during follow-up from the first 421 patients with non-small cell lung cancer prospectively enrolled into the TRACERx study. This project aims to decipher lung cancer evolution and address the primary study endpoint: determining the relationship between intratumour heterogeneity and clinical outcome. In lung adenocarcinoma, mutations in 22 out of 40 common cancer genes were under significant subclonal selection, including classical tumour initiators such as TP53 and KRAS. We defined evolutionary dependencies between drivers, mutational processes and whole genome doubling (WGD) …

Evolutionary Characterization Of Lung Adenocarcinoma Morphology In Tracerx, Takahiro Karasaki, David A Moore, Selvaraju Veeriah, Cristina Naceur-Lombardelli, Antonia Toncheva, Neil Magno, Sophia Ward, Maise Al Bakir, Thomas B K Watkins, Kristiana Grigoriadis, Ariana Huebner, Mark S Hill, Alexander M Frankell, Christopher Abbosh, Clare Puttick, Haoran Zhai, Francisco Gimeno-Valiente, Sadegh Saghafinia, Nnennaya Kanu, Michelle Dietzen, Oriol Pich, Emilia L Lim, Carlos Martínez-Ruiz, James R M Black, Dhruva Biswas, Brittany B Campbell, Claudia Lee, Emma Colliver, Katey S S Enfield, Sonya Hessey, Crispin T Hiley, Simone Zaccaria, Kevin Litchfield, Nicolai J Birkbak, Elizabeth Larose Cadieux, Jonas Demeulemeester, Peter Van Loo, Prasad S Adusumilli, Kay See Tan, Waseem Cheema, Francisco Sanchez-Vega, David R Jones, Natasha Rekhtman, William D Travis, Allan Hackshaw, Teresa Marafioti, Roberto Salgado, John Le Quesne, Andrew G Nicholson, Tracerx Consortium, Nicholas Mcgranahan, Charles Swanton, Mariam Jamal-Hanjani

Faculty, Staff and Student Publications

Lung adenocarcinomas (LUADs) display a broad histological spectrum from low-grade lepidic tumors through to mid-grade acinar and papillary and high-grade solid, cribriform and micropapillary tumors. How morphology reflects tumor evolution and disease progression is poorly understood. Whole-exome sequencing data generated from 805 primary tumor regions and 121 paired metastatic samples across 248 LUADs from the TRACERx 421 cohort, together with RNA-sequencing data from 463 primary tumor regions, were integrated with detailed whole-tumor and regional histopathological analysis. Tumors with predominantly high-grade patterns showed increased chromosomal complexity, with higher burden of loss of heterozygosity and subclonal somatic copy number alterations. Individual regions …

Data Partitioning And Statistical Considerations For Association Of Radiomic Features To Biological Underpinnings: What Is Needed, Michael A Jacobs

Faculty, Staff and Student Publications

No abstract provided.

Disparity In Checkpoint Inhibitor Utilization Among Commercially Insured Adult Patients With Metastatic Lung Cancer, Meng Li, Kaiping Liao, Alice J Chen, Tina Cascone, Yu Shen, Qian Lu, Ya-Chen Tina Shih

Faculty, Staff and Student Publications

BACKGROUND: There is a lack of evidence from nationwide samples on the disparity of initiating immune checkpoint inhibitors (ICIs) after metastatic lung cancer diagnosis.

METHODS: We identified metastatic lung cancer patients diagnosed between 2015 and 2020 from a large, nationwide commercial claims database. We analyzed the time from metastatic lung cancer diagnosis to ICI therapy using Cox proportional hazard models. Independent variables included county-level measures (quintiles of percentage of racialized population, quintiles of percentage of population below poverty, urbanity, and density of medical oncologists) and patient characteristics (age, sex, Charlson comorbidity index, Medicare Advantage, and year of diagnosis). All tests …

Neoadjuvant Chemotherapy Plus Nivolumab With Or Without Ipilimumab In Operable Non-Small Cell Lung Cancer: The Phase 2 Platform Neostar Trial, Tina Cascone, Cheuk H Leung, Annikka Weissferdt, Apar Pataer, Brett W Carter, Myrna C B Godoy, Hope Feldman, William N William, Yuanxin Xi, Sreyashi Basu, Jing Jing Sun, Shalini S Yadav, Frank R Rojas Alvarez, Younghee Lee, Aditya K Mishra, Lili Chen, Monika Pradhan, Haiping Guo, Ansam Sinjab, Nicolas Zhou, Marcelo V Negrao, Xiuning Le, Carl M Gay, Anne S Tsao, Lauren Averett Byers, Mehmet Altan, Bonnie S Glisson, Frank V Fossella, Yasir Y Elamin, George Blumenschein, Jianjun Zhang, Ferdinandos Skoulidis, Jia Wu, Reza J Mehran, David C Rice, Garrett L Walsh, Wayne L Hofstetter, Ravi Rajaram, Mara B Antonoff, Junya Fujimoto, Luisa M Solis, Edwin R Parra, Cara Haymaker, Ignacio I Wistuba, Stephen G Swisher, Ara A Vaporciyan, Heather Y Lin, Jing Wang, Don L Gibbons, J Jack Lee, Nadim J Ajami, Jennifer A Wargo, James P Allison, Padmanee Sharma, Humam Kadara, John V Heymach, Boris Sepesi

Faculty, Staff and Student Publications

Neoadjuvant ipilimumab + nivolumab (Ipi+Nivo) and nivolumab + chemotherapy (Nivo+CT) induce greater pathologic response rates than CT alone in patients with operable non-small cell lung cancer (NSCLC). The impact of adding ipilimumab to neoadjuvant Nivo+CT is unknown. Here we report the results and correlates of two arms of the phase 2 platform NEOSTAR trial testing neoadjuvant Nivo+CT and Ipi+Nivo+CT with major pathologic response (MPR) as the primary endpoint. MPR rates were 32.1% (7/22, 80% confidence interval (CI) 18.7–43.1%) in the Nivo+CT arm and 50% (11/22, 80% CI 34.6–61.1%) in the Ipi+Nivo+CT arm; the primary endpoint was met in both arms. …

Respiratory And Cardiometabolic Comorbidities And Stages I To Iii Nsclc Survival: A Pooled Analysis From The International Lung Cancer Consortium, Miguel García-Pardo, Amy Chang, Sabine Schmid, Mei Dong, M Catherine Brown, David Christiani, Hilary Aurora Tindel, Paul Brennan, Chu Chen, Jie Zhang, Brid M Ryan, David Zaridze, Matthew B Schabath, Leticia Ferro Leal, Rui Manuel Reis, Adonina Tardon, Guillermo Fernández-Tardon, Sanjay S Shete, Angeline Andrew, Hermann Brenner, Wei Xu, Rayjean J Hung, Geoffrey Liu

Faculty, Staff and Student Publications

INTRODUCTION: We explored the association of respiratory and cardiometabolic comorbidities with NSCLC overall survival (OS) and lung cancer-specific survival (LCSS), by stage, in a large, multicontinent NSCLC pooled data set.

METHODS: On the basis of patients pooled from 11 International Lung Cancer Consortium studies with available respiratory and cardiometabolic comorbidity data, adjusted hazard ratios (aHRs) were estimated using Cox models for OS. LCSS was evaluated using competing risk Grey and Fine models and cumulative incidence functions. Logistic regression (adjusted OR [aOR]) was applied to assess factors associated with surgical resection.

RESULTS: OS analyses used patients with NSCLC with respiratory health …

Surgical Results Of The Lung Cancer Mutation Consortium 3 Trial: A Phase Ii Multicenter Single-Arm Study To Investigate The Efficacy And Safety Of Atezolizumab As Neoadjuvant Therapy In Patients With Stages Ib-Select Iiib Resectable Non-Small Cell Lung Cancer, Valerie W Rusch, Alan Nicholas, G Alexander Patterson, Salama N Waqar, Eric M Toloza, Eric B Haura, Dan J Raz, Karen L Reckamp, Robert E Merritt, Dwight H Owen, David J Finley, Ciaran J Mcnamee, Justin D Blasberg, Edward B Garon, John D Mitchell, Robert C Doebele, Frank Baciewicz, Misako Nagasaka, Harvey I Pass, Katja Schulze, Ann Johnson, Paul A Bunn, Bruce E Johnson, Mark G Kris, David J Kwiatkowski, Ignacio I Wistuba, Jamie E Chaft, David P Carbone, Jay M Lee

Faculty, Staff and Student Publications

Objective: Multimodality treatment for resectable non-small cell lung cancer has long remained at a therapeutic plateau. Immune checkpoint inhibitors are highly effective in advanced non-small cell lung cancer and promising preoperatively in small clinical trials for resectable non-small cell lung cancer. This large multicenter trial tested the safety and efficacy of neoadjuvant atezolizumab and surgery.

Methods: Patients with stage IB to select IIIB resectable non-small cell lung cancer and Eastern Cooperative Oncology Group performance status 0/1 were eligible. Patients received atezolizumab 1200 mg intravenously every 3 weeks for 2 cycles or less followed by resection. The primary end point was …

Joint 2022 European Society Of Thoracic Surgeons And The American Association For Thoracic Surgery Guidelines For The Prevention Of Cancer-Associated Venous Thromboembolism In Thoracic Surgery, Yaron Shargall, Wojtek Wiercioch, Alessandro Brunelli, Sudish Murthy, Wayne Hofstetter, Jules Lin, Hui Li, Lori-Ann Linkins, Marc Crowther, Roger Davis, Gaetano Rocco, Gian Paolo Morgano, Finn Schünemann, Giovanna Muti-Schünemann, James Douketis, Holger J Schünemann, Virginia R Litle

Faculty, Staff and Student Publications

Background: Venous thromboembolism (VTE), which includes deep vein thrombosis and pulmonary embolism, is a potentially fatal but preventable postoperative complication. Thoracic oncology patients undergoing surgical resection, often after multimodality induction therapy, represent among the highest risk groups for postoperative VTE. Currently there are no VTE prophylaxis guidelines specific to these thoracic surgery patients. Evidenced-based recommendations will help clinicians manage and mitigate risk of VTE in the postoperative period and inform best practice.

Objective: These joint evidence-based guidelines from The American Association for Thoracic Surgery and the European Society of Thoracic Surgeons aim to inform clinicians and patients in decisions about …

A Phase I, Open-Label, Dose Confirmation, Escalation, And Expansion Trial Of Bi 1810631 As Monotherapy In Patients With Advanced Or Metastatic Solid Tumors With Her2 Aberrations, John Heymach, Frans Opdam, Minal Barve, Neil Gibson, Behbood Sadrolhefazi, Josep Serra, Noboru Yamamoto

Faculty, Staff and Student Publications

Background: BI 1810631 is a human HER2-selective tyrosine kinase inhibitor that covalently binds to both wild-type and mutated HER2 receptors, including exon 20 insertion mutations, whilst sparing EGFR signaling. This phase Ia/Ib, open-label, non-randomized study will determine the safety, maximum tolerated dose (MTD), pharmacokinetics (PK), pharmacodynamics, and preliminary efficacy of BI 1810631 in patients with HER2 aberration-positive solid tumors (NCT04886804).

Patients and methods: In phase Ia, patients with histologically/cytologically confirmed HER2 aberration-positive advanced/metastatic solid tumors will receive BI 1810631 orally twice daily (BID) or once daily (QD) at escalating doses. Starting dose level is 15 mg BID; QD …

Kras-Mutant Lung Cancer: Targeting Molecular And Immunologic Pathways, Therapeutic Advantages And Restrictions, Nastaran Karimi, Seyed Javad Moghaddam

Faculty, Staff and Student Publications

RAS mutations are among the most common oncogenic mutations in human cancers. Among RAS mutations, KRAS has the highest frequency and is present in almost 30% of non-small-cell lung cancer (NSCLC) patients. Lung cancer is the number one cause of mortality among cancers as a consequence of outrageous aggressiveness and late diagnosis. High mortality rates have been the reason behind numerous investigations and clinical trials to discover proper therapeutic agents targeting KRAS. These approaches include the following: direct KRAS targeting; synthetic lethality partner inhibitors; targeting of KRAS membrane association and associated metabolic rewiring; autophagy inhibitors; downstream inhibitors; and immunotherapies and …

Ush2a Mutation And Specific Driver Mutation Subtypes Are Associated With Clinical Efficacy Of Immune Checkpoint Inhibitors In Lung Cancer, Dexin Yang, Yuqin Feng, Haohua Lu, Kelie Chen, Jinming Xu, Peiwei Li, Tianru Wang, Dajing Xia, Yihua Wu

Faculty, Staff and Student Publications

This study aimed to identify subtypes of genomic variants associated with the efficacy of immune checkpoint inhibitors (ICIs) by conducting systematic literature search in electronic databases up to May 31, 2021. The main outcomes including overall survival (OS), progression-free survival (PFS), objective response rate (ORR), and durable clinical benefit (DCB) were correlated with tumor genomic features. A total of 1546 lung cancer patients with available genomic variation data were included from 14 studies. The Kirsten rat sarcoma viral oncogene homolog

Baseline Extracellular Vesicle Tgf-Β Is A Predictive Biomarker For Response To Immune Checkpoint Inhibitors And Survival In Non-Small Cell Lung Cancer, Diego De Miguel-Perez, Alessandro Russo, Muthukumar Gunasekaran, Francesco Buemi, Lisa Hester, Xiaoxuan Fan, Brandon A Carter-Cooper, Rena G Lapidus, Ariel Peleg, Marisol Arroyo-Hernández, Andres F Cardona, Aung Naing, Fred R Hirsch, Philip C Mack, Sunjay Kaushal, Maria Jose Serrano, Vincenzo Adamo, Oscar Arrieta, Christian Rolfo

Faculty, Staff and Student Publications

Background: Immune-checkpoint inhibitors (ICIs) are an effective therapeutic strategy, improving the survival of patients with lung cancer compared with conventional treatments. However, novel predictive biomarkers are needed to stratify which patients derive clinical benefit because the currently used and highly heterogenic histological PD-L1 has shown low accuracy. Liquid biopsy is the analysis of biomarkers in body fluids and represents a minimally invasive tool that can be used to monitor tumor evolution and treatment effects, potentially reducing biases associated with tumor heterogeneity associated with tissue biopsies. In this context, cytokines, such as transforming growth factor-β (TGF-β), can be found free in …

Cd70 Is A Therapeutic Target Upregulated In Emt-Associated Egfr Tyrosine Kinase Inhibitor Resistance, Monique B Nilsson, Yan Yang, Simon Heeke, Sonia A Patel, Alissa Poteete, Hibiki Udagawa, Yasir Y Elamin, Cesar A Moran, Yukie Kashima, Thiruvengadam Arumugam, Xiaoxing Yu, Xiaoyang Ren, Lixia Diao, Li Shen, Qi Wang, Minying Zhang, Jacqulyne P Robichaux, Chunhua Shi, Allyson N Pfeil, Hai Tran, Don L Gibbons, Jason Bock, Jing Wang, John D Minna, Susumu S Kobayashi, Xiuning Le, John V Heymach

Faculty, Staff and Student Publications

Effective therapeutic strategies are needed for non-small cell lung cancer (NSCLC) patients with epidermal growth factor receptor (EGFR) mutations that acquire resistance to EGFR tyrosine kinase inhibitors (TKIs) mediated by epithelial-to-mesenchymal transition (EMT). We investigate cell surface proteins that could be targeted by antibody-based or adoptive cell therapy approaches and identify CD70 as being highly upregulated in EMT-associated resistance. Moreover, CD70 upregulation is an early event in the evolution of resistance and occurs in drug-tolerant persister cells (DTPCs). CD70 promotes cell survival and invasiveness, and stimulation of CD70 triggers signal transduction pathways known to be re-activated with acquired TKI resistance. …

Phase Ib Study Of Telisotuzumab Vedotin In Combination With Erlotinib In Patients With C-Met Protein-Expressing Non-Small-Cell Lung Cancer, D Ross Camidge, Fabrice Barlesi, Jonathan W Goldman, Daniel Morgensztern, Rebecca Heist, Everett Vokes, Alex Spira, Eric Angevin, Wu-Chou Su, David S Hong, John H Strickler, Monica Motwani, Martin Dunbar, Apurvasena Parikh, Elysa Noon, Vincent Blot, Jun Wu, Karen Kelly

Faculty, Staff and Student Publications

Purpose: Overexpression of c-Met protein and epidermal growth factor receptor (EGFR) mutations can co-occur in non-small-cell lung cancer (NSCLC), providing strong rationale for dual targeting. Telisotuzumab vedotin (Teliso-V), a first-in-class antibody-drug conjugate targeting c-Met, has shown a tolerable safety profile and antitumor activity as monotherapy. Herein, we report the results of a phase Ib study (ClinicalTrials.gov identifier: NCT02099058) evaluating Teliso-V plus erlotinib, an EGFR tyrosine kinase inhibitor (TKI), in patients with c-Met-positive (+) NSCLC.

Patients and methods: This study evaluated Teliso-V (2.7 mg/kg once every 21 days) plus erlotinib (150 mg once daily) in adult patients (age …

Efficacy And Clinicogenomic Correlates Of Response To Immune Checkpoint Inhibitors Alone Or With Chemotherapy In Non-Small Cell Lung Cancer, Lingzhi Hong, Muhammad Aminu, Shenduo Li, Xuetao Lu, Milena Petranovic, Maliazurina B Saad, Pingjun Chen, Kang Qin, Susan Varghese, Waree Rinsurongkawong, Vadeerat Rinsurongkawong, Amy Spelman, Yasir Y Elamin, Marcelo V Negrao, Ferdinandos Skoulidis, Carl M Gay, Tina Cascone, Saumil J Gandhi, Steven H Lin, Percy P Lee, Brett W Carter, Carol C Wu, Mara B Antonoff, Boris Sepesi, Jeff Lewis, Don L Gibbons, Ara A Vaporciyan, Xiuning Le, J Jack Lee, Sinchita Roy-Chowdhuri, Mark J Routbort, Justin F Gainor, John V Heymach, Yanyan Lou, Jia Wu, Jianjun Zhang, Natalie I Vokes

Faculty, Staff and Student Publications

The role of combination chemotherapy with immune checkpoint inhibitors (ICI) (ICI-chemo) over ICI monotherapy (ICI-mono) in non-small cell lung cancer (NSCLC) remains underexplored. In this retrospective study of 1133 NSCLC patients, treatment with ICI-mono vs ICI-chemo associate with higher rates of early progression, but similar long-term progression-free and overall survival. Sequential vs concurrent ICI and chemotherapy have similar long-term survival, suggesting no synergism from combination therapy. Integrative modeling identified PD-L1, disease burden (Stage IVb; liver metastases), and STK11 and JAK2 alterations as features associate with a higher likelihood of early progression on ICI-mono. CDKN2A alterations associate with worse long-term outcomes …

Dynamic Cone-Beam Ct Reconstruction Using Spatial And Temporal Implicit Neural Representation Learning (Stinr), You Zhang, Hua-Chieh Shao, Tinsu Pan, Tielige Mengke

Faculty, Staff and Student Publications

Objective. Dynamic cone-beam CT (CBCT) imaging is highly desired in image-guided radiation therapy to provide volumetric images with high spatial and temporal resolutions to enable applications including tumor motion tracking/prediction and intra-delivery dose calculation/accumulation. However, dynamic CBCT reconstruction is a substantially challenging spatiotemporal inverse problem, due to the extremely limited projection sample available for each CBCT reconstruction (one projection for one CBCT volume).

Approach. We developed a simultaneous spatial and temporal implicit neural representation (STINR) method for dynamic CBCT reconstruction. STINR mapped the unknown image and the evolution of its motion into spatial and temporal multi-layer perceptrons (MLPs), and …

Impact Of Us Preventive Services Task Force Lung Cancer Screening Update On Drivers Of Disparities In Screening Eligibility, Kristin G Maki, Rajesh Talluri, Iakovos Toumazis, Sanjay Shete, Robert J Volk

Faculty, Staff and Student Publications

BACKGROUND: In 2021, the U.S. Preventive Services Task Force (USPSTF) updated its recommendation to expand lung cancer screening (LCS) eligibility and mitigate disparities. Although this increased the number of non-White individuals who are eligible for LCS, the update's impact on drivers of disparities is less clear. This analysis focuses on racial disparities among Black individuals because members of this group disproportionately share late-stage lung cancer diagnoses, despite typically having a lower intensity smoking history compared to non-Hispanic White individuals.

METHODS: We used data from the National Health Interview Survey to examine the impact of the 2021 eligibility criteria on racial …

4d Lung Mri With High-Isotropic-Resolution Using Half-Spoke (Ute) And Full-Spoke 3d Radial Acquisition And Temporal Compressed Sensing Reconstruction, Can Wu, Guruprasad Krishnamoorthy, Victoria Yu, Ergys Subashi, Andreas Rimner, Ricardo Otazo

Faculty, Staff and Student Publications

Objective:

To develop a respiratory motion-resolved 4D MRI technique with high-isotropic-resolution (1.1 mm) using 3D radial sampling, camera-based respiratory motion sensing, and temporal compressed sensing reconstruction for lung cancer imaging.

Approach:

Free-breathing half- and full-spoke 3D golden-angle radial acquisitions were performed on eight healthy volunteers and eight patients with lung tumors of varying size. A back-and-forth k-space ordering between consecutive interleaves of the 3D radial acquisition was performed to minimize eddy current-related artifacts. Data were sorted into respiratory motion states using camera-based motion navigation and 4D images were reconstructed using temporal compressed sensing to reduce scan time. Normalized sharpness indices …

Cbx5 Loss Drives Egfr Inhibitor Resistance And Results In Therapeutically Actionable Vulnerabilities In Lung Cancer, Suresh Bugide, Yvonne J K Edwards, Romi Gupta, Michael R Green, Narendra Wajapeyee

Faculty, Staff and Student Publications

Although epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (EGFRi) are approved for treating EGFR-mutant lung adenocarcinoma (LUAD), emergence of acquired resistance limits their clinical benefits. Several mechanisms for acquired resistance to EGFRi in LUAD have been identified; however, the molecular basis for this resistance remains unknown in ~30% of LUAD. Chromatin and DNA modifiers and their regulators play important roles in determining response to anticancer therapies. Therefore, to identify nongenetic mechanisms of EGFRi resistance in LUAD, we performed an epigenome-wide shRNA screen targeting 363 human epigenetic regulator genes. This screen identified loss of the transcriptional repressor chromobox homolog 5 …

The Nfib/Carm1 Partnership Is A Driver In Preclinical Models Of Small Cell Lung Cancer, Guozhen Gao, Simone Hausmann, Natasha M Flores, Ana Morales Benitez, Jianjun Shen, Xiaojie Yang, Maria D Person, Sitaram Gayatri, Donghang Cheng, Yue Lu, Bin Liu, Pawel K Mazur, Mark T Bedford

Faculty, Staff and Student Publications

The coactivator associated arginine methyltransferase (CARM1) promotes transcription, as its name implies. It does so by modifying histones and chromatin bound proteins. We identified nuclear factor I B (NFIB) as a CARM1 substrate and show that this transcription factor utilizes CARM1 as a coactivator. Biochemical studies reveal that tripartite motif 29 (TRIM29) is an effector molecule for methylated NFIB. Importantly, NFIB harbors both oncogenic and metastatic activities, and is often overexpressed in small cell lung cancer (SCLC). Here, we explore the possibility that CARM1 methylation of NFIB is important for its transforming activity. Using a SCLC mouse model, we show …

Features Of Tumor-Microenvironment Images Predict Targeted Therapy Survival Benefit In Patients With Egfr-Mutant Lung Cancer, Shidan Wang, Ruichen Rong, Donghan M Yang, Junya Fujimoto, Justin A Bishop, Shirley Yan, Ling Cai, Carmen Behrens, Lynne D Berry, Clare Wilhelm, Dara Aisner, Lynette Sholl, Bruce E Johnson, David J Kwiatkowski, Ignacio I Wistuba, Paul A Bunn, John Minna, Guanghua Xiao, Mark G Kris, Yang Xie

Faculty, Staff and Student Publications

Tyrosine kinase inhibitors (TKIs) targeting epidermal growth factor receptor (EGFR) are effective for many patients with lung cancer with EGFR mutations. However, not all patients are responsive to EGFR TKIs, including even those harboring EGFR-sensitizing mutations. In this study, we quantified the cells and cellular interaction features of the tumor microenvironment (TME) using routine H&E-stained biopsy sections. These TME features were used to develop a prediction model for survival benefit from EGFR TKI therapy in patients with lung adenocarcinoma and EGFR-sensitizing mutations in the Lung Cancer Mutation Consortium 1 (LCMC1) and validated in an independent LCMC2 cohort. In the validation …

Benchmarking Outcomes For Molecularly Characterized Synchronous Oligo Metastatic Non-Small-Cell Lung Cancer Reveals Egfr Mutations To Be Associated With Longer Overall Survival, Brian De, Ahsan S Farooqi, Kyle G Mitchell, Ethan B Ludmir, Jeff Lewis, Waree Rinsurongkawong, Vadeerat Rinsurongkawong, J Jack Lee, Stephen G Swisher, Don L Gibbons, Jianjun Zhang, Xiuning Le, Yasir Y Elamin, Daniel R Gomez, Matthew S Ning, Steven H Lin, Zhongxing Liao, Joe Y Chang, Ara A Vaporciyan, John V Heymach, Mara B Antonoff, Saumil J Gandhi

Faculty, Staff and Student Publications

PURPOSE: Local consolidative therapy (LCT) for patients with synchronous oligometastatic non-small-cell lung cancer is an evolving treatment strategy, but outcomes following LCT stratified by genetic mutations have not been reported. We sought to identify genomic associations with overall survival (OS) and progression-free survival (PFS) for these patients.

METHODS: We identified all patients presenting between 2000 and 2017 with stage IV non-small-cell lung cancer and ≤ 3 synchronous metastatic sites. Patients were grouped according to mutational statuses. Primary outcomes included OS and PFS following initial diagnosis.

RESULTS: Of 194 included patients, 121 received comprehensive LCT to all sites of disease with …

Distinct Patterns Of Auto-Reactive Antibodies Associated With Organ-Specific Immune-Related Adverse Events, Mehmet Altan, Quan-Zhen Li, Qi Wang, Natalie I Vokes, Ajay Sheshadri, Jianjun Gao, Chengsong Zhu, Hai T Tran, Saumil Gandhi, Mara B Antonoff, Stephen Swisher, Jing Wang, Lauren A Byers, Noha Abdel-Wahab, Maria C Franco-Vega, Yinghong Wang, J Jack Lee, Jianjun Zhang, John V Heymach

Faculty, Staff and Student Publications

UNLABELLED: The roles of preexisting auto-reactive antibodies in immune-related adverse events (irAEs) associated with immune checkpoint inhibitor therapy are not well defined. Here, we analyzed plasma samples longitudinally collected at predefined time points and at the time of irAEs from 58 patients with immunotherapy naïve metastatic non-small cell lung cancer treated on clinical protocol with ipilimumab and nivolumab. We used a proteomic microarray system capable of assaying antibody reactivity for IgG and IgM fractions against 120 antigens for systemically evaluating the correlations between auto-reactive antibodies and certain organ-specific irAEs. We found that distinct patterns of auto-reactive antibodies at baseline were …

Optimization Of Mesh Generation For Geometric Accuracy, Robustness, And Efficiency Of Biomechanical-Model-Based Deformable Image Registration, Yulun He, Brian M Anderson, Guillaume Cazoulat, Bastien Rigaud, Lusmeralis Almodovar-Abreu, Julianne Pollard-Larkin, Peter Balter, Zhongxing Liao, Radhe Mohan, Bruno Odisio, Stina Svensson, Kristy K Brock

Faculty, Staff and Student Publications

BACKGROUND: Successful generation of biomechanical-model-based deformable image registration (BM-DIR) relies on user-defined parameters that dictate surface mesh quality. The trial-and-error process to determine the optimal parameters can be labor-intensive and hinder DIR efficiency and clinical workflow.

PURPOSE: To identify optimal parameters in surface mesh generation as boundary conditions for a BM-DIR in longitudinal liver and lung CT images to facilitate streamlined image registration processes.

METHODS: Contrast-enhanced CT images of 29 colorectal liver cancer patients and end-exhale four-dimensional CT images of 26 locally advanced non-small cell lung cancer patients were collected. Different combinations of parameters that determine the triangle mesh quality …

Impact Of Region-Of-Interest Size On Immune Profiling Using Multiplex Immunofluorescence Tyramide Signal Amplification For Paraffin-Embedded Tumor Tissues, Baohua Sun, Caddie Laberiano-Fernández, Ruth Salazar-Alejo, Jiexin Zhang, Jose Luis Solorzano Rendon, Jack Lee, Luisa Maren Solis Soto, Ignacio Ivan Wistuba, Edwin Roger Parra

Faculty, Staff and Student Publications

Introduction: Representative regions of interest (ROIs) analysis from the whole slide images (WSI) are currently being used to study immune markers by multiplex immunofluorescence (mIF) and single immunohistochemistry (IHC). However, the amount of area needed to be analyzed to be representative of the entire tumor in a WSI has not been defined.

Methods: We labeled tumor-associated immune cells by mIF and single IHC in separate cohorts of non-small cell lung cancer (NSCLC) samples and we analyzed them as whole tumor area as well as using different number of ROIs to know how much area will be need to represent the …

Benchmarking Outcomes For Molecularly Characterized Synchronous Oligometastatic Non-Small-Cell Lung Cancer Reveal, Brian De, Ahsan S Farooqi, Kyle G Mitchell, Ethan B Ludmir, Jeff Lewis, Waree Rinsurongkawong, Vadeerat Rinsurongkawong, J Jack Lee, Stephen G Swisher, Don L Gibbons, Jianjun Zhang, Xiuning Le, Yasir Y Elamin, Daniel R Gomez, Matthew S Ning, Steven H Lin, Zhongxing Liao, Joe Y Chang, Ara A Vaporciyan, John V Heymach, Mara B Antonoff, Saumil J Gandhi

Faculty, Staff and Student Publications

Purpose: Local consolidative therapy (LCT) for patients with synchronous oligometastatic non-small-cell lung cancer is an evolving treatment strategy, but outcomes following LCT stratified by genetic mutations have not been reported. We sought to identify genomic associations with overall survival (OS) and progression-free survival (PFS) for these patients.

Methods: We identified all patients presenting between 2000 and 2017 with stage IV non-small-cell lung cancer and ≤ 3 synchronous metastatic sites. Patients were grouped according to mutational statuses. Primary outcomes included OS and PFS following initial diagnosis.

Results: Of 194 included patients, 121 received comprehensive LCT to all sites of disease with …

Analysis Of Immune Intratumor Heterogeneity Highlights Immunoregulatory And Coinhibitory Lymphocytes As Hallmarks Of Recurrence In Stage I Non-Small Cell Lung Cancer, Alejandro Francisco-Cruz, Pedro Rocha, Alexandre Reuben, Santhoshi N Krishnan, Priyam Das, Runzhe Chen, Kelly Quek, Jun Li, Edwin R Parra, Luisa M Solis, Souptik Barua, Mei Jiang, Rossana Lazcano, Chi-Wan Chow, Carmen Behrens, Curtis Gumb, Latasha Little, Junya Fukuoka, Neda Kalhor, Annikka Weissferdt, Humam Kadara, John V Heymach, Stephen Swisher, Boris Sepesi, Arvind Rao, Cesar Moran, Jianhua Zhang, J Jack Lee, Junya Fujimoto, P Andrew Futreal, Ignacio I Wistuba, Christine B Peterson, Jianjun Zhang

Faculty, Staff and Student Publications

Our understanding of the molecular mechanisms underlying postsurgical recurrence of non-small cell lung cancer (NSCLC) is rudimentary. Molecular and T cell repertoire intratumor heterogeneity (ITH) have been reported to be associated with postsurgical relapse; however, how ITH at the cellular level impacts survival is largely unknown. Here we report the analysis of 2880 multispectral images representing 14.2% to 27% of tumor areas from 33 patients with stage I NSCLC, including 17 cases (relapsed within 3 years after surgery) and 16 controls (without recurrence ≥5 years after surgery) using multiplex immunofluorescence. Spatial analysis was conducted to quantify the minimum distance between …