Biomedical Informatics Commons^™

Epigenome-Wide Association Study Of Lung Cancer Among Never Smokers In Two Prospective Cohorts In Shanghai, China, Mohammad L Rahman, Charles E Breeze, Xiao-Ou Shu, Jason Y Y Wong, Batel Blechter, Andres Cardenas, Xuting Wang, Bu-Tian Ji, Wei Hu, Qiuyin Cai, H Dean Hosgood, Gong Yang, Jianxin Shi, Jirong Long, Yu-Tang Gao, Douglas A Bell, Wei Zheng, Nathaniel Rothman, Qing Lan

Faculty, Staff and Student Publications

BACKGROUND: The aetiology of lung cancer among individuals who never smoked remains elusive, despite 15% of lung cancer cases in men and 53% in women worldwide being unrelated to smoking. Epigenetic alterations, particularly DNA methylation (DNAm) changes, have emerged as potential drivers. Yet, few prospective epigenome-wide association studies (EWAS), primarily focusing on peripheral blood DNAm with limited representation of never smokers, have been conducted.

METHODS: We conducted a nested case-control study of 80 never-smoking incident lung cancer cases and 83 never-smoking controls within the Shanghai Women's Health Study and Shanghai Men's Health Study. DNAm was measured in prediagnostic oral rinse …

Nrg Oncology And Particle Therapy Co-Operative Group Patterns Of Practice Survey And Consensus Recommendations On Pencil-Beam Scanning Proton Stereotactic Body Radiation Therapy And Hypofractionated Radiation Therapy For Thoracic Malignancies, Wei Liu, Hongying Feng, Paige A Taylor, Minglei Kang, Jiajian Shen, Jatinder Saini, Jun Zhou, Huan B Giap, Nathan Y Yu, Terence S Sio, Pranshu Mohindra, Joe Y Chang, Jeffrey D Bradley, Ying Xiao, Charles B Simone, Liyong Lin

Faculty, Staff and Student Publications

Stereotactic body radiation therapy (SBRT) and hypofractionation using pencil-beam scanning (PBS) proton therapy (PBSPT) is an attractive option for thoracic malignancies. Combining the advantages of target coverage conformity and critical organ sparing from both PBSPT and SBRT, this new delivery technique has great potential to improve the therapeutic ratio, particularly for tumors near critical organs. Safe and effective implementation of PBSPT SBRT/hypofractionation to treat thoracic malignancies is more challenging than the conventionally fractionated PBSPT because of concerns of amplified uncertainties at the larger dose per fraction. The NRG Oncology and Particle Therapy Cooperative Group Thoracic Subcommittee surveyed proton centers in …

Machine Learning Identifies Prognostic Subtypes Of The Tumor Microenvironment Of Nsclc, Duo Yu, Michael J Kane, Eugene J Koay, Ignacio I Wistuba, Brian P Hobbs

Faculty, Staff and Student Publications

The tumor microenvironment (TME) plays a fundamental role in tumorigenesis, tumor progression, and anti-cancer immunity potential of emerging cancer therapeutics. Understanding inter-patient TME heterogeneity, however, remains a challenge to efficient drug development. This article applies recent advances in machine learning (ML) for survival analysis to a retrospective study of NSCLC patients who received definitive surgical resection and immune pathology following surgery. ML methods are compared for their effectiveness in identifying prognostic subtypes. Six survival models, including Cox regression and five survival machine learning methods, were calibrated and applied to predict survival for NSCLC patients based on PD-L1 expression, CD3 expression, …

Evaluation Of Major Pathologic Response And Pathologic Complete Response As Surrogate End Points For Survival In Randomized Controlled Trials Of Neoadjuvant Immune Checkpoint Blockade In Resectable In Nsclc, Jacobi B Hines, Robert B Cameron, Alessandra Esposito, Leeseul Kim, Luca Porcu, Antonio Nuccio, Giuseppe Viscardi, Roberto Ferrara, Giulia Veronesi, Patrick M Forde, Janis Taube, Everett Vokes, Christine M Bestvina, James M Dolezal, Matteo Sacco, Marta Monteforte, Tina Cascone, Marina C Garassino, Valter Torri

Faculty, Staff and Student Publications

Introduction: Controversy remains as to whether pathologic complete response (pCR) and major pathologic response (MPR) represent surrogate end points for event-free survival (EFS) and overall survival (OS) in neoadjuvant trials for resectable NSCLC.

Methods: A search of PubMed and archives of international conference abstracts was performed from June 2017 through October 31, 2023. Studies incorporating a neoadjuvant arm with immune checkpoint blockade alone or in combination with chemotherapy were included. Those not providing information regarding pCR, MPR, EFS, or OS were excluded. For trial-level surrogacy, log ORs for pCR and MPR and log hazard ratios for EFS and OS were …

Developing A Fit-For-Purpose Composite Symptom Score As A Symptom Burden Endpoint For Clinical Trials In Patients With Malignant Pleural Mesothelioma, Charles S Cleeland, Karen N Keating, Brian Cuffel, Cem Elbi, Jonathan M Siegel, Christoph Gerlinger, Tara Symonds, Jeff A Sloan, Amylou C Dueck, Andrew Bottomley, Xin Shelley Wang, Loretta A Williams, Tito R Mendoza

Faculty, Staff and Student Publications

We developed a composite symptom score (CSS) representing disease-related symptom burden over time in patients with malignant pleural mesothelioma (MPM). Longitudinal data were collected from an open-label Phase IIB study in which 239 patients completed the validated MD Anderson Symptom Inventory for MPM (MDASI-MPM). A blinded, independent review committee of external patient-reported outcomes experts advised on MDASI-MPM symptoms to include in the CSS. Through iterative analyses of potential symptom-item combinations, 5 MPM symptoms (pain, fatigue, shortness of breath, muscle weakness, coughing) were selected. The CSS correlated strongly with the full MDASI-MPM symptom set (0.92-0.94) and the Lung Cancer Symptom Scale-Mesothelioma …

Cracd Loss Induces Neuroendocrine Cell Plasticity Of Lung Adenocarcinoma, Bongjun Kim, Shengzhe Zhang, Yuanjian Huang, Kyung-Pil Ko, Youn-Sang Jung, Jinho Jang, Gengyi Zou, Jie Zhang, Sohee Jun, Kee-Beom Kim, Kwon-Sik Park, Jae-Il Park

Faculty, Staff and Student Publications

Tumor cell plasticity contributes to intratumoral heterogeneity and therapy resistance. Through cell plasticity, some lung adenocarcinoma (LUAD) cells transform into neuroendocrine (NE) tumor cells. However, the mechanisms of NE cell plasticity remain unclear. CRACD (capping protein inhibiting regulator of actin dynamics), a capping protein inhibitor, is frequently inactivated in cancers. CRACD knockout (KO) is sufficient to de-repress NE-related gene expression in the pulmonary epithelium and LUAD cells. In LUAD mouse models, Cracd KO increases intratumoral heterogeneity with NE gene expression. Single-cell transcriptomic analysis showed that Cracd KO-induced NE cell plasticity is associated with cell de-differentiation and stemness-related pathway activation. The …

Electronic Patient-Reported Outcome-Based Symptom Management Versus Usual Care After Lung Cancer Surgery: Long-Term Results Of A Multicenter, Randomized, Controlled Trial, Wei Dai, Yaqin Wang, Jia Liao, Xing Wei, Zhen Dai, Wei Xu, Yangjun Liu, Xin Shelley Wang, Cecilia Pompili, Hongfan Yu, Yang Pu, Yuqian Zhao, Bangrong Cao, Qifeng Wang, Wenhong Feng, Yuanqiang Zhang, Fang Liu, Yuanle Deng, Jin Zhou, Juan Li, Shaohua Xie, Run Xiang, Xiang Wang, Bo Tian, Xiaozun Yang, Bin Hu, Xiaoqin Liu, Tianpeng Xie, Xiaojun Yang, Xiang Zhuang, Guibin Qiao, Qiang Li, Qiuling Shi

Faculty, Staff and Student Publications

Clinical trials frequently include multiple end points that mature at different times. The initial report, typically based on the primary end point, may be published when key planned co-primary or secondary analyses are not yet available. Clinical Trial Updates provide an opportunity to disseminate additional results from studies, published in JCO or elsewhere, for which the primary end point has already been reported.We previously reported superior symptom control of electronic patient-reported outcome (ePRO)-based symptom management after lung cancer surgery for up to 1 month postdischarge. Here, we present the long-term results (1-12 months) of this multicenter, randomized trial, where …

Deepcg: A Cell Graph Model For Predicting Prognosis In Lung Adenocarcinoma, Baoyi Zhang, Chenyang Li, Jia Wu, Jianjun Zhang, Chao Cheng

Faculty, Staff and Student Publications

Lung cancer is the first leading cause of cancer-related death in the United States, with lung adenocarcinoma as the major subtype accounting for 40% of all cases. To improve patient survival, image-based prognostic models were developed due to the ready availability of pathological images at diagnosis. However, the application of these models is hampered by two main challenges: the lack of publicly available image datasets with high-quality survival information and the poor interpretability of conventional convolutional neural network models. Here, we integrated matched transcriptomic and H&E staining data from TCGA (The Cancer Genome Atlas) to develop an image-based prognostic model, …

Tmprss2 Is A Tumor Suppressor And Its Downregulation Promotes Antitumor Immunity And Immunotherapy Response In Lung Adenocarcinoma, Zhixian Liu, Qiqi Lu, Zhilan Zhang, Qiushi Feng, Xiaosheng Wang

Faculty, Staff and Student Publications

Background: TMPRSS2, a key molecule for SARS-CoV-2 invading human host cells, has an association with cancer. However, its association with lung cancer remains insufficiently unexplored.

Methods: In five bulk transcriptomics datasets, one single-cell RNA sequencing (scRNA-seq) dataset and one proteomics dataset for lung adenocarcinoma (LUAD), we explored associations between TMPRSS2 expression and immune signatures, tumor progression phenotypes, genomic features, and clinical prognosis in LUAD by the bioinformatics approach. Furthermore, we performed experimental validation of the bioinformatics findings.

Results: TMPRSS2 expression levels correlated negatively with the enrichment levels of both immune-stimulatory and immune-inhibitory signatures, while they correlated positively with the ratios …

Associations Between Longer Leukocyte Telomere Length And Increased Lung Cancer Risk Among Never Smokers In Urban China, Jason Y Y Wong, Xiao-Ou Shu, Wei Hu, Batel Blechter, Jianxin Shi, Kevin Wang, Richard Cawthon, Qiuyin Cai, Gong Yang, Mohammad L Rahman, Bu-Tian Ji, Yutang Gao, Wei Zheng, Nathaniel Rothman, Qing Lan

Faculty, Staff and Student Publications

BACKGROUND: The complex relationship between measured leukocyte telomere length (LTL), genetically predicted LTL (gTL), and carcinogenesis is exemplified by lung cancer. We previously reported associations between longer pre-diagnostic LTL, gTL, and increased lung cancer risk among European and East Asian populations. However, we had limited statistical power to examine the associations among never smokers by gender and histology.

METHODS: To investigate further, we conducted nested case-control analyses on an expanded sample of never smokers from the prospective Shanghai Women's Health Studies (798 cases and 792 controls) and Shanghai Men's Health Studies (161 cases and 162 controls). We broke the case-control …

Immune Checkpoint Blockade Resistance In Lung Cancer: Emerging Mechanisms And Therapeutic Opportunities, Jessica M Konen, Haoyi Wu, Don L Gibbons

Faculty, Staff and Student Publications

Immune checkpoint blockade (ICB) therapy works by inhibiting suppressive checkpoints that become upregulated after T cell activation, like PD-1/PD-L1 and CTLA-4. While the initial FDA approvals of ICB have revolutionized cancer therapies and fueled a burgeoning immuno-oncology field, more recent clinical development of new agents has been slow. Here, focusing on lung cancer, we review the latest research uncovering tumor cell intrinsic and extrinsic ICB resistance mechanisms as major hurdles to treatment efficacy and clinical progress. These include genomic and non-genomic tumor cell alterations, along with host and microenvironmental factors like the microbiome, metabolite accumulation, and hypoxia. Together, these factors …

Consolidation Osimertinib Versus Durvalumab Versus Observation After Concurrent Chemoradiation In Unresectable Egfr-Mutant Nsclc: A Multicenter Retrospective Cohort Study, Amin H Nassar, So Yeon Kim, Jacqueline V Aredo, Jamie Feng, Frances Shepherd, Chao Xu, David Kaldas, Jhanelle E Gray, Thomas J Dilling, Joel W Neal, Heather A Wakelee, Yufei Liu, Steven H Lin, Tariq Abuali, Arya Amini, Yunan Nie, Tejas Patil, Anastasiya Lobachov, Jair Bar, Bailey Fitzgerald, Yu Fujiwara, Thomas U Marron, Rohit Thummalapalli, Helena Yu, Dwight H Owen, John Sharp, Saira Farid, Pedro Rocha, Edurne Arriola, Angelica D'Aiello, Haiying Cheng, Ryan Whitaker, Kaushal Parikh, Yash Ashara, Luxi Chen, Kamya Sankar, Jeremy P Harris, Misako Nagasaka, Adanma Ayanambakkam, Ana I Velazquez, Meera Ragavan, Jessica J Lin, Zofia Piotrowska, Molly Wilgucki, Joshua Reuss, Heike Luders, Christian Grohe, Javier Baena Espinar, Ella Feiner, Salman R Punekar, Shruti Gupta, Ticiana Leal, David J Kwiatkowski, Raymond H Mak, Elio Adib, Abdul Rafeh Naqash, Sarah B Goldberg

Faculty, Staff and Student Publications

Introduction: Durvalumab improves survival when used as consolidation therapy after chemoradiation (CRT) in patients with stage III NSCLC. The optimal consolidation therapy for patients with EGFR-mutant (EGFRmut) stage III NSCLC remains unknown.

Methods: In this multi-institutional, international retrospective analysis across 24 institutions, we evaluated outcomes in patients with stage III EGFRmut NSCLC treated with concurrent CRT followed by consolidation therapy with osimertinib, durvalumab, or observation between 2015 and 2022. Kaplan-Meier method was used to estimate real-world progression-free survival (rwPFS, primary end point) and overall survival (secondary end point). Treatment-related adverse events (trAEs) during consolidation treatment were defined using Common Terminology …

Risk Factors For Early Mortality From Lung Cancer: Evolution Over The Last 20 Years In The French Nationwide Kbp Cohorts, T C T Hoang, D Debieuvre, A-S Bravard, S Martinez, G Le Garff, S Jeandeau, L Petit, D Marquette, K Amrane, P Demontrond, M Tiercin, B Jarjour, A Turlotte, P Masson, M Jaafar, P-A Hauss, H Morel

Faculty, Staff and Students Publications

BACKGROUND: The impact of the most recent advances, including targeted therapies and immune checkpoint inhibitors, on early (3-month) mortality in lung cancer is unknown. The aims of this study were to evaluate the real-world rate of and risk factors for early mortality, as well as trends in early mortality over the last 20 years.

MATERIALS AND METHODS: The KBP prospective observational multicenter studies have been conducted every 10 years since 2000. These studies collect data on all newly diagnosed patients with lung cancer (all stages and histologies) over 1 year in non-academic public hospital pulmonology or oncology units in France. …

Molecular Classification And Biomarkers Of Outcome With Immunotherapy In Extensive-Stage Small-Cell Lung Cancer: Analyses Of The Caspian Phase 3 Study, Mingchao Xie, Miljenka Vuko, Jaime Rodriguez-Canales, Johannes Zimmermann, Markus Schick, Cathy O'Brien, Luis Paz-Ares, Jonathan W Goldman, Marina Chiara Garassino, Carl M Gay, John V Heymach, Haiyi Jiang, J Carl Barrett, Ross A Stewart, Zhongwu Lai, Lauren A Byers, Charles M Rudin, Yashaswi Shrestha

Faculty, Staff and Student Publications

BACKGROUND: We explored potential predictive biomarkers of immunotherapy response in patients with extensive-stage small-cell lung cancer (ES-SCLC) treated with durvalumab (D) + tremelimumab (T) + etoposide-platinum (EP), D + EP, or EP in the randomized phase 3 CASPIAN trial.

METHODS: 805 treatment-naïve patients with ES-SCLC were randomized (1:1:1) to receive D + T + EP, D + EP, or EP. The primary endpoint was overall survival (OS). Patients were required to provide an archived tumor tissue block (or ≥ 15 newly cut unstained slides) at screening, if these samples existed. After assessment for programmed cell death ligand-1 expression and tissue …

Ver-Net: A Hybrid Transfer Learning Model For Lung Cancer Detection Using Ct Scan Images, Anindita Saha, Shahid Mohammad Ganie, Pijush Kanti Dutta Pramanik, Rakesh Kumar Yadav, Saurav Mallik, Zhongming Zhao

Faculty, Staff and Student Publications

BACKGROUND: Lung cancer is the second most common cancer worldwide, with over two million new cases per year. Early identification would allow healthcare practitioners to handle it more effectively. The advancement of computer-aided detection systems significantly impacted clinical analysis and decision-making on human disease. Towards this, machine learning and deep learning techniques are successfully being applied. Due to several advantages, transfer learning has become popular for disease detection based on image data.

METHODS: In this work, we build a novel transfer learning model (VER-Net) by stacking three different transfer learning models to detect lung cancer using lung CT scan images. …

Selective Refueling Of Car T Cells Using Ada1 And Cd26 Boosts Antitumor Immunity, Yue Hu, Abhijit Sarkar, Kevin Song, Sara Michael, Magnus Hook, Ruoning Wang, Andras Heczey, Xiaotong Song

Faculty, Staff and Student Publications

Chimeric antigen receptor (CAR) T cell therapy is hindered in solid tumor treatment due to the immunosuppressive tumor microenvironment and suboptimal T cell persistence. Current strategies do not address nutrient competition in the microenvironment. Hence, we present a metabolic refueling approach using inosine as an alternative fuel. CAR T cells were engineered to express membrane-bound CD26 and cytoplasmic adenosine deaminase 1 (ADA1), converting adenosine to inosine. Autocrine secretion of ADA1 upon CD3/CD26 stimulation activates CAR T cells, improving migration and resistance to transforming growth factor β1 suppression. Fusion of ADA1 with anti-CD3 scFv further boosts inosine production and minimizes tumor …

Ras G-Domains Allosterically Contribute To The Recognition Of Lipid Headgroups And Acyl Chains, Neha Arora, Huanwen Mu, Hong Liang, Wenting Zhao, Yong Zhou

Faculty, Staff and Student Publications

Mutant RAS are major contributors to cancer and signal primarily from nanoclusters on the plasma membrane (PM). Their C-terminal membrane anchors are main features of membrane association. However, the same RAS isoform bound to different guanine nucleotides spatially segregate. Different RAS nanoclusters all enrich a phospholipid, phosphatidylserine (PS). These findings suggest more complex membrane interactions. Our electron microscopy-spatial analysis shows that wild-types, G12V mutants, and membrane anchors of isoforms HRAS, KRAS4A, and KRAS4B prefer distinct PS species. Mechanistically, reorientation of KRAS4B G-domain exposes distinct residues, such as Arg 135 in orientation state 1 (OS1) and Arg 73/Arg 102 in OS2, …

Focal Adhesion Kinase-Yap Signaling Axis Drives Drug-Tolerant Persister Cells And Residual Disease In Lung Cancer, Franziska Haderk, Yu-Ting Chou, Lauren Cech, Celia Fernández-Méndez, Johnny Yu, Victor Olivas, Ismail M Meraz, Dora Barbosa Rabago, D Lucas Kerr, Carlos Gomez, David V Allegakoen, Juan Guan, Khyati N Shah, Kari A Herrington, Oghenekevwe M Gbenedio, Shigeki Nanjo, Mourad Majidi, Whitney Tamaki, Yashar K Pourmoghadam, Julia K Rotow, Caroline E Mccoach, Jonathan W Riess, J Silvio Gutkind, Tracy T Tang, Leonard Post, Bo Huang, Pilar Santisteban, Hani Goodarzi, Sourav Bandyopadhyay, Calvin J Kuo, Jeroen P Roose, Wei Wu, Collin M Blakely, Jack A Roth, Trever G Bivona

Faculty, Staff and Student Publications

Targeted therapy is effective in many tumor types including lung cancer, the leading cause of cancer mortality. Paradigm defining examples are targeted therapies directed against non-small cell lung cancer (NSCLC) subtypes with oncogenic alterations in EGFR, ALK and KRAS. The success of targeted therapy is limited by drug-tolerant persister cells (DTPs) which withstand and adapt to treatment and comprise the residual disease state that is typical during treatment with clinical targeted therapies. Here, we integrate studies in patient-derived and immunocompetent lung cancer models and clinical specimens obtained from patients on targeted therapy to uncover a focal adhesion kinase (FAK)-YAP signaling …

Fam86a Methylation Of Eef2 Links Mrna Translation Elongation To Tumorigenesis, Joel William Francis, Simone Hausmann, Sabeen Ikram, Kunlun Yin, Robert Mealey-Farr, Natasha Mahealani Flores, Annie Truc Trinh, Tourkian Chasan, Julia Thompson, Pawel Karol Mazur, Or Gozani

Faculty, Staff and Student Publications

eEF2 post-translational modifications (PTMs) can profoundly affect mRNA translation dynamics. However, the physiologic function of eEF2K525 trimethylation (eEF2K525me3), a PTM catalyzed by the enzyme FAM86A, is unknown. Here, we find that FAM86A methylation of eEF2 regulates nascent elongation to promote protein synthesis and lung adenocarcinoma (LUAD) pathogenesis. The principal physiologic substrate of FAM86A is eEF2, with K525me3 modeled to facilitate productive eEF2-ribosome engagement during translocation. FAM86A depletion in LUAD cells causes 80S monosome accumulation and mRNA translation inhibition. FAM86A is overexpressed in LUAD and eEF2K525me3 levels increase through advancing LUAD disease stages. FAM86A knockdown attenuates LUAD cell proliferation and suppression …

Age At Lung Cancer Diagnosis In Females Versus Males Who Never Smoke By Race And Ethnicity, Batel Blechter, Jason Y Y Wong, Li-Hsin Chien, Kouya Shiraishi, Xiao-Ou Shu, Qiuyin Cai, Wei Zheng, Bu-Tian Ji, Wei Hu, Mohammad L Rahman, Hsin-Fang Jiang, Fang-Yu Tsai, Wen-Yi Huang, Yu-Tang Gao, Xijing Han, Mark D Steinwandel, Gong Yang, Yihe G Daida, Su-Ying Liang, Scarlett L Gomez, Mindy C Derouen, W Ryan Diver, Ananya G Reddy, Alpa V Patel, Loïc Le Marchand, Christopher Haiman, Takashi Kohno, Iona Cheng, I-Shou Chang, Chao Agnes Hsiung, Nathaniel Rothman, Qing Lan

Faculty, Staff and Student Publications

BACKGROUND: We characterized age at diagnosis and estimated sex differences for lung cancer and its histological subtypes among individuals who never smoke.

METHODS: We analyzed the distribution of age at lung cancer diagnosis in 33,793 individuals across 8 cohort studies and two national registries from East Asia, the United States (US) and the United Kingdom (UK). Student's t-tests were used to assess the study population differences (Δ years) in age at diagnosis comparing females and males who never smoke across subgroups defined by race/ethnicity, geographic location, and histological subtypes.

RESULTS: We found that among Chinese individuals diagnosed with lung cancer …

Neoadjuvant Chemoimmunotherapy For Nsclc: A Systematic Review And Meta-Analysis, Mark Sorin, Connor Prosty, Louis Ghaleb, Kathy Nie, Khaled Katergi, Muhammad H Shahzad, Laurie-Rose Dubé, Aline Atallah, Anikka Swaby, Matthew Dankner, Trafford Crump, Logan A Walsh, Pierre O Fiset, Boris Sepesi, Patrick M Forde, Tina Cascone, Mariano Provencio, Jonathan D Spicer

Faculty, Staff and Student Publications

IMPORTANCE: To date, no meta-analyses have comprehensively assessed the association of neoadjuvant chemoimmunotherapy with clinical outcomes in non-small cell lung cancer (NSCLC) in randomized and nonrandomized settings. In addition, there exists controversy concerning the efficacy of neoadjuvant chemoimmunotherapy for patients with NSCLC with programmed cell death 1 ligand 1 (PD-L1) levels less than 1%.

OBJECTIVE: To compare neoadjuvant chemoimmunotherapy with chemotherapy by adverse events and surgical, pathological, and efficacy outcomes using recently published randomized clinical trials and nonrandomized trials.

DATA SOURCES: MEDLINE and Embase were systematically searched from January 1, 2013, to October 25, 2023, for all clinical trials of …

Artificial Intelligence-Powered Assessment Of Pathologic Response To Neoadjuvant Atezolizumab In Patients With Nsclc: Results From The Lcmc3 Study, Sanja Dacic, William D Travis, Jennifer M Giltnane, Filip Kos, John Abel, Stephanie Hilz, Junya Fujimoto, Lynette Sholl, Jon Ritter, Farah Khalil, Yi Liu, Amaro Taylor-Weiner, Murray Resnick, Hui Yu, Fred R Hirsch, Paul A Bunn, David P Carbone, Valerie Rusch, David J Kwiatkowski, Bruce E Johnson, Jay M Lee, Stephanie R Hennek, Ilan Wapinski, Alan Nicholas, Ann Johnson, Katja Schulze, Mark G Kris, Ignacio I Wistuba

Faculty, Staff and Student Publications

Introduction: Pathologic response (PathR) by histopathologic assessment of resected specimens may be an early clinical end point associated with long-term outcomes with neoadjuvant therapy. Digital pathology may improve the efficiency and precision of PathR assessment. LCMC3 (NCT02927301) evaluated neoadjuvant atezolizumab in patients with resectable NSCLC and reported a 20% major PathR rate.

Methods: We determined PathR in primary tumor resection specimens using guidelines-based visual techniques and developed a convolutional neural network model using the same criteria to digitally measure the percent viable tumor on whole-slide images. Concordance was evaluated between visual determination of percent viable tumor (n = …

Pathological Response In Resectable Non-Small Cell Lung Cancer: A Systematic Literature Review And Meta-Analysis, Nathalie A Waser, Melanie Quintana, Bernd Schweikert, Jamie E Chaft, Lindsay Berry, Ahmed Adam, Lien Vo, John R Penrod, Joseph Fiore, Donald A Berry, Sarah Goring

Faculty, Staff and Student Publications

BACKGROUND: Surrogate endpoints for overall survival in patients with resectable non-small cell lung cancer receiving neoadjuvant therapy are needed to provide earlier treatment outcome indicators and accelerate drug approval. This study's main objectives were to investigate the association among pathological complete response, major pathological response, event-free survival and overall survival and to determine whether treatment effects on pathological complete response and event-free survival correlate with treatment effects on overall survival.

METHODS: A comprehensive systematic literature review was conducted to identify neoadjuvant studies in resectable non-small cell lung cancer. Analysis at the patient level using frequentist and Bayesian random effects (hazard …

Multi-Omics Analysis Reveals Immune Features Associated With Immunotherapy Benefit In Patients With Squamous Cell Lung Cancer From Phase Iii Lung-Map S1400i Trial, Edwin Roger Parra, Jiexin Zhang, Dzifa Yawa Duose, Edgar Gonzalez-Kozlova, Mary W Redman, Hong Chen, Ganiraju C Manyam, Gayatri Kumar, Jianhua Zhang, Xingzhi Song, Rossana Lazcano, Mario L Marques-Piubelli, Caddie Laberiano-Fernandez, Frank Rojas, Baili Zhang, Len Taing, Aashna Jhaveri, Jacob Geisberg, Jennifer Altreuter, Franziska Michor, James Provencher, Joyce Yu, Ethan Cerami, Radim Moravec, Kasthuri Kannan, Rajyalakshmi Luthra, Gheath Alatrash, Hsin-Hui Huang, Hui Xie, Manishkumar Patel, Kai Nie, Jocelyn Harris, Kimberly Argueta, James Lindsay, Roshni Biswas, Stephen Van Nostrand, Seunghee Kim-Schulze, Jhanelle E Gray, Roy S Herbst, Ignacio I Wistuba, Scott Gettinger, Karen Kelly, Lyudmila Bazhenova, Sacha Gnjatic, J Jack Lee, Jianjun Zhang, Cara Haymaker

Faculty, Staff and Student Publications

PURPOSE: Identifying molecular and immune features to guide immune checkpoint inhibitor (ICI)-based regimens remains an unmet clinical need.

EXPERIMENTAL DESIGN: Tissue and longitudinal blood specimens from phase III trial S1400I in patients with metastatic squamous non-small cell carcinoma (SqNSCLC) treated with nivolumab monotherapy (nivo) or nivolumab plus ipilimumab (nivo+ipi) were subjected to multi-omics analyses including multiplex immunofluorescence (mIF), nCounter PanCancer Immune Profiling Panel, whole-exome sequencing, and Olink.

RESULTS: Higher immune scores from immune gene expression profiling or immune cell infiltration by mIF were associated with response to ICIs and improved survival, except regulatory T cells, which were associated with worse …

Enhancing Nsclc Recurrence Prediction With Pet/Ct Habitat Imaging, Ctdna, And Integrative Radiogenomics-Blood Insights, Sheeba J Sujit, Muhammad Aminu, Tatiana V Karpinets, Pingjun Chen, Maliazurina B Saad, Morteza Salehjahromi, John D Boom, Mohamed Qayati, James M George, Haley Allen, Mara B Antonoff, Lingzhi Hong, Xin Hu, Simon Heeke, Hai T Tran, Xiuning Le, Yasir Y Elamin, Mehmet Altan, Natalie I Vokes, Ajay Sheshadri, Julie Lin, Jianhua Zhang, Yang Lu, Carmen Behrens, Myrna C B Godoy, Carol C Wu, Joe Y Chang, Caroline Chung, David A Jaffray, Ignacio I Wistuba, J Jack Lee, Ara A Vaporciyan, Don L Gibbons, John Heymach, Jianjun Zhang, Tina Cascone, Jia Wu

Faculty, Staff and Student Publications

While we recognize the prognostic importance of clinicopathological measures and circulating tumor DNA (ctDNA), the independent contribution of quantitative image markers to prognosis in non-small cell lung cancer (NSCLC) remains underexplored. In our multi-institutional study of 394 NSCLC patients, we utilize pre-treatment computed tomography (CT) and 18F-fluorodeoxyglucose positron emission tomography (FDG-PET) to establish a habitat imaging framework for assessing regional heterogeneity within individual tumors. This framework identifies three PET/CT subtypes, which maintain prognostic value after adjusting for clinicopathologic risk factors including tumor volume. Additionally, these subtypes complement ctDNA in predicting disease recurrence. Radiogenomics analysis unveil the molecular underpinnings of these …

Neutrophil Elastase Remodels Mammary Tumors To Facilitate Lung Metastasis, Amriti R Lulla, Said Akli, Cansu Karakas, Joseph A Caruso, Lucas D Warma, Natalie W Fowlkes, Xiayu Rao, Jing Wang, Kelly K Hunt, Stephanie S Watowich, Khandan Keyomarsi

Faculty, Staff and Student Publications

Metastatic disease remains the leading cause of death due to cancer, yet the mechanism(s) of metastasis and its timely detection remain to be elucidated. Neutrophil elastase (NE), a serine protease secreted by neutrophils, is a crucial mediator of chronic inflammation and tumor progression. In this study, we used the PyMT model (NE+/+ and NE-/-) of breast cancer to interrogate the tumor-intrinsic and -extrinsic mechanisms by which NE can promote metastasis. Our results showed that genetic ablation of NE significantly reduced lung metastasis and improved metastasis-free survival. RNA-sequencing analysis of primary tumors indicated differential regulation of tumor-intrinsic actin cytoskeleton signaling pathways …

Comprehensive Analysis Of Transcription Factor-Based Molecular Subtypes And Their Correlation To Clinical Outcomes In Small-Cell Lung Cancer, Sehhoon Park, Tae Hee Hong, Soohyun Hwang, Simon Heeke, Carl M Gay, Jiyeon Kim, Hyun-Ae Jung, Jong-Mu Sun, Jin Seok Ahn, Myung-Ju Ahn, Jong Ho Cho, Yong Soo Choi, Jhingook Kim, Young Mog Shim, Hong Kwan Kim, Lauren Averett Byers, John V Heymach, Yoon-La Choi, Se-Hoon Lee, Keunchil Park

Faculty, Staff and Student Publications

BACKGROUND: Recent studies have reported the predictive and prognostic value of novel transcriptional factor-based molecular subtypes in small-cell lung cancer (SCLC). We conducted an in-depth analysis pairing multi-omics data with immunohistochemistry (IHC) to elucidate the underlying characteristics associated with differences in clinical outcomes between subtypes.

METHODS: IHC (n = 252), target exome sequencing (n = 422), and whole transcriptome sequencing (WTS, n = 189) data generated from 427 patients (86.4% males, 13.6% females) with SCLC were comprehensively analysed. The differences in the mutation profile, gene expression profile, and inflammed signatures were analysed according to the IHC-based molecular subtype.

FINDINGS: IHC-based …

Prediction Of Cancer Incidence And Mortality In Korea, 2024, Kyu-Won Jung, Mee Joo Kang, Eun Hye Park, E Hwa Yun, Hye-Jin Kim, Jeong-Eun Kim, Hyun-Joo Kong, Jeong-Soo Im, Hong Gwan Seo

Faculty, Staff and Student Publications

PURPOSE: This study aimed to report the projected cancer incidence and mortality for the year 2024 to estimate Korea's current cancer burden.

MATERIALS AND METHODS: Cancer incidence data from 1999 to 2021 were obtained from the Korea National Cancer Incidence Database, and cancer mortality data from 1993 to 2022 were acquired from Statistics Korea. Cancer incidence and mortality were projected by fitting a linear regression model to observed age-specific cancer rates against their respective years and multiplying the projected age-specific rates by the anticipated age-specific population for 2024. A joinpoint regression model was used to determine the year in which …

Survival Outcomes And Toxicity Of Adjuvant Immunotherapy After Definitive Concurrent Chemotherapy With Proton Beam Radiation Therapy For Patients With Inoperable Locally Advanced Non-Small Cell Lung Carcinoma, Kelsey L Corrigan, Ting Xu, Yuki Sasaki, Ruitao Lin, Aileen B Chen, James W Welsh, Steven H Lin, Joe Y Chang, Matthew S Ning, Saumil Gandhi, Michael S O'Reilly, Carl M Gay, Mehmet Altan, Charles Lu, Tina Cascone, Efstratios Koutroumpakis, Ajay Sheshadri, Xiaodong Zhang, Li Liao, X Ronald Zhu, John V Heymach, Quynh-Nhu Nguyen, Zhongxing Liao

Faculty, Staff and Student Publications

Introduction: Adjuvant immunotherapy (IO) following concurrent chemotherapy and photon radiation therapy confers an overall survival (OS) benefit for patients with inoperable locally advanced non-small cell lung carcinoma (LA-NSCLC); however, outcomes of adjuvant IO after concurrent chemotherapy with proton beam therapy (CPBT) are unknown. We investigated OS and toxicity after CPBT with adjuvant IO versus CPBT alone for inoperable LA-NSCLC.

Materials and methods: We analyzed 354 patients with LA-NSCLC who were prospectively treated with CPBT with or without adjuvant IO from 2009 to 2021. Optimal variable ratio propensity score matching (PSM) matched CPBT with CPBT + IO patients. Survival was estimated …

Trajectories Of Health Care Contact Days For Patients With Stage Iv Non-Small Cell Lung Cancer, Arjun Gupta, Paul Nguyen, Danielle Kain, Andrew G Robinson, Amit A Kulkarni, David H Johnson, Carolyn J Presley, Anne H Blaes, Gabrielle B Rocque, Ishani Ganguli, Christopher M Booth, Timothy P Hanna

Faculty, Staff and Student Publications

Importance: Patients with stage IV non-small cell lung cancer (NSCLC) experience substantial morbidity and mortality. Contact days (ie, the number of days with health care contact outside the home) measure how much of a person's life is consumed by health care, yet little is known about patterns of contact days for patients with NSCLC.

Objective: To describe the trajectories of contact days in patients with stage IV NSCLC and how trajectories vary by receipt of cancer-directed treatment in routine practice.

Design, setting, and participants: A retrospective, population-based decedent cohort study was conducted in Ontario, Canada. Participants included adults aged 20 …