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Principal Investigator
Steven M. Dubinett
Awardee Organization

University Of California Los Angeles
United States

Fiscal Year
2021
Activity Code
U01
Project End Date

Integrated Molecular, Cellular, and Imaging Characterization of NLST detected lung cancer

The landmark NLST demonstrated a 20% mortality reduction in lung cancer in individuals who underwent low dose computed tomography (LDCT) screening relative to plain chest radiography. The results of the NLST have resulted in a sea change in US health policy, such that third party payers and Medicare now provide LDCT screening as a preventive service benefit in eligible, high risk smokers. Understanding the factors underlying tumor indolence or aggression that result in heterogeneous clinical outcomes, may facilitate clinical decision making in the context of lung cancer screening and thereby greatly increase its effectiveness. We hypothesize that the mutational landscape of screen-detected lung cancers is an important contributor to their indolence or aggressiveness. To address this hypothesis we will take advantage of the comprehensively annotated NLST biorepository. Whole exome sequencing (WES) of the previously collected NLST samples will be performed to determine the genomic features that distinguish between screen-detected indolent and aggressive lung tumors that result in heterogeneous clinical outcomes. Samples from 110 patients with aggressive cancers and 494 with indolent cancers along with matching reference tissues will be assessed. By utilizing WES, we will be able to identify the impact of genes not previously associated with lung cancer as well as novel alleles of genes with known roles in lung cancer. This will be the first comprehensive genomic characterization of aggressive and indolent lung cancers diagnosed in the course of a lung cancer screening trial. The detailed genomic and imaging-based characterization of screen-detected tumors will ultimately impact clinical management of those cancers. Through separate funding, we will also integrate the genomic data obtained through this research with the tumor immune microenvironment (as characterized by multiplex immunofluorescence analysis of the same specimens) and CT imaging features to build integrated, multiparametric models of tumor biology that can be used to predict the biological behavior of lung cancers in the screening setting.

Publications

  • Menon AA, Lee M, Ke X, Putman RK, Hino T, Rose JA, Duan F, Ash SY, Cho MH, O'Connor GT, Dupuis J, Hatabu H, Lenburg ME, Billatos ES, Hunninghake GM, DECAMP Investigators, Spira A, Moses E, Beane J, Campbell J, Cunningham J, Liu G, Liu H, Zhang S, Zhang J, Shi X, Merenstein C, Zhao Y, Aberle D, Schnall M, Apgar C, Mahon I, Dymond L, Bauza J, Gevo S, Gastonis C, Marquez H, Elashoff D, Wistuba I, Kadara H, Fujimoto J, Dalgard C, Wilkerson M, Aberle D, Washko G, Kinsey CM, Fine D, Goldstein R, LaCerda K, Battaile J, Kroll M, Keith B, Jackson M, Dubinett S, Lee G, Aryanfar B, Corona R, Vachani A, Soloman S, Atwood C, Owens G, Edvardsson H, Massion P, Helton T, Reid M, Kuzniewski C, Carmichael J, LaPerriere H, ScottParrish J, White L, Kaur A, Browning R Jr, Nelissery M, Akanni F, Rojas L. Bronchial epithelial gene expression and interstitial lung abnormalities. Respiratory research. 2023 Oct 10;24(1):245. PMID: 37817229
  • Billatos E, Ash SY, Duan F, Xu K, Romanoff J, Marques H, Moses E, Han MK, Regan EA, Bowler RP, Mason SE, Doyle TJ, San José Estépar R, Rosas IO, Ross JC, Xiao X, Liu H, Liu G, Sukumar G, Wilkerson M, Dalgard C, Stevenson C, Whitney D, Aberle D, Spira A, San José Estépar R, Lenburg ME, Washko GR, DECAMP and COPDGene Investigators. Distinguishing Smoking-Related Lung Disease Phenotypes Via Imaging and Molecular Features. Chest. 2021 Feb;159(2):549-563. Epub 2020 Sep 16. PMID: 32946850
  • Xu K, Diaz AA, Duan F, Lee M, Xiao X, Liu H, Liu G, Cho MH, Gower AC, Alekseyev YO, Spira A, Aberle DR, Washko GR, Billatos E, Lenburg ME, DECAMP investigators. Bronchial gene expression alterations associated with radiological bronchiectasis. The European respiratory journal. 2023 Jan 27;61. (1). Print 2023 Jan. PMID: 36229050
  • Kinsey CM, Billatos E, Mori V, Tonelli B, Cole BF, Duan F, Marques H, de la Bruere I, Onieva J, San José Estépar R, Cleveland A, Idelkope D, Stevenson C, Bates JHT, Aberle D, Spira A, Washko G, San José Estépar R. A simple assessment of lung nodule location for reduction in unnecessary invasive procedures. Journal of thoracic disease. 2021 Jul;13(7):4207-4216. PMID: 34422349
  • Yanagawa J, Tran LM, Salehi-Rad R, Lim RJ, Dumitras C, Fung E, Wallace WD, Prosper AE, Fishbein G, Shea C, Hong R, Kahangi B, Deng JJ, Gower AC, Liu B, Campbell JD, Mazzilli SA, Beane JE, Kadara H, Lenburg ME, Spira AE, Aberle DR, Krysan K, Dubinett SM. Single-Cell Characterization of Pulmonary Nodules Implicates Suppression of Immunosurveillance across Early Stages of Lung Adenocarcinoma. Cancer research. 2023 Oct 2;83(19):3305-3319. PMID: 37477508
  • Kang S, Li Q, Chen Q, Zhou Y, Park S, Lee G, Grimes B, Krysan K, Yu M, Wang W, Alber F, Sun F, Dubinett SM, Li W, Zhou XJ. CancerLocator: non-invasive cancer diagnosis and tissue-of-origin prediction using methylation profiles of cell-free DNA. Genome biology. 2017 Mar 24;18(1):53. PMID: 28335812
  • Li R, Salehi-Rad R, Crosson W, Momcilovic M, Lim RJ, Ong SL, Huang ZL, Zhang T, Abascal J, Dumitras C, Jing Z, Park SJ, Krysan K, Shackelford DB, Tran LM, Liu B, Dubinett SM. Inhibition of Granulocytic Myeloid-Derived Suppressor Cells Overcomes Resistance to Immune Checkpoint Inhibition in LKB1-Deficient Non-Small Cell Lung Cancer. Cancer research. 2021 Jun 15;81(12):3295-3308. Epub 2021 Apr 14. PMID: 33853830
  • Fontebasso Y, Dubinett SM. Drug Development for Metastasis Prevention. Critical reviews in oncogenesis. 2015;20(5-6):449-73. PMID: 27279241
  • Krysan K, Tran LM, Dubinett SM. Immunosurveillance and Regression in the Context of Squamous Pulmonary Premalignancy. Cancer discovery. 2020 Oct;10(10):1442-1444. PMID: 33004476
  • Cummings AL, Gukasyan J, Lu HY, Grogan T, Sunga G, Fares CM, Hornstein N, Zaretsky J, Carroll J, Bachrach B, Akingbemi WO, Li D, Noor Z, Lisberg A, Goldman JW, Elashoff D, Bui AAT, Ribas A, Dubinett SM, Rossetti M, Garon EB. Mutational landscape influences immunotherapy outcomes among patients with non-small-cell lung cancer with human leukocyte antigen supertype B44. Nature cancer. 2020 Dec;1(12):1167-1175. Epub 2020 Nov 16. PMID: 35121931
  • Salehi-Rad R, Li R, Tran LM, Lim RJ, Abascal J, Momcilovic M, Park SJ, Ong SL, Shabihkhani M, Huang ZL, Paul M, Shackelford DB, Krysan K, Liu B, Dubinett SM. Novel Kras-mutant murine models of non-small cell lung cancer possessing co-occurring oncogenic mutations and increased tumor mutational burden. Cancer immunology, immunotherapy : CII. 2021 Aug;70(8):2389-2400. Epub 2021 Jan 28. PMID: 33507343
  • Lee JM, Lee MH, Garon E, Goldman JW, Salehi-Rad R, Baratelli FE, Schaue D, Wang G, Rosen F, Yanagawa J, Walser TC, Lin Y, Park SJ, Adams S, Marincola FM, Tumeh PC, Abtin F, Suh R, Reckamp KL, Lee G, Wallace WD, Lee S, Zeng G, Elashoff DA, Sharma S, Dubinett SM. Phase I Trial of Intratumoral Injection of CCL21 Gene-Modified Dendritic Cells in Lung Cancer Elicits Tumor-Specific Immune Responses and CD8+ T-cell Infiltration. Clinical cancer research : an official journal of the American Association for Cancer Research. 2017 Aug 15;23(16):4556-4568. Epub 2017 May 3. PMID: 28468947
  • Garon EB, Chih-Hsin Yang J, Dubinett SM. The Role of Interleukin 1β in the Pathogenesis of Lung Cancer. JTO clinical and research reports. 2020 Feb 11;1(1):100001. doi: 10.1016/j.jtocrr.2020.100001. eCollection 2020 Mar. PMID: 34589908
  • Xu K, Shi X, Husted C, Hong R, Wang Y, Ning B, Sullivan T, Rieger-Christ K, Duan F, Marques H, Gower A, Xiao X, Liu H, Liu G, Duclos G, Platt M, Spira A, Mazzilli S, Billatos E, Lenburg M, Campbell J, Beane J. Smoking Modulates Different Secretory Subpopulations Expressing SARS-CoV-2 Entry Genes in the Nasal and Bronchial Airways. Research square. 2021 Oct 28. PMID: 34729557
  • Souery WN, Billatos E, Elalami R, San José Estépar R, Cho MH, Diaz AA, Lenburg ME. Mucus Plugs-associated Gene Expression Identifies Pathophysiology Shared with Chronic Bronchitis. American journal of respiratory and critical care medicine. 2025 Oct 10. Epub 2025 Oct 10. PMID: 41072469
  • Smedley NF, Aberle DR, Hsu W. Using deep neural networks and interpretability methods to identify gene expression patterns that predict radiomic features and histology in non-small cell lung cancer. Journal of medical imaging (Bellingham, Wash.). 2021 May;8(3):031906. Epub 2021 May 8. PMID: 33977113
  • Spira A, Yurgelun MB, Alexandrov L, Rao A, Bejar R, Polyak K, Giannakis M, Shilatifard A, Finn OJ, Dhodapkar M, Kay NE, Braggio E, Vilar E, Mazzilli SA, Rebbeck TR, Garber JE, Velculescu VE, Disis ML, Wallace DC, Lippman SM. Precancer Atlas to Drive Precision Prevention Trials. Cancer research. 2017 Apr 1;77(7):1510-1541. PMID: 28373404
  • Salehi-Rad R, Lim RJ, Du Y, Tran LM, Li R, Ong SL, Ling Huang Z, Dumitras C, Zhang T, Park SJ, Crosson W, Kahangi B, Abascal J, Seet C, Oh M, Shabihkhani M, Paul M, Krysan K, Lisberg AE, Garon EB, Liu B, Dubinett SM. CCL21-DC in situ vaccination in murine NSCLC overcomes resistance to immunotherapy and generates systemic tumor-specific immunity. Journal for immunotherapy of cancer. 2023 Sep;11. (9). PMID: 37730274
  • Salehi-Rad R, Dubinett SM. Understanding the mechanisms of immune-evasion by lung cancer in the context of chronic inflammation in emphysema. Journal of thoracic disease. 2019 Feb;11(2):382-385. PMID: 30962980
  • Lim RJ, Liu B, Krysan K, Dubinett SM. Lung Cancer and Immunity Markers. Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology. 2020 Dec;29(12):2423-2430. Epub 2020 Aug 20. PMID: 32856614
  • Ostrin EJ, Sidransky D, Spira A, Hanash SM. Biomarkers for Lung Cancer Screening and Detection. Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology. 2020 Dec;29(12):2411-2415. Epub 2020 Oct 22. PMID: 33093160
  • Scafoglio CR, Villegas B, Abdelhady G, Bailey ST, Liu J, Shirali AS, Wallace WD, Magyar CE, Grogan TR, Elashoff D, Walser T, Yanagawa J, Aberle DR, Barrio JR, Dubinett SM, Shackelford DB. Sodium-glucose transporter 2 is a diagnostic and therapeutic target for early-stage lung adenocarcinoma. Science translational medicine. 2018 Nov 14;10. (467). PMID: 30429355
  • Li R, Ong SL, Tran LM, Jing Z, Liu B, Park SJ, Huang ZL, Walser TC, Heinrich EL, Lee G, Salehi-Rad R, Crosson WP, Pagano PC, Paul MK, Xu S, Herschman H, Krysan K, Dubinett S. Chronic IL-1β-induced inflammation regulates epithelial-to-mesenchymal transition memory phenotypes via epigenetic modifications in non-small cell lung cancer. Scientific reports. 2020 Jan 15;10(1):377. PMID: 31941995
  • Steiner D, Sultan L, Sullivan T, Liu H, Zhang S, LeClerc A, Alekseyev YO, Liu G, Mazzilli SA, Zhang J, Rieger-Christ K, Burks EJ, Beane J, Lenburg ME. Identification of a gene expression signature of vascular invasion and recurrence in stage I lung adenocarcinoma via bulk and spatial transcriptomics. bioRxiv : the preprint server for biology. 2024 Jun 10. PMID: 38915565
  • Xu K, Shi X, Husted C, Hong R, Wang Y, Ning B, Sullivan TB, Rieger-Christ KM, Duan F, Marques H, Gower AC, Xiao X, Liu H, Liu G, Duclos G, Platt M, Spira AE, Mazzilli SA, Billatos E, Lenburg ME, Campbell JD, Beane JE. Smoking modulates different secretory subpopulations expressing SARS-CoV-2 entry genes in the nasal and bronchial airways. Scientific reports. 2022 Oct 28;12(1):18168. PMID: 36307504
  • Krysan K, Tran LM, Grimes BS, Fishbein GA, Seki A, Gardner BK, Walser TC, Salehi-Rad R, Yanagawa J, Lee JM, Sharma S, Aberle DR, Spira AE, Elashoff DA, Wallace WD, Fishbein MC, Dubinett SM. The Immune Contexture Associates with the Genomic Landscape in Lung Adenomatous Premalignancy. Cancer research. 2019 Oct 1;79(19):5022-5033. Epub 2019 May 29. PMID: 31142513
  • Billatos E, Duan F, Moses E, Marques H, Mahon I, Dymond L, Apgar C, Aberle D, Washko G, Spira A, DECAMP investigators. Detection of early lung cancer among military personnel (DECAMP) consortium: study protocols. BMC pulmonary medicine. 2019 Mar 7;19(1):59. PMID: 30845938
  • Dost AFM, Moye AL, Vedaie M, Tran LM, Fung E, Heinze D, Villacorta-Martin C, Huang J, Hekman R, Kwan JH, Blum BC, Louie SM, Rowbotham SP, Sainz de Aja J, Piper ME, Bhetariya PJ, Bronson RT, Emili A, Mostoslavsky G, Fishbein GA, Wallace WD, Krysan K, Dubinett SM, Yanagawa J, Kotton DN, Kim CF. Organoids Model Transcriptional Hallmarks of Oncogenic KRAS Activation in Lung Epithelial Progenitor Cells. Cell stem cell. 2020 Oct 1;27(4):663-678.e8. Epub 2020 Sep 4. PMID: 32891189
  • Saggese P, Martinez CA, Tran LM, Lim R, Dumitras C, Grogan T, Elashoff D, Ramin SR, Dubinett SM, Liu B, Scafoglio C. Genotoxic Treatment Enhances Immune Response in a Genetic Model of Lung Cancer. Cancers. 2021 Jul 18;13. (14). PMID: 34298808
  • Burks EJ, Zhang J, Sullivan TB, Shi X, Sands JM, Regis SM, McKee BJ, McKee AB, Zhang S, Liu H, Liu G, Spira A, Beane J, Lenburg ME, Rieger-Christ KM. Pathologic and gene expression comparison of CT- screen detected and routinely detected stage I/0 lung adenocarcinoma in NCCN risk-matched cohorts. Cancer treatment and research communications. 2021;29:100486. Epub 2021 Nov 10. PMID: 34794107
  • William WN Jr, Zhao X, Bianchi JJ, Lin HY, Cheng P, Lee JJ, Carter H, Alexandrov LB, Abraham JP, Spetzler DB, Dubinett SM, Cleveland DW, Cavenee W, Davoli T, Lippman SM. Immune evasion in HPV- head and neck precancer-cancer transition is driven by an aneuploid switch involving chromosome 9p loss. Proceedings of the National Academy of Sciences of the United States of America. 2021 May 11;118. (19). PMID: 33952700

Clinical Trials

Study Name Clinical Trial ID
DECAMP-1: Diagnosis and Surveillance of Indeterminate Pulmonary Nodules NCT01785342