Boston University Medical Campus
United States
The Boston University-UCLA Lung Cancer Biomarker Development Lab
With the increasing adoption of computed tomography (CT) as a screening tool for lung cancer, methods for identifying the small number of patients with malignant nodules from among the large number of patients with benign CT-detected nodules is a growing and urgent clinical need. We have targeted the problem of developing biomarkers for detecting malignant solid or part-solid nodules that are 6 – 25 mm in diameter that are identified by screening at risk individuals or found incidentally in screen-eligible individuals. The ability to sensitively detect lung cancer in this clinical setting could reduce many of the potentially harmful consequences that currently arise from uncertainties about which of these indeterminate lung nodules require the most aggressive workup. The core of our approach is the integration of molecular biomarkers measured in non-invasively collected nasal brushes and plasma specimens together with complementary imaging and clinical markers. On the basis of our preliminary data, we will use total RNA sequencing of both large and small RNA to deeply characterize the cancer-associated airway-wide field of injury in nasal epithelium; exosome-derived plasma miRNA to capture information about tumor-associated products found in the circulation; and qualitative and quantitative imaging characteristics to capture information about the biology of the nodule and the local environment that would otherwise only be available through direct sampling. Further, we will be profiling these features in several unique cohorts of smokers with indeterminate nodules detected either incidentally or by screening that represent the clinical population in which most lung cancers are diagnosed. Our use of biorepositories that have been collected from the clinical settings in which the biomarker would ultimately be applied, utilizing a prospective-specimen-collection, retrospective-blindedevaluation (PRoBE) design minimizes potential bias and improves applicability to the intended use population. A key aspect of our biomarker development plan is a two-staged feature selection process that will allow us to efficiently use patient cohorts to detect robustly cancer-associated molecular and imaging features that will then be used to construct integrated cancer predictive models. The performance and clinical utility of the resulting models will undergo preliminary validation studies at the end of the proposed studies. This will allow us to make a GO / NO-GO decision about whether they should be subsequently tested in larger validation trials based on a rigorous evaluation of their validity and also whether they represent progress toward our goal of shrinking the intermediate risk category, thereby improving the diagnostic workup of the large number of patients for whom there is currently considerable clinical uncertainty.
Publications
- 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
- 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
- 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
- Billatos E, Vick JL, Lenburg ME, Spira AE. The Airway Transcriptome as a Biomarker for Early Lung Cancer Detection. Clinical cancer research : an official journal of the American Association for Cancer Research. 2018 Jul 1;24(13):2984-2992. Epub 2018 Feb 20. PMID: 29463557
- 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 S, Li W, Liu B, Krysan K, Dubinett SM. Noninvasive Lung Cancer Subtype Classification Using Tumor-Derived Signatures and cfDNA Methylome. Cancer research communications. 2024 Jul 1;4(7):1738-1747. PMID: 38856716
- Shen S, Han SX, Aberle DR, Bui AA, Hsu W. An Interpretable Deep Hierarchical Semantic Convolutional Neural Network for Lung Nodule Malignancy Classification. Expert systems with applications. 2019 Aug 15;128:84-95. Epub 2019 Jan 18. PMID: 31296975
- 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
- Pine PS, Lund SP, Parsons JR, Vang LK, Mahabal AA, Cinquini L, Kelly SC, Kincaid H, Crichton DJ, Spira A, Liu G, Gower AC, Pass HI, Goparaju C, Dubinett SM, Krysan K, Stass SA, Kukuruga D, Van Keuren-Jensen K, Courtright-Lim A, Thompson KL, Rosenzweig BA, Sorbara L, Srivastava S, Salit ML. Summarizing performance for genome scale measurement of miRNA: reference samples and metrics. BMC genomics. 2018 Mar 6;19(1):180. PMID: 29510677
- 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
- Lin Y, Wei L, Han SX, Aberle DR, Hsu W. EDICNet: An end-to-end detection and interpretable malignancy classification network for pulmonary nodules in computed tomography. Proceedings of SPIE--the International Society for Optical Engineering. 2020 Feb;11314. Epub 2020 Mar 16. PMID: 32606487
- Choi Y, Qu J, Wu S, Hao Y, Zhang J, Ning J, Yang X, Lofaro L, Pankratz DG, Babiarz J, Walsh PS, Billatos E, Lenburg ME, Kennedy GC, McAuliffe J, Huang J. Improving lung cancer risk stratification leveraging whole transcriptome RNA sequencing and machine learning across multiple cohorts. BMC medical genomics. 2020 Oct 22;13(Suppl 10):151. PMID: 33087128
- Billatos E, Faiz A, Gesthalter Y, LeClerc A, Alekseyev YO, Xiao X, Liu G, Ten Hacken NHT, Heijink IH, Timens W, Brandsma CA, Postma DS, van den Berge M, Spira A, Lenburg ME. Impact of acute exposure to cigarette smoke on airway gene expression. Physiological genomics. 2018 Sep 1;50(9):705-713. Epub 2018 Jun 22. PMID: 29932825
- Dhar M, Lam JN, Walser T, Dubinett SM, Rettig MB, Di Carlo D. Functional profiling of circulating tumor cells with an integrated vortex capture and single-cell protease activity assay. Proceedings of the National Academy of Sciences of the United States of America. 2018 Oct 2;115(40):9986-9991. Epub 2018 Sep 17. PMID: 30224472
- 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
- Beane J, Campbell JD, Lel J, Vick J, Spira A. Genomic approaches to accelerate cancer interception. The Lancet. Oncology. 2017 Aug;18(8):e494-e502. Epub 2017 Jul 26. PMID: 28759388
- 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
- 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
- Beane J, Mazzilli SA, Tassinari AM, Liu G, Zhang X, Liu H, Buncio AD, Dhillon SS, Platero SJ, Lenburg ME, Reid ME, Lam S, Spira AE. Detecting the Presence and Progression of Premalignant Lung Lesions via Airway Gene Expression. Clinical cancer research : an official journal of the American Association for Cancer Research. 2017 Sep 1;23(17):5091-5100. Epub 2017 May 22. PMID: 28533227
- AEGIS Study Team, Perez-Rogers JF, Gerrein J, Anderlind C, Liu G, Zhang S, Alekseyev Y, Smith KP, Whitney D, Evan Johnson W, Elashoff DA, Dubinett SM, Brody J, Spira A, Lenburg ME. Shared Gene Expression Alterations in Nasal and Bronchial Epithelium for Lung Cancer Detection. Journal of the National Cancer Institute. 2017 Jul 1;109. (7). PMID: 28376173
- 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
- Stackpole ML, Zeng W, Li S, Liu CC, Zhou Y, He S, Yeh A, Wang Z, Sun F, Li Q, Yuan Z, Yildirim A, Chen PJ, Winograd P, Tran B, Lee YT, Li PS, Noor Z, Yokomizo M, Ahuja P, Zhu Y, Tseng HR, Tomlinson JS, Garon E, French S, Magyar CE, Dry S, Lajonchere C, Geschwind D, Choi G, Saab S, Alber F, Wong WH, Dubinett SM, Aberle DR, Agopian V, Han SB, Ni X, Li W, Zhou XJ. Cost-effective methylome sequencing of cell-free DNA for accurately detecting and locating cancer. Nature communications. 2022 Sep 29;13(1):5566. PMID: 36175411
- 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
- Vachani A, Sequist LV, Spira A. AJRCCM: 100-Year Anniversary. The Shifting Landscape for Lung Cancer: Past, Present, and Future. American journal of respiratory and critical care medicine. 2017 May 1;195(9):1150-1160. PMID: 28459327