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Principal Investigator
Louise C. Showe
Awardee Organization

Wistar Institute
United States

Fiscal Year
2021
Activity Code
U01
Project End Date

Integration of Biomarker Signatures from Peripheral Blood for Diagnosis, Prognosis, Remission and Recurrence of Lung Cancer

The National lung Screening Trial has demonstrated that a 20% reduction in lung cancer mortality is associated with routine LDCT screening of older individuals with a heavy smoking history, but of the patients that had a positive screen for lung cancer based on lung nodules detected, approximately 96% proved to be false positives. These statistics highlight two unmet medical needs required to maximize the diagnostic potential of LDCT: 1) the development of diagnostic platforms that will distinguish malignant from benign nodules identified by routine LDCT, and 2) the development of inexpensive, non-invasive methods that can identify at risk individuals who would benefit from follow up with LDCT. The proposed research in Project 1 capitalizes on technical advances for assaying gene expression and abundant prior evidence that tumors are highly interactive with the immune system. Our previous studies demonstrated that it is possible to diagnose early-stage lung cancer with 90% sensitivity and 80% specificity using gene expression signatures from PBMC. The proposed research translates the PBMC diagnostic to a more clinically viable sample collection platform with the additional goal of increasing accuracy and assessing immunological processes affected by the presence or removal of a lung tumor. We present preliminary studies that support the hypothesis that this can be done. We have enriched the signature development process by assessing both mRNA and miRNA expression profiles to assess complimentary mechanisms for regulating gene expression and will also integrate Natural Killer cell and Myeloid cell markers associated with prognosis. We also introduce in Project 2 an assay for tumor associated antigens, the cancer testis antigens (CTAs) also associated with circulating tumor cells, cancer cell derived exosomes or other potentially important cells such as cancer stem cells. We provide strong preliminary evidence that detection of the mRNA for the CTA AKAP4 in PBMC derived RNA is possible and that detection is very highly correlated with the verified presence of a lung tumor. Strong preliminary results are presented for both projects. We also propose to integrate and expand the signatures from these 2 studies and assess accuracy on a single reliable platform that can assess both mRNA and miRNA expression, and is already FDA approved for a breast cancer prognosis signature, the nCounter from Nanostring.

Publications

  • Qumsiyeh E, Showe L, Yousef M. GediNET for discovering gene associations across diseases using knowledge based machine learning approach. Scientific reports. 2022 Nov 19;12(1):19955. PMID: 36402891
  • Lamontagne RJ, Soldan SS, Su C, Wiedmer A, Won KJ, Lu F, Goldman AR, Wickramasinghe J, Tang HY, Speicher DW, Showe L, Kossenkov AV, Lieberman PM. A multi-omics approach to Epstein-Barr virus immortalization of B-cells reveals EBNA1 chromatin pioneering activities targeting nucleotide metabolism. PLoS pathogens. 2021 Jan 26;17(1):e1009208. doi: 10.1371/journal.ppat.1009208. eCollection 2021 Jan. PMID: 33497421
  • Harro CM, Perez-Sanz J, Costich TL, Payne KK, Anadon CM, Chaurio RA, Biswas S, Mandal G, Rigolizzo KE, Sprenger KB, Mine JA, Showe LC, Yu X, Liu K, Rodriguez PC, Pinilla-Ibarz J, Sokol L, Conejo-Garcia JR. Methyltransferase inhibitors restore SATB1 protective activity against cutaneous T cell lymphoma in mice. The Journal of clinical investigation. 2021 Feb 1;131. (3). PMID: 33270606
  • Sakurai M, Shiromoto Y, Ota H, Song C, Kossenkov AV, Wickramasinghe J, Showe LC, Skordalakes E, Tang HY, Speicher DW, Nishikura K. ADAR1 controls apoptosis of stressed cells by inhibiting Staufen1-mediated mRNA decay. Nature structural & molecular biology. 2017 Jun;24(6):534-543. Epub 2017 Apr 24. PMID: 28436945
  • Dweep H, Showe LC, Kossenkov AV. Functional Annotation of MicroRNAs Using Existing Resources. Methods in molecular biology (Clifton, N.J.). 2022;2257:57-77. PMID: 34432273
  • Kossenkov AV, Vachani A, Chang C, Nichols C, Billouin S, Horng W, Rom WN, Albelda SM, Showe MK, Showe LC. Resection of non-small cell lung cancers reverses tumor-induced gene expression changes in the peripheral immune system. Clinical cancer research : an official journal of the American Association for Cancer Research. 2011 Sep 15;17(18):5867-77. Epub 2011 Aug 1. PMID: 21807633
  • Yadav A, Kossenkov AV, Showe LC, Ratcliffe SJ, Choi GH, Montaner LJ, Tebas P, Shaw PA, Collman RG. Lack of Atorvastatin Effect on Monocyte Gene Expression and Inflammatory Markers in HIV-1-infected ART-suppressed Individuals at Risk of non-AIDS Comorbidities. Pathogens & immunity. 2021 Aug 13;6(2):1-26. doi: 10.20411/pai.v6i2.461. eCollection 2021. PMID: 34447895
  • Kelich J, Aramburu T, van der Vis JJ, Showe L, Kossenkov A, van der Smagt J, Massink M, Schoemaker A, Hennekam E, Veltkamp M, van Moorsel CHM, Skordalakes E. Telomere dysfunction implicates POT1 in patients with idiopathic pulmonary fibrosis. The Journal of experimental medicine. 2022 May 2;219. (5). Epub 2022 Apr 14. PMID: 35420632
  • Huang Q, Yan J, Agami R. Long non-coding RNAs in metastasis. Cancer metastasis reviews. 2018 Mar;37(1):75-81. PMID: 29230620
  • Kossenkov AV, Qureshi R, Dawany NB, Wickramasinghe J, Liu Q, Majumdar RS, Chang C, Widura S, Kumar T, Horng WH, Konnisto E, Criner G, Tsay JJ, Pass H, Yendamuri S, Vachani A, Bauer T, Nam B, Rom WN, Showe MK, Showe LC. A Gene Expression Classifier from Whole Blood Distinguishes Benign from Malignant Lung Nodules Detected by Low-Dose CT. Cancer research. 2019 Jan 1;79(1):263-273. Epub 2018 Nov 28. PMID: 30487137
  • Yokoyama Y, Zhu H, Lee JH, Kossenkov AV, Wu SY, Wickramasinghe JM, Yin X, Palozola KC, Gardini A, Showe LC, Zaret KS, Liu Q, Speicher D, Conejo-Garcia JR, Bradner JE, Zhang Z, Sood AK, Ordog T, Bitler BG, Zhang R. BET Inhibitors Suppress ALDH Activity by Targeting ALDH1A1 Super-Enhancer in Ovarian Cancer. Cancer research. 2016 Nov 1;76(21):6320-6330. PMID: 27803105
  • Fukumoto T, Zhu H, Nacarelli T, Karakashev S, Fatkhutdinov N, Wu S, Liu P, Kossenkov AV, Showe LC, Jean S, Zhang L, Zhang R. N6-Methylation of Adenosine of FZD10 mRNA Contributes to PARP Inhibitor Resistance. Cancer research. 2019 Jun 1;79(11):2812-2820. Epub 2019 Apr 9. PMID: 30967398
  • Yousef M, Bakir-Gungor B, Jabeer A, Goy G, Qureshi R, C Showe L. Recursive Cluster Elimination based Rank Function (SVM-RCE-R) implemented in KNIME. F1000Research. 2020 Oct 19;9:1255. doi: 10.12688/f1000research.26880.2. eCollection 2020. PMID: 33500779
  • Midgley A, Barakat D, Braitch M, Nichols C, Nebozhyn M, Edwards LJ, Fox SC, Gran B, Robins RA, Showe LC, Constantinescu CS. PAF-R on activated T cells: Role in the IL-23/Th17 pathway and relevance to multiple sclerosis. Immunobiology. 2021 Jan;226(1):152023. Epub 2020 Nov 13. PMID: 33278709
  • Yang L, Zhang Y, Shan W, Hu Z, Yuan J, Pi J, Wang Y, Fan L, Tang Z, Li C, Hu X, Tanyi JL, Fan Y, Huang Q, Montone K, Dang CV, Zhang L. Repression of BET activity sensitizes homologous recombination-proficient cancers to PARP inhibition. Science translational medicine. 2017 Jul 26;9. (400). PMID: 28747513
  • Yousef M, Showe LC, Ben Shlomo I. Clinical presentation of COVID-19 - a model derived by a machine learning algorithm. Journal of integrative bioinformatics. 2021 Mar 4;18(1):3-8. PMID: 33675198