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Novel Autoantibodies Biomarkers Panel to Prognosticate the Clinical Outcomes in Advanced-stage NSCLC Patients Receiving Anti PD-1/PD-L1 Immunotherapy. Am J Clin Pathol 2020. [DOI: 10.1093/ajcp/aqaa161.311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Introduction/Objective
Lung cancer is the leading cause of cancer-related deaths worldwide, with a majority of cases detected at a non-resectable advanced stage. Current anti PD-1/-L1 therapy has reformed cancer treatment strategies with remarkable clinical outcomes in non-small cell lung cancer (NSCLC). However, the overall response rate is still marginal, demonstrating the need for biomarkers predictive of response. The objective of this study is to develop a serum based panel to prognosticate clinical response in advanced NSCLC patients receiving anti PD-1/-L1 therapy.
Methods
Pooled sera from two response groups (Poor response, n=20, overall survival < 12 months; Good response, n=20, overall survival > 12 months) were evaluated via the HuProt™ Human Proteome Microarray (CDI laboratories, Baltimore, MD) to identify expressed neoantigens. Recombinant proteins representative to identified neoantigens along with their corresponding antibodies, were commercially acquired to develop a robust 13-plex bead- based immunoassay to evaluate the autoantibodies in pretreatment sera from 125 advanced-stage NSCLC patients. Finally, levels of autoantibodies were correlated to clinical outcome, including progression free survival (PFS), overall survival (OS) and grade III adverse events.
Results
Low baseline levels of ZNF695, MCM4, PRMT2, FGD3, GTF2A1, GLUL, CDCA3, ZNF277, GARS, GBP2, UBL7, and ASNA1 autoantibodies were found to be associated with a longer PFS (all p-values < 0.01), whereas increased levels were associated with a poor PFS outcome (0.06, HR=0.66, 95% CI). Low levels of ZNF695, MCM4, PRMT2, FGD3, GARS, GBP2, and UBL7 autoantibodies were associated with favorable OS (all p-values < 0.01).
Conclusion
In this study we demonstrated that serum autoantibodies have great promise to serve as a prognostic tool for immunotherapy response. We successfully developed a high performance multiplexed serum based assay to evaluate autoantibodies in an advanced NSCLC patients receiving anti PD-1/-L1 therapy.
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Abstract 426: Autoantibodies: A promising prognostic tool for immunotherapy response in advanced non-small cell lung cancer. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Immune-checkpoint blockade has revolutionized cancer therapy in advanced non-small cell lung cancer (NSCLC). Tissue expression of programmed death protein ligand (PD-L1) remains the gold standard for patient stratification, however, the limited performance of this marker encourages investigations for improved molecular diagnostics. The objective of this study is to identify and evaluate the role of neoantigen-associated autoantibodies to predict the clinical response to anti-PD-1/-L1 in advanced stage NSCLC.
Method: Lung adenocarcinoma A549 and H358 cell lysate proteins were resolved via 2-dimensional electrophoresis, electroblotted onto nitrocellulose, and immunoprobed with pooled, pretreatment sera (n= 4/ group) derived from patients with advanced NSCLC who received PD-1/-L1 directed immunotherapy. These patients have documented disease progression within 12 weeks (“rapid progression”) or demonstrated radiographical stable disease/progression after the first 180 days of therapy (“late progression”). Immunoreactive spots were detected with an HRP-conjugated, anti-human IgG secondary antibody with digital densitometry. A 4-fold cutoff threshold in expression was used to prioritize spots for identification via tandem mass spectrometry. From A549 cells, recombinant proteins were selected for STIP-1, annexin A2, HSPA8, and GAPDH. These proteins were then analyzed via immunoblotting methods using sera from each indicated group (n=4 per group). In addition, identified proteins from H358 cells include FH, HSP70B, IMPDH2, NY ESO-1, PGAM-1, and vimentin. Recombinant versions of a selection of autoantigens identified in this manner were commercially acquired and used to develop custom Luminex immunobead assays to quantitatively assess autoantibody production in individual patient sera (rapid progressors, n=14; late progressors, n=18). Values were statistically compared via Mann-Whitney test.
Results: Series of differentially expressed autoantigens predictive of clinical response to PD-1/-L1 directed immunotherapy were identified. Western blots of neoantigens identified from A549 cells; STIP-1, annexin A2, HSPA8, and GAPDH were significantly able to distinguish between response groups (p-value < 0.001). Six H358 targets resulting from the custom bead-based immunoassay development; FH, HSP70B, IMPDH2, NY-ESO-1, PGAM-1, and vimentin were also able to distinguish between groups (p-values of 0.01, 0.01, 0.022, 0.005, 0.034, and 0.027, respectively).
Conclusion: Our study demonstrates that serum autoantibodies have great promise to serve as a robust tool to prognosticate response for patients receiving PD-1/-L1 directed immunotherapy and potentially aid current treatment selection methods. Additional targets are currently being developed into multiplexed immunobead assays for evaluation across larger cohorts of patients.
Citation Format: Imad Tarhoni, Cristina Fhied, Melissa Pergande, Revathi Kollipara, Connor J. Wakefield, Katherine Gallo, Apoorva Tangri, Marta Batus, Mary Jo Fidler, Philip Bonomi, Jeffrey A. Borgia. Autoantibodies: A promising prognostic tool for immunotherapy response in advanced non-small cell lung cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 426.
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Abstract 5708: Associations between soluble immune checkpoint molecules and overall survival in advanced non-small cell lung cancer (NSCLC) patients treated with either anti-PD-1/-L1 monoclonal antibodies or single-agent chemotherapy. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-5708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: While several of the KEYNOTE trials showed that NSCLC patients whose tumors expressed high levels of the programmed death ligand-1 (PD-L1) were more likely to have superior survival with pembrolizumab compared to chemotherapy, other trials failed to confirm the predictive value of PD-L1 tissue expression. And with response rates for PD-1/-L1 directed immunotherapy approximating 20%, development of improved molecular diagnostics to accurately identify patients likely to have long-term disease control is needed. The goal of the current study is to evaluate potential relationships between a panel of soluble immune checkpoint molecules and disease control in NSCLC patients treated with PD-1/-L1 monoclonal antibodies. Method: Pretreatment sera from 128 cases of advanced NSCLC that failed frontline chemotherapy were evaluated for 16 soluble checkpoint molecules and immune regulators using the Human Immuno-Oncology Checkpoint Protein Panel (MilliporeSigma). This panel consists of the following targets: BTLA, CD27, CD28, TIM-3, HVEM, CD40, GITR, GITRL, LAG-3, TLR-2, PD-1, PD-L1, CTLA-4, CD80/B7-1, CD86/B7-2, and ICOS. All patients tested received either PD-1/-L1 targeting checkpoint inhibitors (nivolumab, atelizumab, or pembrolizumab; n=79) or single-agent chemotherapy (n=49). All kits were processed according to manufacturer-defined protocols and read using a Luminex® FLEXMAP 3D®. Finally, statistical relationships were determined using the Log-Rank test in relation to overall survival, defined as the interval from diagnosis to last follow up or death. Results: Pretreatment sera from 128 cases of NSCLC were evaluated for 16 soluble checkpoint molecules and immune regulators using the Luminex immunobead platform. In analysis of the cohort, lower levels of CD80/B7-1 were found to have significant association (p=0.0372) with superior overall survival. Patients who received PD-1/L1-directed immunotherapy, however, demonstrated low circulating levels of the T-cell associated molecules CD28 and CD80/B7-1, which were associated with superior overall survival (p=0.0178 and 0.036, respectively), whereas low circulating levels of the tumor-associated molecules LAG-3 and CD86/B7-2 were associated with an inferior overall survival (p=0.009 and 0.0278, respectively). There were no significant associations (all p>0.05) identified in the cohort that received chemotherapy alone. Conclusion: These findings suggest that soluble immune-checkpoint molecules may identify advanced NSCLC patients most likely to benefit from anti-PD-1/-L1 immunotherapy. Prospective study of these biomarkers is planned to determine if they have predictive value for anti-PD-1/-L1 therapy and to explore implications for developing combination immunotherapy regimens.
Citation Format: Imad A. Tarhoni, Ibtihaj Fughhi, David Gerard, Sanjib Basu, Cristina Fhied, Wen-rong Lie, Donna Russell, Marta Batus, Nisha Thakar, Philip Bonomi, Mary Fidler, Jeffrey Borgia. Associations between soluble immune checkpoint molecules and overall survival in advanced non-small cell lung cancer (NSCLC) patients treated with either anti-PD-1/-L1 monoclonal antibodies or single-agent chemotherapy [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 5708.
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MINI01.12: Angiogenesis Biomarkers are Associated with Progression Free Survival in Non–Small Cell Lung Cancer Treated with SBRT. J Thorac Oncol 2016. [DOI: 10.1016/j.jtho.2016.09.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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P034 Detection of soluble HLA antigens (sHLA) in blood for early detection of non-small cell lung carcinoma (NSCLC). Hum Immunol 2016. [DOI: 10.1016/j.humimm.2016.07.099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Abstract 1690: IGF-1 and TGF-β promote EMT and angiogenesis in 3D cultures of lung adenocarcinoma cells: A pilot study. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-1690] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background
Lung cancer is leading cause of cancer related deaths worldwide, with metastasis underlying this high mortality rate. An epithelial to mesenchymal transition (EMT) and angiogenesis are processes well known to increase tumor cell invasive potential. Transforming growth factor - beta (TGF-β) and insulin-like growth factor (IGF-1) are well established inducers of EMT and promoters of angiogenesis. In this pilot study, we tested the effects of IGF-1 and TGF-β on the lung adenocarcinoma cell line, A549, using a novel 3D cell culture method.
Method
A549 lung adenocarcinoma cells were seeded (15 million cells/ 500 μL 3D cocoon) in a Cell Mate 3D matrix (BRTI). After 24 h of recovery the cocoons were maintained in DMEM containing 2.5% FBS and received either IGF-1 (100 ng/mL), TGF-beta (20 ng/mL) for up to 7 days. A fourth group receiving only DMEM medium with 2.5% FBS was used for control purposes. Cocoons were formalin-fixed and paraffin embedded; 5um sections were prepared and stained for vimentin and E-cadherin. Cell-conditioned media was evaluated for angiogenesis factors(MILLIPLEX® Human Angiogenesis Kits (EMD Millipore®, Billerica, MA)) using the Luminex immunobead platform (Luminex Corp., Austin, TX). All data were then analyzed using SPSS.
Results
80% of TGF-β treated cells expressed vimentin compared to 27.5% in the control group. Cell staining strongly positive for vimentin demonstrated increased migration to the periphery compared to cells that were positive for E-cadherin. Both of IGF-1 and TGF-β significantly upregulated VEGF-A, IL-8, sHer2. Tenascin-C and Follistatin were significantly increased with TGF-β only (p<0.01). sVEGFR2 and sVEGFR3 were down regulated by IGF-1 and upregulated by TGF-beta relative to control (p<0.05). G-CSF, FGF-2, sIL6R, sAXLs, HGFR, Neuropillin-1 and suPAR were significantly higher in IGF-1 and lower in TGF-β (p<0.01) stimulated cultures. Other factors, such as VEGF-D, EGF, and Angiopoietin-2, showed significant decrease in both treated groups compared with control (p<0.05).
Conclusion
A549 cells in this 3D model demonstrated increased metastatic potential with associated EMT features and increased expression of angiogenesis factors upon stimulation with IGF-1 and TGF-β. These findings will be contrasted to 2D conventional culture methods for the substantiation for the 3D scaffolds for routine culturing. Evaluation of EMT in a 3D format is a critical tool for cancer research as it emulates dynamic interactions of the cancer cells with surrounding matrix, the tumor microenvironment in a more practical fashion than conventional 2D culture methods.
Citation Format: Imad Tarhoni, Gabriela C. Lobato, Cristina Fhied, Jeffrey Borgia, Melissa Pergande, Yi Wen Chai. IGF-1 and TGF-β promote EMT and angiogenesis in 3D cultures of lung adenocarcinoma cells: A pilot study. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 1690.
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Angiogenesis Biomarkers May Be Useful in the Management of Patients With Indeterminate Pulmonary Nodules. Ann Thorac Surg 2015; 100:429-36. [PMID: 26138771 DOI: 10.1016/j.athoracsur.2015.04.018] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2015] [Revised: 03/29/2015] [Accepted: 04/01/2015] [Indexed: 12/25/2022]
Abstract
BACKGROUND Low-dose computed tomography (CT) lung cancer screening is known to have a high false positive rate. This study aims to survey biomarkers of angiogenesis for those capable of assigning clinical significance to indeterminate pulmonary nodules detected through CT imaging studies. METHODS An institutional database and specimen repository was used to identify 193 patients with stage I non-small cell lung cancer (T1N0M0) and 110 patients with benign solitary pulmonary nodules detected by CT imaging studies. All specimens were evaluated in a blinded manner for 17 biomarkers of angiogenesis using multiplex immunoassays. Biomarker performance was calculated through the Mann-Whitney rank sum U test and a receiver operator characteristic analysis. These data were used to refine our previously reported multi-analyte classification panel, which was then externally validated against an independent patient cohort (n = 80). RESULTS A total of 303 patients were screened for 17 biomarkers of angiogenesis. Median nodule size was 1.2 cm for benign cases and 1.8 cm for non-small cell lung cancer, whereas median smoking histories were 25 and 40 pack-years, respectively. Differences in serum concentrations of heparin-binding epidermal growth factor (HB-EGF), epidermal growth factor (EGF), vascular (V)EGF-A, VEGF-C, and VEGF-D were strongly significant (p ≤ 0.001) while follistatin, placental growth factor (PLGF), and bone morphogenic protein (BMP)-9 were significant (p ≤ 0.05) between patients with benign and malignant nodules. Our previously reported multi-analyte classification panel was refined to include interleukin (IL)-6, IL-10, IL-1 receptor antagonist (RA), tumor necrosis factor (TNF)-α, insulin-like growth factor binding protein (IGFBP)-5, IGFBP-4, IGF-2, stromal cell-derived factor (SDF)-1(α+β), HB-EGF, and HGF resulting in improved accuracy and a validated negative predictive value of 96.4%. CONCLUSIONS Angiogenesis biomarkers may be useful in discriminating stage I NSCLC from benign pulmonary nodules.
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Plasma biomarkers to help guide the management of patients with indeterminate findings during low-dose CT (LDCT) lung cancer screening. J Clin Oncol 2015. [DOI: 10.1200/jco.2015.33.15_suppl.e22264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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The prognostic significance of circulating angiogenesis biomarkers in stage I NSCLC. J Clin Oncol 2015. [DOI: 10.1200/jco.2015.33.15_suppl.e13506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Value of circulating insulin-like growth factor–associated proteins for the detection of stage I non–small cell lung cancer. J Thorac Cardiovasc Surg 2015; 149:727-34.e1-3; discussion 734. [DOI: 10.1016/j.jtcvs.2014.08.085] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2014] [Revised: 08/13/2014] [Accepted: 08/30/2014] [Indexed: 02/02/2023]
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Differences in Circulating Angiogenic Biomarkers as Prognosticator for Outcome in Bevacizumab-Treated Nonsquamous Non-Small Cell Lung Cancer (NSCLC) Patients. Int J Radiat Oncol Biol Phys 2014. [DOI: 10.1016/j.ijrobp.2014.08.314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Potential predictive value of hepatocyte growth factor (HGF) in advanced non-small cell lung cancer (NSCLC) treated with a platinum doublet and bevacizumab. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.15_suppl.e22000] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Differences in circulating angiogenic biomarkers as prognosticator for outcome in bevacizumab-treated nonsquamous non-small cell lung cancer (NSCLC) patients. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.15_suppl.11037] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Development of a bead-based immunoassay to routinely measure vimentin autoantibodies in the clinical setting. J Immunol Methods 2014; 407:9-14. [DOI: 10.1016/j.jim.2014.03.011] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2014] [Revised: 03/12/2014] [Accepted: 03/13/2014] [Indexed: 10/25/2022]
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57-OR. Hum Immunol 2013. [DOI: 10.1016/j.humimm.2013.08.068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Development of a serum biomarker panel predicting recurrence in stage I non–small cell lung cancer patients. J Thorac Cardiovasc Surg 2012; 144:1344-50; discussion 1350-1. [DOI: 10.1016/j.jtcvs.2012.08.033] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2012] [Revised: 08/01/2012] [Accepted: 08/14/2012] [Indexed: 12/13/2022]
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Panel of serum biomarkers to predict benefit from bevacizumab (BEV) in advanced NSCLC patients. J Clin Oncol 2012. [DOI: 10.1200/jco.2012.30.15_suppl.e21069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e21069 Background: BEV has produced modest benefits in patients (PTS) with advanced NSCLC. Identification of positive predictors for BEV would have important implications for individual PTS and health care costs. Methods: We performed a prospective exploratory analysis to identify serum biomarkers as predictors of improved outcomes with BEV. Pre treatment sera were collected from 93 pts prior to initiation of first line treatment for advanced NSCLC. Treatment drugs, including BEV, were prescribed according to treating physician’s discretion. Seventy two serum biomarkers, relevant to angiogenesis and tumor progression, were recorded using Luminex immunobead platform. Serum levels were correlated with progression free survival (PFS) and overall survival (OS) and compared between patient treated with or without BEV containing regimens, BEV + and BEV- groups respectively. Log-rank and interaction p value tests were used to identify markers associated with longer PFS and OS in the BEV+ group but not in BEV- group. Results: Characteristics for each group were: BEV+ (n=43, median age 65 y/o, 72% smokers, 60% females, 100% non-squamous). BEV– (n=50, median age 64 y/o, 84% smokers, 50% female, 70 % non-squamous). The BEV+ group had longer PFS (5.8 vs. 3.0 mos, log-rank p= 0.039) and OS (13.1 vs. 8.5 mos, log-rank p =0.11) when compared to the BEV- group. High serum levels of these markers resulted in a differential decreased hazard in the BEV+ group: PDGF-AB/BB (interaction p <0.01 for PFS, p=0.04 for OS), FGF (interaction p=0.15 for PFS, p<0.04 for OS), tenascin-c (interaction p=0.18 for PFS, p=0.04 for OS), RANTES (interaction p=0.04 for PFS, p=0.6 for OS), epiregulin (interaction p=0.31 for PFS, p=0.04 for OS) and anti-HGF (interaction p=0.18 for PFS, p=0.03 for OS). In the BEV+ group higher levels of PDGF-AB/BB were associated with a better outcome (log-rank p=0.05 and p=0.01 for PFS and OS respectively). We did not find significant correlations between serum levels of VEGF, anti-VEGF or VEGFR and benefit from BEV. Conclusions: This exploratory analysis suggests that these biomarkers may have predictive value for BEV in NSCLC PTS and should be considered for further studies.
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Abstract 1730: Expression of serum biomarkers related to epithelial-to-mesenchymal transition in non-small cell lung cancer recurrence. Cancer Res 2012. [DOI: 10.1158/1538-7445.am2012-1730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Objective: Recurrent disease in stage I non-small cell lung cancer (NSCLC) is primarily attributed to metastatic dissemination at the time of surgery undetected by current staging practices. We hypothesized that metastatic progression is driven by epithelial-to-mesenchymal transition (EMT) resulting in differences in tumor-shed protein biomarkers. The objective of this study was to evaluate the difference in expression of these biomarkers in patients with recurrent stage 1 NSCLC. Methods: We used the Luminex immunobead platform, including the MILLIPLEX map human angiogenesis/growth factor magnetic bead panel, to evaluate 80 biomarkers related to EMT against a total of 75 patients who underwent a complete anatomic resection. Patients were divided into the following cohorts: a) stage I NSCLC without recurrence in 2 years (n=50), and b) stage I NSCLC with recurrence within 2 years of follow up (n=25). Peripheral blood was collected and processed using standard phlebotomy techniques. Specimens were obtained in compliance with institutional IRB standards and consent. The Mann-Whitney test and receiver operator characteristics (ROC) curves were used to assess differences in biomarker concentrations between cohorts. Results: Univariate analysis revealed 19 biomarkers with significant (ROC >0.6) differences in expression between the patient cohorts including: angiopoietin 2, MCP-1, MIP-IB, TNF-R1, IGFBP-5, VEGF-D, IGF-1, IGFBP-3, follistatin, sICAM-1, sE-SELECTIN, CYFRA 21.1, RANTES, IL-Ira, M-CSF, IGFBP-1, IGFBP-6, HB-EGF, and PGF. The Mann-Whitney test revealed five biomarkers highly significant (p<0.05) for recurrence in stage 1 NSCLC, including MCP-1, VEGF-D, follistatin, sICAM-1, and placental growth factor (PGF). Evaluation of these biomarkers with the Ingenuity Pathway Analysis (IPA) suite identified several highly significant (p<1x10−5) biological themes, including ten IPA-defined processes associated with development (e.g. embryonic development and cardiovascular system development), seven processes associated with pathological processes (e.g. cancer, cell death, and respiratory disease), and seven processes associated with metastasis (e.g. cellular movement, immune cell trafficking, and cell-to-cell signaling and interaction). Random Forest analysis generated a 6-analyte panel consisting of MCP-1, IP-10, sICAM-1, IGFBP2, RANTES, and IGFBP3 that provided 71.1% classification accuracy with 66.1% sensitivity and 73.3% specificity. Conclusions: Here we report observations concerning the expression of EMT pathway members that may provide key insights into the role of circulating biomarkers related to recurrence in stage 1 NSCLC. Upon further validation, these biomarkers may serve as convenient surrogates to help guide molecular diagnostics and treatment strategies.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 103rd Annual Meeting of the American Association for Cancer Research; 2012 Mar 31-Apr 4; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2012;72(8 Suppl):Abstract nr 1730. doi:1538-7445.AM2012-1730
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Biomarkers of the Insulin-Like Growth Factor Pathway Predict Progression and Outcome in Lung Cancer. Ann Thorac Surg 2011; 92:1805-11; discussion 1811. [DOI: 10.1016/j.athoracsur.2011.06.058] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2011] [Revised: 05/27/2011] [Accepted: 06/01/2011] [Indexed: 01/15/2023]
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Enhancement of a multianalyte serum biomarker panel to identify lymph node metastases in non-small cell lung cancer with circulating autoantibody biomarkers. Int J Cancer 2010; 129:133-42. [PMID: 20824709 DOI: 10.1002/ijc.25644] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2010] [Accepted: 08/06/2010] [Indexed: 11/06/2022]
Abstract
We recently reported the development of a multianalyte serum algorithm to identify nodal status in non-small cell lung cancer (NSCLC) patients facing an anatomic resection with curative intent. This study aims to enhance the overall performance characteristics of this test by adding autoantibody biomarkers identified through immunoproteomic discovery. More specifically, we used sera from 20 NSCLC patients to probe 2-D immunoblots of HCC827 lysates for tumor-associated autoantigens. Relevant differences in immunoreactivity associated with pathological nodal status were then identified via tandem mass spectrometry. Identified autoantigens were then developed into Luminex immunobead assays alongside a series of autoantigen targets relevant to early-disease detection. These assays were then used to measure circulating autoantibody levels in the identical cohort of NSCLC patients used in our original study. This strategy identified 11 autoantigens found primarily in patients with disease progression to the locoregional lymph nodes. Custom Luminex-based "direct-capture" assays (25 total; including autoantibody targets relevant to early-disease detection) were assembled to measure autoantibody levels in sera from 107 NSCLC patients. Multivariate classification algorithms were then used to identify the optimal combination of biomarkers when considered collectively with our original 6-analyte serum panel. The new algorithm resulting from this analysis consists of TNF-α, TNF-RI, MIP-1α and autoantibodies against Ubiquilin-1, hydroxysteroid-(17-β)-dehydrogenase, and triosephosphate isomerase. The inclusion of autoantibody biomarkers provided a dramatic improvement in the overall test performance characteristics, relative to the original test panel, including an 11% improvement in the classification efficiency.
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Oral glucosamine modulates the response of the liver and lymphocytes of the mesenteric lymph nodes in a papain-induced model of joint damage and repair. Osteoarthritis Cartilage 2009; 17:1014-21. [PMID: 19364543 DOI: 10.1016/j.joca.2009.01.011] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2008] [Revised: 12/11/2008] [Accepted: 01/05/2009] [Indexed: 02/02/2023]
Abstract
OBJECTIVES To assess whether glucosamine (GlcN), an oral supplement commonly taken to relieve the symptoms of osteoarthritis, modulates the immune and inflammatory responses to joint injury in organs proximal to GlcN absorption; namely, the liver and the gut-draining lymph nodes. METHOD Using a papain-injected knee mouse model, standard histological methods were used to validate our model and document the impact of GlcN (100mg/kg/day) on groups of C57BL/6 mice (n=5). Circulating inflammatory cytokines were assessed by Luminex-based immunoassays and the relevance of this cytokine profile on proteoglycan biosynthesis evaluated using a patellar-cartilage assay. Real-time PCR was used to document the role of the liver in cytokine production. Finally, we appraised the activation of mesenteric lymph nodes (MLNs) lymphocytes by flow cytometry. RESULTS Papain significantly degraded the proteoglycans in the injected knees by 2 days. Cartilage proteoglycan content was significantly higher in GlcN-treated, papain-injected knees at Day 14. The peak concentration of serum pro-inflammatory cytokines occurred earlier and decreased sooner in the injected, GlcN-supplemented mice; this trend was in agreement with the expression of these factors by the liver. GlcN did not alter the percentage of MLN populations but accelerated their activation. CONCLUSIONS Oral GlcN alters the physiology of the liver and MLNs, which in turn, could indirectly alter the biology of the injured joint.
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4. Serum Screening Test for Non-Small Cell Lung Cancer. J Surg Res 2009. [DOI: 10.1016/j.jss.2008.11.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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