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Auger C, Moudgalya H, Neely MR, Stephan JT, Tarhoni I, Gerard D, Basu S, Fhied CL, Abdelkader A, Vargas M, Hu S, Hulett T, Liptay MJ, Shah P, Seder CW, Borgia JA. Development of a Novel Circulating Autoantibody Biomarker Panel for the Identification of Patients with 'Actionable' Pulmonary Nodules. Cancers (Basel) 2023; 15:2259. [PMID: 37190187 PMCID: PMC10136536 DOI: 10.3390/cancers15082259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Revised: 04/05/2023] [Accepted: 04/06/2023] [Indexed: 05/17/2023] Open
Abstract
Due to poor compliance and uptake of LDCT screening among high-risk populations, lung cancer is often diagnosed in advanced stages where treatment is rarely curative. Based upon the American College of Radiology's Lung Imaging and Reporting Data System (Lung-RADS) 80-90% of patients screened will have clinically "non-actionable" nodules (Lung-RADS 1 or 2), and those harboring larger, clinically "actionable" nodules (Lung-RADS 3 or 4) have a significantly greater risk of lung cancer. The development of a companion diagnostic method capable of identifying patients likely to have a clinically actionable nodule identified during LDCT is anticipated to improve accessibility and uptake of the paradigm and improve early detection rates. Using protein microarrays, we identified 501 circulating targets with differential immunoreactivities against cohorts characterized as possessing either actionable (n = 42) or non-actionable (n = 20) solid pulmonary nodules, per Lung-RADS guidelines. Quantitative assays were assembled on the Luminex platform for the 26 most promising targets. These assays were used to measure serum autoantibody levels in 841 patients, consisting of benign (BN; n = 101), early-stage non-small cell lung cancer (NSCLC; n = 245), other early-stage malignancies within the lung (n = 29), and individuals meeting United States Preventative Screening Task Force (USPSTF) screening inclusion criteria with both actionable (n = 87) and non-actionable radiologic findings (n = 379). These 841 patients were randomly split into three cohorts: Training, Validation 1, and Validation 2. Of the 26 candidate biomarkers tested, 17 differentiated patients with actionable nodules from those with non-actionable nodules. A random forest model consisting of six autoantibody (Annexin 2, DCD, MID1IP1, PNMA1, TAF10, ZNF696) biomarkers was developed to optimize our classification performance; it possessed a positive predictive value (PPV) of 61.4%/61.0% and negative predictive value (NPV) of 95.7%/83.9% against Validation cohorts 1 and 2, respectively. This panel may improve patient selection methods for lung cancer screening, serving to greatly reduce the futile screening rate while also improving accessibility to the paradigm for underserved populations.
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Affiliation(s)
- Claire Auger
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL 60612, USA
| | - Hita Moudgalya
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL 60612, USA
| | - Matthew R. Neely
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL 60612, USA
| | - Jeremy T. Stephan
- Rush University Medical College, Rush University Medical Center, Chicago, IL 60612, USA
| | - Imad Tarhoni
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL 60612, USA
| | - David Gerard
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL 60612, USA
| | - Sanjib Basu
- Division of Medical Oncology, Rush University Medical Center, Chicago, IL 60612, USA
| | - Cristina L. Fhied
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL 60612, USA
| | - Ahmed Abdelkader
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL 60612, USA
| | | | - Shaohui Hu
- CDI Laboratories, Mayagüez, PR 00680, USA
| | | | - Michael J. Liptay
- Department of Cardiovascular and Thoracic Surgery, Rush University Medical Center, Chicago, IL 60612, USA
| | - Palmi Shah
- Department of Diagnostic Radiology, Rush University Medical Center, Chicago, IL 60612, USA
| | - Christopher W. Seder
- Department of Cardiovascular and Thoracic Surgery, Rush University Medical Center, Chicago, IL 60612, USA
| | - Jeffrey A. Borgia
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL 60612, USA
- Department of Pathology, Rush University Medical Center, Chicago, IL 60612, USA
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Ash MK, Bhimalli PP, Cho BK, Mattamana BB, Gambut S, Tarhoni I, Fhied CL, Reyes AF, Welninski SJ, Arivalagan J, Negrão F, Goel R, Beck TL, Hope TJ, Sha BE, Goo YA, Al-Harthi L, Mamede JI, Borgia JA, Kelleher NL, Schneider JR. Bulk IgG glycosylation predicts COVID-19 severity and vaccine antibody response. Cell Rep 2022; 41:111799. [PMID: 36493786 PMCID: PMC9678812 DOI: 10.1016/j.celrep.2022.111799] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 10/13/2022] [Accepted: 11/16/2022] [Indexed: 11/23/2022] Open
Abstract
Although vaccination efforts have expanded, there are still gaps in our understanding surrounding the immune response to SARS-CoV-2. Measuring IgG Fc glycosylation provides insight into an infected individual's inflammatory state, among other functions. We set out to interrogate bulk IgG glycosylation changes from SARS-CoV-2 infection and vaccination, using plasma from mild or hospitalized COVID-19 patients, and from vaccinated individuals. Inflammatory glycans are elevated in hospitalized COVID-19 patients and increase over time, while mild patients have anti-inflammatory glycans that increase over time, including increased sialic acid correlating with RBD antibody levels. Vaccinated individuals with low RBD antibody levels and low neutralization have the same IgG glycan traits as hospitalized COVID-19 patients. In addition, a small vaccinated cohort reveals a decrease in inflammatory glycans associated with peak IgG concentrations and neutralization. This report characterizes the bulk IgG glycome associated with COVID-19 severity and vaccine responsiveness and can help guide future studies into SARS-CoV-2 protective immunity.
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Affiliation(s)
- Michelle K. Ash
- Department of Microbial Pathogens & Immunity, Rush University Medical Center, Cohn Research Building, 1735 W. Harrison St., Chicago, IL 60612, USA
| | - Pavan P. Bhimalli
- Department of Microbial Pathogens & Immunity, Rush University Medical Center, Cohn Research Building, 1735 W. Harrison St., Chicago, IL 60612, USA
| | - Byoung-Kyu Cho
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA
| | | | - Stéphanie Gambut
- Department of Microbial Pathogens & Immunity, Rush University Medical Center, Cohn Research Building, 1735 W. Harrison St., Chicago, IL 60612, USA
| | - Imad Tarhoni
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL, USA
| | - Cristina L. Fhied
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL, USA
| | - Anjelica F. Reyes
- Department of Microbial Pathogens & Immunity, Rush University Medical Center, Cohn Research Building, 1735 W. Harrison St., Chicago, IL 60612, USA
| | - Samantha J. Welninski
- Department of Microbial Pathogens & Immunity, Rush University Medical Center, Cohn Research Building, 1735 W. Harrison St., Chicago, IL 60612, USA
| | - Jaison Arivalagan
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA
| | - Fernanda Negrão
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA
| | - Renu Goel
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA,Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Todd L. Beck
- Statistics Core, Rush University Medical Center, Chicago, IL, USA
| | - Thomas J. Hope
- Department of Biomedical Engineering, Northwestern University, Chicago, IL, USA,Department of Cell & Developmental Biology, Northwestern University, Chicago, IL, USA,Department of Obstetrics & Gynecology, Northwestern University, Chicago, IL, USA,Feinberg School of Medicine, Northwestern University, Chicago, IL, USA,Chemistry of Life Processes Institute, Northwestern University, Chicago, IL, USA
| | - Beverly E. Sha
- Division of Infectious Diseases, Rush University Medical Center, Chicago, IL, USA
| | - Young Ah Goo
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA
| | - Lena Al-Harthi
- Department of Microbial Pathogens & Immunity, Rush University Medical Center, Cohn Research Building, 1735 W. Harrison St., Chicago, IL 60612, USA
| | - João I. Mamede
- Department of Microbial Pathogens & Immunity, Rush University Medical Center, Cohn Research Building, 1735 W. Harrison St., Chicago, IL 60612, USA
| | - Jeffrey A. Borgia
- Department of Anatomy & Cell Biology, Rush University Medical Center, Chicago, IL, USA,Department of Pathology, Rush University Medical Center, Chicago, IL, USA
| | - Neil L. Kelleher
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA,Department of Chemistry, Northwestern University, Chicago, IL, USA,Department of Molecular Biosciences, Northwestern University, Chicago, IL, USA,Feinberg School of Medicine, Northwestern University, Chicago, IL, USA,Chemistry of Life Processes Institute, Northwestern University, Chicago, IL, USA
| | - Jeffrey R. Schneider
- Department of Microbial Pathogens & Immunity, Rush University Medical Center, Cohn Research Building, 1735 W. Harrison St., Chicago, IL 60612, USA,Corresponding author
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Peng Y, Zhang C, Rui Z, Tang W, Xu Y, Tao X, Zhao Q, Tong X. A comprehensive profiling of soluble immune checkpoints from the sera of patients with non-small cell lung cancer. J Clin Lab Anal 2022; 36:e24224. [PMID: 35019173 PMCID: PMC8841185 DOI: 10.1002/jcla.24224] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 12/10/2021] [Accepted: 12/27/2021] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Immunotherapy was widely used for the treatment of non-small cell lung cancer (NSCLC). However, whether inhibition of immune checkpoints individually or simultaneously could improve the therapeutic efficacy of NSCLC remains to be investigated. Here, we explored the aberrant levels of several checkpoints and evaluated their potential diagnostic values for NSCLC. METHODS Serum samples of 89 NSCLC patients and 57 healthy donors were collected from Nanjing Drum Tower Hospital between November 2019 and July 2020. Fourteen human immune checkpoints were quantified by Procarta-Plex Human Immuno-Oncology Checkpoint Panel. RESULTS The expression levels of sTIM-3, sCD137, sCD27, sLAG-3, sIDO, sPD-L2, sCD152, sCD80, and sPD-1 were all significantly increased in serum of NSCLC patients. Especially, sLAG-3 was significantly elevated in serum of NSCLC patients at early-stage (stages I and II), TIM-3, CD137, and CD27 were significantly higher in the advanced NSCLC patients (stages III and IV) than in the early-stage groups. Receiver operating characteristics (ROC) results showed that except for PD-1, all the other immune checkpoint proteins had potential diagnostic values for NSCLC. sTIM-3 had the highest diagnostic accuracy, followed by sLAG-3. Combining sTIM-3, sLAG-3, and sCD137 could increase the accuracy to a higher level. Moreover, sCD27 was correlated with NSCLC cancer type, age, sex, and disease stage, while sCD137 was correlated with age and disease stage. sTIM-3 and sIDO were correlated with stage and age, respectively. CONCLUSIONS TIM-3 and LAG-3 were independent biomarkers for the early diagnosis of NSCLC. The combination of TIM-3, LAG-3, and CD137 could increase the diagnostic accuracy.
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Affiliation(s)
- Ying Peng
- Department of Clinical Laboratory, Liyang People's Hospital, Liyang, China
| | - Chen Zhang
- Center of Clinical Laboratory Medicine, Zhongda Hospital, Southeast University, Nanjing, China
| | - Zhilian Rui
- Department of Clinical Laboratory, Liyang People's Hospital, Liyang, China
| | - Weiming Tang
- Department of Clinical Laboratory, Liyang People's Hospital, Liyang, China
| | - Yan Xu
- Department of Clinical Laboratory, Liyang People's Hospital, Liyang, China
| | - Xiaoxin Tao
- Department of Oncology, Liyang People's Hospital, Liyang, China
| | - Qi Zhao
- Department of Respiratory and Critical Care Medicine, Nanjing Drum Tower Hospital, Nanjing University Medical School, Nanjing, China
| | - Xin Tong
- Department of Infectious Diseases, Nanjing Drum Tower Hospital, Nanjing University Medical School, Nanjing, China
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Tarhoni I, Wakefield CJ, Kollipara R, Fidler MJ, Batus M, Bonomi P, Borgia JA. Relationship between circulating tumor-associated autoantibodies and clinical outcomes in advanced-stage NSCLC patients receiving PD-1/-L1 directed immune checkpoint inhibition. J Immunol Methods 2021; 490:112956. [PMID: 33434603 DOI: 10.1016/j.jim.2021.112956] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Revised: 12/20/2020] [Accepted: 12/31/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND Durable tumor regressions are observed in a subset of advanced-stage non-small cell lung cancer (NSCLC) patients receiving PD-1/-L1 targeted immune checkpoint inhibitors (or 'immunotherapy') alone or in combination with chemotherapy. However, the majority of advanced NSCLC patients receiving these agents do not experience long-term disease control. Existing methods to identify patients most likely to gain clinical benefit from PD-1/-L1 immunotherapy have limitations, creating a need for improved methods to guide treatment selection, particularly for those likely to benefit from single-agent immunotherapy. Here, we describe the development of a series of novel assays for tumor-associated autoantibodies as part of an exploratory study intended to determine if these biomarkers have potential prognostic value in this setting. METHOD A selection of recombinant tumor autoantigens previously characterized for their diagnostic utility were developed and preliminarily evaluated by this study. These include: Fumarate Dehydrogenase (FH), Hydroxysteroid 17-Beta Dehydrogenase 10 (HSD17B10), Inosine Monophosphate Dehydrogenase 2 (IMPDH2), New York Esophageal Squamous Cell Carcinoma-1 (NY ESO-1), Phosphoglycerate Mutase 1 (PGAM1), and Vimentin. Custom Luminex immunobead assays were developed for these targets to quantitatively assess autoantibody levels in individual patient sera. Assays were erected as indirect immunoassays on MagPlex® Microspheres using standard carbodiimide/NHS-based chemistries, utilizing a biotin-conjugated secondary (i.e. anti-human IgG) antibody and R-phycoerythrin-conjugated streptavidin reporter system. Standard curves were created for quantitative purposes using commercially-available anti-antigen antibodies and permitted analytical performance characteristics to be calculated. These assays were used to preliminarily evaluate a series of pretreatment serum samples from stage IV NSCLC patients receiving anti PD-1/-L1 therapy after failure of at least one prior line of therapy (n = 40) and their classification efficiency calculated based on 12 months overall survival (OS) threshold. RESULTS Six assays were developed that each showed dynamic ranges of four orders of magnitude and provided more than 90% classification accuracy based on the observed clinical outcome data. Inter- and intra-assay precision was assessed within these standards and overall %CVs of ≤7% and ≤ 10%, respectively, were calculated. Generally, the baseline level of autoantibodies were significantly (p < 0.05) lower in the ≥12 months survival group relative to the <12 months survival groups. Serum titers of FH, HSD170B, NY-ESO-1, and vimentin were significantly correlated with ≥12 month survival (p-value 0.0038, 0.0061, 0.0073, and 0.022, respectively). IMPDH2 and PGAM1 were found to have marginal significance (p-value 0.08 and 0.076, respectively). CONCLUSION This study demonstrates an efficient and promising means for assessing circulating autoantibody titers that could be useful in selecting advanced NSCLC patients for PD-1/-L1 directed immunotherapy. Further exploration and validation of this paradigm is warranted to further refine current treatment selection methods for this therapeutic strategy.
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Affiliation(s)
- Imad Tarhoni
- Department of Cell and Molecular Medicine, Rush University Medical Center, Chicago, IL 606012, United States of America
| | - Connor J Wakefield
- Department of Cell and Molecular Medicine, Rush University Medical Center, Chicago, IL 606012, United States of America
| | - Revathi Kollipara
- Department of Medical Oncology, Rush University Medical Center, Chicago, IL 606012, United States of America
| | - Mary Jo Fidler
- Department of Medical Oncology, Rush University Medical Center, Chicago, IL 606012, United States of America
| | - Marta Batus
- Department of Medical Oncology, Rush University Medical Center, Chicago, IL 606012, United States of America
| | - Philip Bonomi
- Department of Medical Oncology, Rush University Medical Center, Chicago, IL 606012, United States of America
| | - Jeffrey A Borgia
- Department of Cell and Molecular Medicine, Rush University Medical Center, Chicago, IL 606012, United States of America; Department of Pathology, Rush University Medical Center, Chicago, IL 606012, United States of America.
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Yang X, Cheng Y, Su G. A review of the multifunctionality of angiopoietin-like 4 in eye disease. Biosci Rep 2018; 38:BSR20180557. [PMID: 30049845 PMCID: PMC6137252 DOI: 10.1042/bsr20180557] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Revised: 07/02/2018] [Accepted: 07/18/2018] [Indexed: 12/12/2022] Open
Abstract
Angiopoietin-like protein 4 (ANGPTL4) is a multifunctional cytokine regulating vascular permeability, angiogenesis, and inflammation. Dysregulations in these responses contribute to the pathogenesis of ischemic retinopathies such as diabetic retinopathy (DR), age-related macular degeneration (AMD), retinal vein occlusion, and sickle cell retinopathy (SCR). However, the role of ANGPTL4 in these diseases remains controversial. Here, we summarize the functional mechanisms of ANGPTL4 in several diseases. We highlight original studies that provide detailed data about the mechanisms of action for ANGPTL4, its applications as a diagnostic or prognostic biomarker, and its use as a potential therapeutic target. Taken together, the discussions in this review will help us gain a better understanding of the molecular mechanisms by which ANGPTL4 functions in eye disease and will provide directions for future research.
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Affiliation(s)
- Xinyue Yang
- Department of Ophthalmology, The Second Hospital of Jilin University, Changchun 130041, China
| | - Yan Cheng
- Department of Ophthalmology, The Second Hospital of Jilin University, Changchun 130041, China
| | - Guanfang Su
- Department of Ophthalmology, The Second Hospital of Jilin University, Changchun 130041, China
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Expression of kallikrein-related peptidase 13 is associated with poor prognosis in esophageal squamous cell carcinoma. Gen Thorac Cardiovasc Surg 2018; 66:351-357. [PMID: 29582368 DOI: 10.1007/s11748-018-0910-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2018] [Accepted: 03/19/2018] [Indexed: 12/26/2022]
Abstract
OBJECTIVE Our previous differential transcriptome analysis between a paired specimen of normal and esophageal squamous cell carcinoma (ESCC) tissues found aberrant expression of kallikrein-related peptidase 13 (KLK13) in tumors. In this study, we evaluated the expression of KLK13 in many ESCC cases in relation with clinical features, and the prognosis. METHODS Eighty-eight ESCC cases were subjected to immunohistological staining for KLK13 and classified into KLK13-negative and KLK13-positive groups. Difference of clinical features and the prognosis between the groups was analyzed. RESULTS In normal esophageal mucosa, KLK13 expression was evident but limited in the stratum granulosum in all cases. By contrast, only 27 of 88 ESCC samples showed KLK13 expression, whereas the remaining 61 tumors showed no KLK13 expression. The KLK13-positive group was significantly associated with pT classification (deeper tumor invasions; P = 0.0282), pN classification (lymph node metastasis; P = 0.0163), and advanced TNM stage (P = 0.0198). In KLK13-positive samples, KLK13-expressing cells often expressed Ki67, a proliferation marker, unlike normal mucosa, in which Ki67-expressing cells were limited to the basal layer and did not express KLK13. Compared with patients with KLK13-negative group, KLK13-positive group showed poorer postoperative prognosis. CONCLUSION Relatively high levels of KLK13 expression in ESCC were associated with cell proliferation and correlated with tumor progression, advanced cancer stage, and poor prognosis.
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