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Turkoglu O, Citil A, Katar C, Mert I, Quinn RA, Bahado-Singh RO, Graham SF. Untargeted Metabolomic Biomarker Discovery for the Detection of Ectopic Pregnancy. Int J Mol Sci 2024; 25:10333. [PMID: 39408663 PMCID: PMC11476625 DOI: 10.3390/ijms251910333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 09/23/2024] [Accepted: 09/25/2024] [Indexed: 10/20/2024] Open
Abstract
Ectopic pregnancy (EP) is the leading cause of maternal morbidity and mortality in the first trimester. Using an untargeted metabolomic approach, we sought to identify putative plasma biomarkers using tandem liquid chromatography-mass spectrometry for the detection of tubal EP. This case-control study included the prospective recruitment of 50 tubal EP cases and 50 early intrauterine pregnancy controls. To avoid over-fitting, logistic regression models were developed in a randomly selected discovery group (30 cases vs. 30 controls) and validated in the test group (20 cases vs. 20 controls). In total, 585 mass spectral features were detected, of which 221 molecular features were significantly altered in EP plasma (p < 0.05). Molecular networking and metabolite identification was employed using the Global Natural Products Social Molecular Networking (GNPS) database, which identified 97 metabolites at a high confidence level. Top significant metabolites include subclasses of sphingolipids, carnitines, glycerophosphocholines, and tryptophan metabolism. The top regression model, consisting of D-erythro-sphingosine and oleoyl-carnitine, was validated in a test group and achieved an area under receiving operating curve (AUC) (95% CI) = 0.962 (0.910-1) with a sensitivity of 100% and specificity of 95.9%. Metabolite alterations indicate alterations related to inflammation and abnormal placentation in EP. The validation of these metabolite biomarkers in the future could potentially result in improved early diagnosis.
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Affiliation(s)
- Onur Turkoglu
- Department of Obstetrics and Gynecology, Maternal Fetal Medicine Division, Baylor College of Medicine, Houston, TX 77030, USA
| | - Ayse Citil
- Department of Obstetrics and Gynecology, Zekai Tahir Burak Women’s Health Education and Research Hospital, Ankara 06230, Turkey
| | - Ceren Katar
- Department of Obstetrics and Gynecology, Zekai Tahir Burak Women’s Health Education and Research Hospital, Ankara 06230, Turkey
| | - Ismail Mert
- Department of Obstetrics and Gynecology, Division of Gynecological Oncology, Advocate Health, Chicago, IL 60642, USA
| | - Robert A. Quinn
- Department of Biochemistry, Michigan State University, Lansing, MI 48824, USA
| | - Ray O. Bahado-Singh
- Department of Obstetrics and Gynecology, Oakland University William Beaumont School of Medicine, Corewell Health, William Beaumont University Hospital, Royal Oak, MI 48073, USA
| | - Stewart F. Graham
- Department of Obstetrics and Gynecology, Oakland University William Beaumont School of Medicine, Corewell Health, William Beaumont University Hospital, Royal Oak, MI 48073, USA
- Metabolomics Department, Corewell Health Research Institute, William Beaumont University Hospital, Royal Oak, MI 48073, USA
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Lentscher JA, Colburn ZT, Ortogero N, Gillette L, Leonard GT, Burney RO, Chow GE. An intrauterine genomic classifier reliably delineates the location of nonviable pregnancies. Fertil Steril 2021; 116:138-146. [PMID: 33771330 DOI: 10.1016/j.fertnstert.2021.02.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 02/04/2021] [Accepted: 02/05/2021] [Indexed: 02/08/2023]
Abstract
OBJECTIVE To compare the intrauterine gene expression signatures of women with surgically confirmed ectopic pregnancy (ECT) and those of women with miscarriage to inform the development of a genomic classifier for the reliable delineation of pregnancy location in women with clinically nonviable pregnancies of unknown location (NV-PULs). DESIGN Discovery-based prospective cohort study. SETTING Academic medical center. PATIENT(S) Women with clinically nonviable early pregnancy to include abnormal intrauterine pregnancy (AIUP), ECT, or NV-PUL. INTERVENTION(S) Endometrial (EM) pipelle sampling of the uterus was conducted at the time of scheduled surgery for clinically nonviable early pregnancy (dilation and curettage, manual vacuum aspiration, or laparoscopy). All pregnancy locations were surgically and/or histologically confirmed as intrauterine or ectopic. MAIN OUTCOME MEASURE(S) Gene expression profiles as determined by array hybridization, quantitative real-time polymerase chain reaction, and nCounter technology. RESULT(S) Intrauterine samples were obtained by EM pipelle from 27 women undergoing surgery for a clinically nonviable early pregnancy. Comparison of array-based global gene expression signatures from women with histologically confirmed ECT versus AIUP revealed 61 differentially expressed genes from which the 5 most informative were included in the pregnancy location classifier. All 5 genes (C20orf85, LRRC46, RSPH4A, WDR49, and ZBBX) were cilia-associated and showed increased expression in pipelle samples from women with ECT relative to expression in samples from women with AIUP. The 5-gene classifier demonstrated an average area under the receiver operator characteristic curve of 0.97 for the detection of ECT. In an external test set composed of publicly available EM pipelle-based gene expression data from a study with similar ECT and AIUP cohorts (n = 19), the classifier revealed an average area under the receiver operator characteristic curve of 0.84. CONCLUSION(S) Consistently increased expression of cilia-associated genes in the uterine cavity of women with ECT provides a reliable molecular signal for the delineation of pregnancy location in women with clinically assessed NV-PUL. A classifier consisting of the 5 most informative cilia-associated genes demonstrated 91% (42/46) accuracy in predicting the pregnancy location.
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Affiliation(s)
- Jessica A Lentscher
- Division of Reproductive Endocrinology and Infertility, Department of Obstetrics and Gynecology, Madigan Army Medical Center, Tacoma, Washington.
| | - Zachary T Colburn
- Department of Clinical Investigation, Madigan Army Medical Center, Tacoma, Washington
| | - Nicole Ortogero
- Department of Clinical Investigation, Madigan Army Medical Center, Tacoma, Washington
| | - Laurel Gillette
- Department of Clinical Investigation, Madigan Army Medical Center, Tacoma, Washington
| | - George T Leonard
- Department of Pathology, Madigan Army Medical Center, Tacoma, Washington
| | - Richard O Burney
- Division of Reproductive Endocrinology and Infertility, Department of Obstetrics and Gynecology, Madigan Army Medical Center, Tacoma, Washington; Department of Clinical Investigation, Madigan Army Medical Center, Tacoma, Washington
| | - Gregory E Chow
- Division of Reproductive Endocrinology and Infertility, Department of Obstetrics and Gynecology, Madigan Army Medical Center, Tacoma, Washington
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Turkoglu O, Citil A, Katar C, Mert I, Kumar P, Yilmaz A, Uygur DS, Erkaya S, Graham SF, Bahado-Singh RO. Metabolomic identification of novel diagnostic biomarkers in ectopic pregnancy. Metabolomics 2019; 15:143. [PMID: 31630278 DOI: 10.1007/s11306-019-1607-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2019] [Accepted: 10/11/2019] [Indexed: 01/09/2023]
Abstract
INTRODUCTION Ectopic pregnancy (EP) is a potentially life-threatening condition and early diagnosis still remains a challenge, causing a delay in management leading to tubal rupture. OBJECTIVES To identify putative plasma biomarkers for the detection of tubal EP and elucidate altered biochemical pathways in EP compared to intrauterine pregnancies. METHODS This case-control study included prospective recruitment of 39 tubal EP cases and 89 early intrauterine pregnancy controls. Plasma samples were biochemically profiled using proton nuclear magnetic resonance spectroscopy (1H NMR). To avoid over-fitting, datasets were randomly divided into a discovery group (26 cases vs 60 controls) and a test group (13 cases and 29 controls). Logistic regression models were developed in the discovery group and validated in the independent test group. Area under the receiver operating characteristics curve (AUC), 95% confidence interval (CI), sensitivity, and specificity values were calculated. RESULTS In total 13 of 43 (30.3%) metabolite concentrations were significantly altered in EP plasma (p < 0.05). Metabolomic profiling yielded significant separation between EP and controls (p < 0.05). Independent validation of a two-metabolite model consisting of lactate and acetate, achieved an AUC (95% CI) = 0.935 (0.843-1.000) with a sensitivity of 92.3% and specificity of 96.6%. The second metabolite model (D-glucose, pyruvate, acetoacetate) performed well with an AUC (95% CI) = 0.822 (0.657-0.988) and a sensitivity of 84.6% and specificity of 86.2%. CONCLUSION We report novel metabolomic biomarkers with a high accuracy for the detection of EP. Accurate biomarkers could potentially result in improved early diagnosis of tubal EP cases.
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Affiliation(s)
- Onur Turkoglu
- Department of Obstetrics and Gynecology, Beaumont Health System, Royal Oak, MI, USA.
- Oakland University-William Beaumont School of Medicine, Rochester, MI, USA.
| | - Ayse Citil
- Department of Obstetrics and Gynecology, Zekai Tahir Burak Women's Health Education and Research Hospital, Ankara, Turkey
| | - Ceren Katar
- Department of Obstetrics and Gynecology, Zekai Tahir Burak Women's Health Education and Research Hospital, Ankara, Turkey
| | - Ismail Mert
- Division of Gynecological Oncology, Department of Obstetrics and Gynecology, Mayo Clinic, Rochester, MN, USA
| | - Praveen Kumar
- Department of Obstetrics and Gynecology, Beaumont Health System, Royal Oak, MI, USA
| | - Ali Yilmaz
- Department of Obstetrics and Gynecology, Beaumont Health System, Royal Oak, MI, USA
| | - Dilek S Uygur
- Department of Obstetrics and Gynecology, Zekai Tahir Burak Women's Health Education and Research Hospital, Ankara, Turkey
| | - Salim Erkaya
- Department of Obstetrics and Gynecology, Zekai Tahir Burak Women's Health Education and Research Hospital, Ankara, Turkey
| | - Stewart F Graham
- Department of Obstetrics and Gynecology, Beaumont Health System, Royal Oak, MI, USA
- Oakland University-William Beaumont School of Medicine, Rochester, MI, USA
| | - Ray O Bahado-Singh
- Department of Obstetrics and Gynecology, Beaumont Health System, Royal Oak, MI, USA
- Oakland University-William Beaumont School of Medicine, Rochester, MI, USA
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Al-Memar M, Bobdiwala S, Madhra M, Saso S, De Cock B, Van Calster B, Brown JK, Mukri F, Bottomley C, Papageorghiou A, Timmerman D, Horne AW, Bourne T. The potential value of activin B and fibronectin for the triage of pregnancies of unknown location and prediction of first trimester viability. Australas J Ultrasound Med 2018; 21:138-146. [PMID: 34760514 DOI: 10.1002/ajum.12090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
Aim We have assessed the potential predictive ability of the biomarkers activin B and fibronectin (FN1) alone and when added to established markers for triaging patients as being at low or high risk of ectopic pregnancy (EP). We also assessed their use as predictors of viability at 12 weeks gestation. Methods Exploratory secondary analysis of a prospective study including all women classified as a pregnancy of known location (PUL) based on transvaginal ultrasonography between January and December 2007 at the early pregnancy unit of St Georges' Hospital (London). We used multinomial logistic regression to assess the diagnostic potential of the biomarkers to triage PUL at high risk of complications (EP or persistent PUL), and standard binary logistic regression to predict first trimester viability at 12 weeks. Results For discriminating high-risk (n = 16) from low-risk PUL (n = 93), the area under the receiver operating characteristic curve (AUC) was 0.75 (95% confidence interval 0.60-0.85) for activin B and 0.55 (0.41-0.68) for FN1. Adding activin B to a multinomial logistic regression model incorporating β-hCG ratio and initial progesterone yielded odds ratios of 0.16 (0.05-0.55) for failing vs high-risk PUL and 0.29 (0.07-1.19) for intrauterine vs high-risk PUL and increased the model's AUC from 0.84 to 0.89. At a risk threshold of 5% for high-risk PUL, sensitivity increased from 84% to 87% and specificity from 48% to 64%. For discriminating viable (n = 28) from non-viable (n = 81) pregnancies at 12 weeks, both markers had an AUC of 0.54. Conclusions Our results suggested that activin B may be a promising marker to improve PUL triage in addition to established markers.
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Affiliation(s)
- Maya Al-Memar
- Tommy's National Centre for Miscarriage Research Queen Charlotte's & Chelsea Hospital Imperial College Du Cane Road London W12 0HS UK
| | - Shabnam Bobdiwala
- Tommy's National Centre for Miscarriage Research Queen Charlotte's & Chelsea Hospital Imperial College Du Cane Road London W12 0HS UK
| | - Mayank Madhra
- MRC Centre for Reproductive Health Queen's Medical Research Institute The University of Edinburgh 47 Little France Crescent Edinburgh EH16 4SA UK
| | - Srdjan Saso
- Tommy's National Centre for Miscarriage Research Queen Charlotte's & Chelsea Hospital Imperial College Du Cane Road London W12 0HS UK
| | - Bavo De Cock
- Department of Development and Regeneration KU Leuven Herestraat 49 Box 805 Leuven B-3000 Belgium
| | - Ben Van Calster
- Department of Development and Regeneration KU Leuven Herestraat 49 Box 805 Leuven B-3000 Belgium
| | - Jeremy K Brown
- MRC Centre for Reproductive Health Queen's Medical Research Institute The University of Edinburgh 47 Little France Crescent Edinburgh EH16 4SA UK
| | - Faizah Mukri
- General Hospital Epsom & St Helier University Hospitals NHS Trust London SM5 1AA UK
| | | | | | - Dirk Timmerman
- Department of Obstetrics and Gynecology University Hospitals Leuven Leuven Belgium
| | - Andrew W Horne
- MRC Centre for Reproductive Health Queen's Medical Research Institute The University of Edinburgh 47 Little France Crescent Edinburgh EH16 4SA UK
| | - Tom Bourne
- Tommy's National Centre for Miscarriage Research Queen Charlotte's & Chelsea Hospital Imperial College Du Cane Road London W12 0HS UK.,Department of Obstetrics and Gynecology University Hospitals Leuven Leuven Belgium
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Chutipongtanate S, Chatchen S, Svasti J. Plasma prefractionation methods for proteomic analysis and perspectives in clinical applications. Proteomics Clin Appl 2017; 11. [DOI: 10.1002/prca.201600135] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2016] [Revised: 01/24/2017] [Accepted: 02/10/2017] [Indexed: 12/16/2022]
Affiliation(s)
- Somchai Chutipongtanate
- Pediatric Translational Research Unit, Department of Pediatrics, Faculty of Medicine Ramathibodi Hospital; Mahidol University; Salaya Thailand
| | - Supawat Chatchen
- Department of Tropical Pediatrics, Faculty of Tropical Medicine; Mahidol University; Salaya Thailand
| | - Jisnuson Svasti
- Laboratory of Biochemistry; Chulabhorn Research Institute, Krung Thep Maha Nakhon; Thailand
- Applied Biological Sciences Program; Chulabhorn Graduate Institute; Thailand
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Tsai HF, Hsiao HH. Synthesis of stable isotopically labeled peptides with filter-assisted enzymatic labeling for the diagnosis of hepatitis B virus infection utilizing mass spectrometry-based proteomics strategy. Anal Chim Acta 2016; 956:32-39. [PMID: 28093123 DOI: 10.1016/j.aca.2016.12.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2016] [Revised: 12/14/2016] [Accepted: 12/16/2016] [Indexed: 12/18/2022]
Abstract
A facile method for the preparation of stable isotopically labeled peptides was developed by means of filter-assisted tryptic 16O/18O water labeling, which could be directly applied to the determination of hepatitis B virus infection from human serum with tandem mass spectrometry. Tryptic peptides of hepatitis B surface antigen or hepatitis B e antigen from different subtypes of hepatitis B virus were synthesized with traditional solid-phase peptide synthesis as potential biomarkers. Trypsin catalyzed oxygen-18 exchange at their amidated c-terminus of arginine or lysine residue. The protease catalyzed oxygen-18 to oxygen-16 back exchange reaction was eliminated due to the complete removal of trypsin by the centrifugal filter containing a thin membrane associated with molecular weight cut-off of 10 KDa. The synthetic isotopic peptides were spiked into trichloroacetic acid/acetone precipitated human serum as internal standards and were selectively detected with multiplexed parallel reaction monitoring on a hybrid quadrupole-orbitrap mass spectrometer. The limit of detection for all synthetic peptides were in the range of 0.09 fmol-1.13 fmol. The results indicated that the peptide YLWEWASVR derived from hepatitis B surface antigen was quantified approximately 200 fmol per μl serum and may serve as a diagnostic biomarker for the detection of hepatitis B virus infected disease.
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Affiliation(s)
- Hsing-Fen Tsai
- Department of Chemistry, National Chung Hsing University, 250, Kuo Kuang Rd., Taichung 402, Taiwan
| | - He-Hsuan Hsiao
- Department of Chemistry, National Chung Hsing University, 250, Kuo Kuang Rd., Taichung 402, Taiwan.
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7
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Challenges in biomarker discovery with MALDI-TOF MS. Clin Chim Acta 2016; 458:84-98. [PMID: 27134187 DOI: 10.1016/j.cca.2016.04.033] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Revised: 04/21/2016] [Accepted: 04/27/2016] [Indexed: 12/30/2022]
Abstract
MALDI-TOF MS technique is commonly used in system biology and clinical studies to search for new potential markers associated with pathological conditions. Despite numerous concerns regarding a sample preparation or processing of complex data, this strategy is still recognized as a popular tool and its awareness has risen in the proteomic community over the last decade. In this review, we present comprehensive application of MALDI mass spectrometry with special focus on profiling research. We also discuss major advantages and disadvantages of universal sample preparation methods such as micro-SPE columns, immunodepletion or magnetic beads, and we show the potential of nanostructured materials in capturing low molecular weight subproteomes. Furthermore, as the general protocol considerably affects spectra quality and interpretation, an alternative solution for improved ion detection, including hydrophobic constituents, data processing and statistical analysis is being considered in up-to-date profiling pattern. In conclusion, many reports involving MALDI-TOF MS indicated highly abundant proteins as valuable indicators, and at the same time showed the inaccuracy of available methods in the detection of low abundant proteome that is the most interesting from the clinical perspective. Therefore, the analytical aspects of sample preparation methods should be standardized to provide a reproducible, low sample handling and credible procedure.
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Tong S, Skubisz MM, Horne AW. Molecular diagnostics and therapeutics for ectopic pregnancy. Mol Hum Reprod 2014; 21:126-35. [PMID: 25232044 DOI: 10.1093/molehr/gau084] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Ectopic pregnancies are a serious gynaecological emergency that can be fatal. As such, prompt diagnosis and safe timely treatment is essential. Here, we review the literature on the development of molecularly targeted diagnostics and therapeutics for ectopic pregnancy. A blood-based biomarker that accurately identifies an ectopic pregnancy could be used to offer early diagnostic certainty in cases where ultrasound cannot determine the location of the embryo ('a pregnancy of unknown location'). Molecules examined so far can be broadly grouped into biological themes of relevance to reproduction: (i) Fallopian tube (dys)function, (ii) embryo/trophoblast growth, (iii) corpus luteum function, (iv) inflammation, (v) uterine function and (vi) angiogenesis. While a sensitive and specific biomarker for ectopic pregnancy has yet to be identified, it is possible that improvements in platform technologies or a multi-modal biomarker approach may yield an accurate diagnostic biomarker test. Furthermore, with the advent of better imaging technology, the need for a blood-based biomarker test may be superseded by improvements in ultrasound or magnetic resonance imaging technology. There have been some recent preclinical studies describing molecularly targeted therapeutic approaches for ectopic pregnancy. Notably, bench-to-bedside studies have examined the use of combination gefitinib (orally available epidermal growth factor receptor inhibitor) and methotrexate. Preclinical studies suggest that combination gefitinib and methotrexate is highly effective in inducing placental cell death, and is significantly more effective than methotrexate alone. In early human trials, encouraging preliminary efficacy data have shown that combination gefitinib and methotrexate can rapidly resolve tubal ectopic pregnancies, and large extra-tubal ectopic pregnancies. If a large clinical randomized controlled trial confirms these findings, combination gefitinib and methotrexate could become a new medical treatment option for ectopic pregnancy.
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Affiliation(s)
- Stephen Tong
- Translational Obstetrics Group, Department of Obstetrics and Gynaecology, Mercy Hospital for Women, University of Melbourne, 163 Studley Rd, Heidelberg 3084, Australia
| | - Monika M Skubisz
- Translational Obstetrics Group, Department of Obstetrics and Gynaecology, Mercy Hospital for Women, University of Melbourne, 163 Studley Rd, Heidelberg 3084, Australia
| | - Andrew W Horne
- MRC Centre for Reproductive Health, The Queen's Medical Research Institute, Edinburgh EH16 4TJ, UK
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Righetti PG, Candiano G, Citterio A, Boschetti E. Combinatorial Peptide Ligand Libraries as a “Trojan Horse” in Deep Discovery Proteomics. Anal Chem 2014; 87:293-305. [DOI: 10.1021/ac502171b] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Pier Giorgio Righetti
- Politecnico di Milano, Department of Chemistry, Materials and Chemical Engineering “Giulio
Natta”, Via Mancinelli
7, Milano 20131, Italy
| | - Giovanni Candiano
- Laboratory on Pathophysiology of Uremia
and Department of Nephrology, Istituto Giannina Gaslini, Genova, Italy
| | - Attilio Citterio
- Politecnico di Milano, Department of Chemistry, Materials and Chemical Engineering “Giulio
Natta”, Via Mancinelli
7, Milano 20131, Italy
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Yu L, Shen J, Mannoor K, Guarnera M, Jiang F. Identification of ENO1 as a potential sputum biomarker for early-stage lung cancer by shotgun proteomics. Clin Lung Cancer 2014; 15:372-378.e1. [PMID: 24984566 DOI: 10.1016/j.cllc.2014.05.003] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2014] [Revised: 05/13/2014] [Accepted: 05/19/2014] [Indexed: 01/29/2023]
Abstract
BACKGROUND Lung cancer is the leading cancer killer. Early detection will reduce the related deaths. The objective of this study was to identify potential biomarkers for early-stage lung cancer in sputum supernatant. MATERIALS AND METHODS Using shotgun proteomics, we detected changes in protein profiles that were associated with lung cancer by analyzing sputum supernatants from 6 patients with early-stage lung cancer and 5 cancer-free controls. Using western blotting, we validated the proteomic results in 22 lung cancer cases and 22 controls. Using enzyme-linked immunosorbent assay (ELISA), we evaluated the diagnostic performance of the biomarker candidates in an independent set of 35 cases and 36 controls. RESULTS Proteomics identified 8 biomarker candidates for lung cancer. Western blotting validation of the candidates showed that enolase 1 (ENO1) displayed a higher expression level in patients with cancer than in cancer-free individuals (P = .015). ELISA revealed that the assessment of ENO1 expression in sputum supernatant had 58.33% sensitivity and 80.00% specificity in distinguishing patients with stage I lung cancer from cancer-free individuals. CONCLUSION The analysis of protein biomarkers in sputum may provide a potential approach for the early detection of lung cancer. Future validation of all the candidates defined by shotgun proteomics in a large cohort study may help develop additional biomarkers that can be added to ENO1 to provide more diagnostic efficacy for lung cancer.
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Affiliation(s)
- Lei Yu
- Departments of Pathology, University of Maryland School of Medicine, Baltimore, MD
| | - Jun Shen
- Departments of Pathology, University of Maryland School of Medicine, Baltimore, MD
| | - Kaiissar Mannoor
- Departments of Pathology, University of Maryland School of Medicine, Baltimore, MD
| | - Maria Guarnera
- Departments of Pathology, University of Maryland School of Medicine, Baltimore, MD
| | - Feng Jiang
- Departments of Pathology, University of Maryland School of Medicine, Baltimore, MD
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Kirk E, Bottomley C, Bourne T. Diagnosing ectopic pregnancy and current concepts in the management of pregnancy of unknown location. Hum Reprod Update 2013; 20:250-61. [DOI: 10.1093/humupd/dmt047] [Citation(s) in RCA: 143] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
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