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Latosinska A, Frantzi M, Siwy J. Peptides as "better biomarkers"? Value, challenges, and potential solutions to facilitate implementation. MASS SPECTROMETRY REVIEWS 2024; 43:1195-1236. [PMID: 37357849 DOI: 10.1002/mas.21854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 05/12/2023] [Accepted: 05/24/2023] [Indexed: 06/27/2023]
Abstract
Peptides carry important functions in normal physiological and pathophysiological processes and can serve as clinically useful biomarkers. Given the ability to diffuse passively across endothelial barriers, endogenous peptides can be examined in several body fluids, including among others urine, blood, and cerebrospinal fluid. This review article provides an update on the recently published literature that reports on investigating native peptides in body fluids using mass spectrometry-based platforms, specifically those studies that focus on the application of peptides as biomarkers to improve clinical management. We emphasize on the critical evaluation of their clinical value, how close they are to implementation, and the associated challenges and potential solutions to facilitate clinical implementation. During the last 5 years, numerous studies have been published, demonstrating the increased interest in mass spectrometry for the assessment of endogenous peptides as potential biomarkers. Importantly, the presence of few successful examples of implementation in patients' management and/or in the context of clinical trials indicates that the peptide biomarker field is evolving. Nevertheless, most studies still report evidence based on small sample size, while validation phases are frequently missing. Therefore, a gap between discovery and implementation still exists.
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Affiliation(s)
| | - Maria Frantzi
- Department of Biomarker Research, Mosaiques Diagnostics GmbH, Hannover, Germany
| | - Justyna Siwy
- Department of Biomarker Research, Mosaiques Diagnostics GmbH, Hannover, Germany
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Jiang J, Zhan L, Dai L, Yao X, Qin Y, Zhu Z, Zhang M, Tong W, Wang G. Evaluation of the reliability of MS1-based approach to profile naturally occurring peptides with clinical relevance in urine samples. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2022:e9369. [PMID: 35906701 DOI: 10.1002/rcm.9369] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 07/02/2022] [Accepted: 07/27/2022] [Indexed: 06/15/2023]
Abstract
RATIONALE The profiling of natural urinary peptides is a valuable indicator of kidney condition. While front-end separation limits the speed of peptidomic profiling, MS1-based results suffer from limited peptide coverage and specificity. Clinical studies on chronic kidney disease require an effective strategy to balance the trade-off between identification depth and throughput. METHODS CKD273, a urinary proteome classifier associated with chronic kidney disease, in samples from diabetic nephropathy patients was profiled in parallel using capillary electrophoresis-mass spectrometry (CE-MS), liquid chromatography with mass spectrometry (LC-MS), and matrix-assisted laser desorption/ionization-mass spectrometry (MALDI-MS). Through cross-comparison of results from MS1 of unfractionated peptides and elution-time-resolved MS1 as well as MS/MS in LC- and CE-MS approaches, we evaluated the contribution of false-positive identification to MS1-based identification and quantitation, and analyzed the benefit of front-end separation in terms of accuracy and efficiency. RESULTS In LC- and CE-MS, although MS1 data resulted in higher number of identifications than MS/MS, elution-time-dependent analysis revealed extensive interference by non-CKD273 peptides, which would contribute up to 50% to quantitation if they are not separated from genuine CKD273 peptides. In the absence of separation, MS1 data resulted in lower numbers of identifications and abundance pattern that significantly deviated from those by liquid chromatography with tandem mass spectrometry (LC-MS/MS) or capillary electrophoresis with tandem mass spectrometry (CE-MS/MS). CE showed higher identification efficiency even when less sample was used or achieved faster separation. CONCLUSIONS To ensure the reliability of MS1-based urinary peptide profiling, front-end separation should not be omitted, and elution time should be used in addition to intact mass for identification. Including MS/MS in data acquisition does not compromise the speed or identification number, while benefiting data reliability by providing real-time sequence verification.
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Affiliation(s)
- Jialu Jiang
- School of Chemistry and Materials Science, Nanjing Normal University, Nanjing, China
- Shenzhen Bay Laboratory, Institute for Cell Analysis, Shenzhen, China
| | - Lingpeng Zhan
- Shenzhen Bay Laboratory, Institute for Cell Analysis, Shenzhen, China
| | - Liuyan Dai
- Department of Endocrinology, The First Affiliated Hospital with Nanjing Medical University, Nanjing Medical University, Nanjing, China
| | - Xiaopeng Yao
- School of Chemistry and Materials Science, Nanjing Normal University, Nanjing, China
- Shenzhen Bay Laboratory, Institute for Cell Analysis, Shenzhen, China
| | - Yao Qin
- Department of Endocrinology, The First Affiliated Hospital with Nanjing Medical University, Nanjing Medical University, Nanjing, China
| | - Zhongqin Zhu
- School of Chemistry and Materials Science, Nanjing Normal University, Nanjing, China
- Shenzhen Bay Laboratory, Institute for Cell Analysis, Shenzhen, China
| | - Mei Zhang
- Department of Endocrinology, The First Affiliated Hospital with Nanjing Medical University, Nanjing Medical University, Nanjing, China
| | - Wenjun Tong
- School of Chemistry and Materials Science, Nanjing Normal University, Nanjing, China
| | - Guanbo Wang
- Shenzhen Bay Laboratory, Institute for Cell Analysis, Shenzhen, China
- Biomedical Pioneering Innovation Centre, Peking University, Beijing, China
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Zhang S, Zhao Z, Duan W, Li Z, Nan Z, Du H, Wang M, Yang J, Huang C. The Influence of Blood Collection Tubes in Biomarkers' Screening by Mass Spectrometry. Proteomics Clin Appl 2020; 14:e1900113. [PMID: 32365266 DOI: 10.1002/prca.201900113] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Revised: 04/18/2020] [Indexed: 12/29/2022]
Abstract
PURPOSE Mass spectrometry is one of the rapidly developing bio-analytical techniques in recent years, and it shows that the results of biomarkers' screening can be influenced by pre-analytical process. The selection of the blood collection tubes is one of the most significant steps of pre-analytical process which is often neglected by researchers. So, it is urgent to define the influence of blood collection tubes clearly in biomarkers' screening. EXPERIMENTAL DESIGN Two types of blood collection tubes, non-additive tubes and coagulant activator tubes, are used to collect serum samples from patients and healthy controls. All samples are analyzed using matrix-assisted laser desorption ionization-time of flight mass spectrum in this study. RESULTS The serum protein profile changes while using coagulant tubes whether for patients or healthy controls. It is found that the effect of coagulant on serum protein of patients is smaller than that of control group. There are 27 significantly different peaks between the control group and the control coagulant group. However, between patient group and patient coagulant group, only one differential peak is obtained. Coagulant changes the expression differences between patients and healthy controls, making the differences expand, shrink or reverse, and most of the polypeptides are small molecule, which will change the results of biomarker's screening. CONCLUSIONS AND CLINICAL RELEVANCE This research suggested that different types of blood collection tubes would influence the final laboratory results. So it's important for clinicians to choose the proper tubes to detect biomarkers and make correct diagnoses.
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Affiliation(s)
- Siyuan Zhang
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education/Department of Cell Biology and Genetics, School of Basic Medical Sciences, Xi'an Jiaotong University, Health Science Center, Xi'an, Shaanxi, 710061, China
| | - Zixuan Zhao
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education/Department of Cell Biology and Genetics, School of Basic Medical Sciences, Xi'an Jiaotong University, Health Science Center, Xi'an, Shaanxi, 710061, China
| | - Wenjing Duan
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education/Department of Cell Biology and Genetics, School of Basic Medical Sciences, Xi'an Jiaotong University, Health Science Center, Xi'an, Shaanxi, 710061, China
| | - Zhaoxin Li
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education/Department of Cell Biology and Genetics, School of Basic Medical Sciences, Xi'an Jiaotong University, Health Science Center, Xi'an, Shaanxi, 710061, China
| | - Zhuhui Nan
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education/Department of Cell Biology and Genetics, School of Basic Medical Sciences, Xi'an Jiaotong University, Health Science Center, Xi'an, Shaanxi, 710061, China
| | - Hanzhi Du
- Department of Hematology, the First Affiliated Hospital of Xi'an Jiaotong University, 277 Western Yanta Road, Xi'an, Shaanxi, 710061, China
| | - Mengchang Wang
- Department of Hematology, the First Affiliated Hospital of Xi'an Jiaotong University, 277 Western Yanta Road, Xi'an, Shaanxi, 710061, China
| | - Juan Yang
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education/Department of Cell Biology and Genetics, School of Basic Medical Sciences, Xi'an Jiaotong University, Health Science Center, Xi'an, Shaanxi, 710061, China
| | - Chen Huang
- Key Laboratory of Environment and Disease-Related Gene, Ministry of Education/Department of Cell Biology and Genetics, School of Basic Medical Sciences, Xi'an Jiaotong University, Health Science Center, Xi'an, Shaanxi, 710061, China
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Lin L, Zheng J, Zheng F, Cai Z, Yu Q. Advancing serum peptidomic profiling by data-independent acquisition for clear-cell renal cell carcinoma detection and biomarker discovery. J Proteomics 2020; 215:103671. [DOI: 10.1016/j.jprot.2020.103671] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Revised: 12/28/2019] [Accepted: 01/26/2020] [Indexed: 12/20/2022]
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Jeffs JW, Jehanathan N, Thibert SMF, Ferdosi S, Pham L, Wilson ZT, Breburda C, Borges CR. Delta-S-Cys-Albumin: A Lab Test that Quantifies Cumulative Exposure of Archived Human Blood Plasma and Serum Samples to Thawed Conditions. Mol Cell Proteomics 2019; 18:2121-2137. [PMID: 31324658 PMCID: PMC6773563 DOI: 10.1074/mcp.tir119.001659] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Indexed: 01/15/2023] Open
Abstract
Exposure of blood plasma/serum (P/S) to thawed conditions (> -30 °C) can produce biomolecular changes that skew measurements of biomarkers within archived patient samples, potentially rendering them unfit for molecular analysis. Because freeze-thaw histories are often poorly documented, objective methods for assessing molecular fitness before analysis are needed. We report a 10-μl, dilute-and-shoot, intact-protein mass spectrometric assay of albumin proteoforms called "ΔS-Cys-Albumin" that quantifies cumulative exposure of archived P/S samples to thawed conditions. The relative abundance of S-cysteinylated (oxidized) albumin in P/S increases inexorably but to a maximum value under 100% when samples are exposed to temperatures > -30 °C. The difference in the relative abundance of S-cysteinylated albumin (S-Cys-Alb) before and after an intentional incubation period that drives this proteoform to its maximum level is denoted as ΔS-Cys-Albumin. ΔS-Cys-Albumin in fully expired samples is zero. The range (mean ± 95% CI) observed for ΔS-Cys-Albumin in fresh cardiac patient P/S (n = 97) was, for plasma 12-29% (20.9 ± 0.75%) and for serum 10-24% (15.5 ± 0.64%). The multireaction rate law that governs S-Cys-Alb formation in P/S was determined and shown to predict the rate of formation of S-Cys-Alb in plasma and serum samples-a step that enables back-calculation of the time at which unknown P/S specimens have been exposed to room temperature. A blind challenge demonstrated that ΔS-Cys-Albumin can detect exposure of groups (n = 6 each) of P/S samples to 23 °C for 2 h, 4 °C for 16 h, or -20 °C for 24 h-and exposure of individual specimens for modestly increased times. An unplanned case study of nominally pristine serum samples collected under NIH-sponsorship demonstrated that empirical evidence is required to ensure accurate knowledge of archived P/S biospecimen storage history.
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Affiliation(s)
- Joshua W Jeffs
- School of Molecular Sciences and The Biodesign Institute at Arizona State University, Tempe, AZ 85287
| | - Nilojan Jehanathan
- School of Molecular Sciences and The Biodesign Institute at Arizona State University, Tempe, AZ 85287
| | - Stephanie M F Thibert
- School of Molecular Sciences and The Biodesign Institute at Arizona State University, Tempe, AZ 85287
| | - Shadi Ferdosi
- School of Molecular Sciences and The Biodesign Institute at Arizona State University, Tempe, AZ 85287
| | - Linda Pham
- Maricopa Integrated Health System, Phoenix, AZ 85008
| | - Zachary T Wilson
- Maricopa Integrated Health System, Phoenix, AZ 85008; University of Arizona College of Medicine, Phoenix, AZ 85004
| | - Christian Breburda
- Maricopa Integrated Health System, Phoenix, AZ 85008; University of Arizona College of Medicine, Phoenix, AZ 85004
| | - Chad R Borges
- School of Molecular Sciences and The Biodesign Institute at Arizona State University, Tempe, AZ 85287.
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Zaki A, Ramadan RA, Moez P, Ghareeb H, Elkarmouty A. Plasma Peptidome Pattern of Breast Cancer Using Magnetic Beads-Based Plasma Fractionation and MALDI-TOF MS: A Case Control Study in Egypt. Asian Pac J Cancer Prev 2019; 20:175-184. [PMID: 30678429 PMCID: PMC6485569 DOI: 10.31557/apjcp.2019.20.1.175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Objective: The present study aimed to determine peptidome patterns in breast cancer (BC). Methods: We analyzed
the plasma proteomic profiling of 80 BC patients and 50 healthy controls, using hydrophobic interaction chromatography
magnetic beads (MB-HIC8) separation followed by Matrix assisted laser desorption ionization/ time of flight mass
spectrometry (MALDI-TOF MS). Results: ClinProTools software identified 92 peaks that differed among the analyzed
groups, 33 peaks were significantly different (P < 0.05). Of those, 22 peaks were up-regulated while 11 peaks were
down-regulated in BC patients compared with the healthy controls. Three peptide ion signatures (m/z 1,570.31, 1,897.4
and 2,568.17) were provided by the Quick Classifier model to discriminate BC patients from healthy control subjects
with 96.4% accuracy. External validation was performed by an independent group and this achieved a sensitivity of
100% and a specificity of 76.9%. Conclusion: MALDI-TOF MS has good analytical performance in distinguishing
BC patients from healthy controls.
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Affiliation(s)
- Ahmad Zaki
- Department of Chemical Pathology, Medical Research Institute, Alexandria University, Egypt.
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Tsuchida S, Satoh M, Umemura H, Sogawa K, Takiwaki M, Ishige T, Miyabayashi Y, Iwasawa Y, Kobayashi S, Beppu M, Nishimura M, Kodera Y, Matsushita K, Nomura F. Assessment by Matrix-Assisted Laser Desorption/Ionization Time-of-Flight Mass Spectrometry of the Effects of Preanalytical Variables on Serum Peptidome Profiles Following Long-Term Sample Storage. Proteomics Clin Appl 2018; 12:e1700047. [PMID: 29349874 PMCID: PMC5947747 DOI: 10.1002/prca.201700047] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2017] [Revised: 11/29/2017] [Indexed: 01/05/2023]
Abstract
PURPOSE Human serum and plasma are often used as clinical specimens in proteomics analyses, and peptidome profiling of human serum is a promising tool for identifying novel disease-associated biomarkers. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) is widely used for peptidomic biomarker discovery. Careful sample collection and handling are required as either can have a profound impact on serum peptidome patterns, yet the effects of preanalytical variables on serum peptidome profiles have not been completely elucidated. The present study investigated the effects of preanalytical variables, including storage temperature, duration (up to 12 months), and thawing methods, on MALDI-TOF MS-based serum peptidome patterns. EXPERIMENTAL DESIGN Aliquots of serum samples were pretreated with weak cation exchanger magnetic beads using an automated ClinProtRobot system and then analyzed by MALDI-TOF MS. RESULTS A number of significant differences in peak intensities were observed depending on sample processing variables. CONCLUSIONS AND CLINICAL RELEVANCE These peaks can be used as sample quality markers to assess the effects of long-term storage on serum peptidome profiles using MALDI-TOF MS.
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Affiliation(s)
- Sachio Tsuchida
- Division of Clinical Mass SpectrometryChiba University HospitalChibaJapan
| | - Mamoru Satoh
- Division of Clinical Mass SpectrometryChiba University HospitalChibaJapan
| | - Hiroshi Umemura
- Departments of DermatologyOkayama University Graduate School of Medicine, Dentistry and Pharmaceutical SciencesOkayamaJapan
| | - Kazuyuki Sogawa
- Department of BiochemistrySchool of Life and Environmental ScienceAzabu UniversitySagamiharaJapan
| | - Masaki Takiwaki
- Division of Clinical Mass SpectrometryChiba University HospitalChibaJapan
| | - Takayuki Ishige
- Department of Molecular DiagnosisGraduate School of MedicineChiba UniversityChibaJapan
| | - Yui Miyabayashi
- Division of Clinical Mass SpectrometryChiba University HospitalChibaJapan
| | - Yuuya Iwasawa
- Division of Clinical Mass SpectrometryChiba University HospitalChibaJapan
| | - Sohei Kobayashi
- Department of Molecular DiagnosisGraduate School of MedicineChiba UniversityChibaJapan
| | - Minako Beppu
- Department of Molecular DiagnosisGraduate School of MedicineChiba UniversityChibaJapan
| | - Motoi Nishimura
- Department of Molecular DiagnosisGraduate School of MedicineChiba UniversityChibaJapan
| | - Yoshio Kodera
- Laboratory of Biomolecular DynamicsDepartment of physicsSchool of ScienceKitasato UniversityChibaJapan
| | - Kazuyuki Matsushita
- Department of Molecular DiagnosisGraduate School of MedicineChiba UniversityChibaJapan
| | - Fumio Nomura
- Division of Clinical Mass SpectrometryChiba University HospitalChibaJapan
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Padoan A. The Impact of Pre-Analytical Conditions on Human Serum Peptidome Profiling. Proteomics Clin Appl 2018; 12:e1700183. [PMID: 29476601 DOI: 10.1002/prca.201700183] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Indexed: 12/20/2022]
Abstract
The successful use of proteomic technology for the discovery of clinically relevant, new candidate biomarkers, especially in the low molecular weight range (peptidome), calls for a careful consideration of standardized operating procedures (SOP) for pre-analytical variables, including samples handling and storage. The current lack of standardization, widely considered a relevant source of random and systematic errors, underlies the uncertainty of analytical results and poor comparability, especially in multi-centric or inter-laboratory studies. In their recent study, Tsuchida et al. used the MALDI-TOF/MS technique to investigate the effect of long-term storage at -20 °C, -80 °C, and in liquid nitrogen on serum samples obtained for peptidomic analyses. The authors have also evaluated the effects of different sample thawing modalities. By including results from the same series as that reported on in a previous publication, they have effectively defined some important requirements for the peptidomic analysis of serum samples (e.g., maximum time intervals between venepuncture and serum separation [1 h], minimum temperature for long-term sera storage temperature [-80 °C], ideal conditions for sample thawing).
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Affiliation(s)
- Andrea Padoan
- Department of Medicine (DIMED), University of Padova, Padova, Italy
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