Urinary Proteomic/Peptidomic Biosignature of Breast Cancer Patients Using 1D SDS-PAGE Combined with Matrix-Assisted Laser Desorption/Ionization-Time of Flight Mass Spectrometry

The potential development of a rapid and highly sensitive breast cancer (BC) diagnostic method has been increasingly investigated by many researchers in order to significantly improve the diagnosis of this disease that affects millions of women worldwide. Thus, this investigation aimed to establish a potential BC urinary peptidomic pattern using one-dimensional sodium dodecyl sulfate-polyacrylamide gel electrophoresis (1D SDS-PAGE) coupled with matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) as a useful approach for BC diagnosis. The results of Lowry’s assay demonstrated that the total protein concentration increased after precipitation and that the healthy control group (HCs, 160 to 318 µg/mL, 142 ± DD µg/mL, on average) presented higher total protein content than the BC patients (140 to 311 µg/mL, 115 ± DD µg/mL, on average). Related to MALDI-TOF MS analysis, the results revealed that four peptide ion biosignatures (m/z 1046.5, 1062.5, 1237.7 and 1727.9) allowed the discrimination between BC patients and HCs. The distinction efficiency and accuracy of BC urine peptides were determined by receiver operating characteristic (ROC) curve analysis that enabled the recognition of some features with great sensitivity (88%) and specificity (98%). Therefore, the obtained data revealed MALDI-TOF MS as a powerful tool to explore peptidomic biosignatures due to its speed, sensitivity, and mass accuracy, which allow the establishment of novel disease biomarkers.

[1]  A. Jemal,et al.  Cancer statistics, 2022 , 2022, CA: a cancer journal for clinicians.

[2]  J. Xia,et al.  MetaboAnalyst 5.0: narrowing the gap between raw spectra and functional insights , 2021, Nucleic Acids Res..

[3]  A. Jemal,et al.  Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries , 2021, CA: a cancer journal for clinicians.

[4]  Subramaniam Arunambiga A Comparative Study of Urinary Proteins Using Different Precipitation Methods , 2020 .

[5]  Dapeng Ding,et al.  Novel serum peptide model revealed by MALDI-TOF-MS and its diagnostic value in early bladder cancer , 2020, The International journal of biological markers.

[6]  Dohyun Han,et al.  Proteomic identification of early urinary-biomarkers of acute kidney injury in preterm infants , 2020, Scientific Reports.

[7]  M. Kerin,et al.  Breast Cancer Detection—A Synopsis of Conventional Modalities and the Potential Role of Microwave Imaging , 2020, Diagnostics.

[8]  Tadashi Yamamoto,et al.  The Optimized Workflow for Sample Preparation in LC-MS/MS-Based Urine Proteomics , 2019, Methods and Protocols.

[9]  Hyemin Choi,et al.  Effects of Matrices and Additives on Multiple Charge Formation of Proteins in MALDI–MS Analysis , 2019, Journal of The American Society for Mass Spectrometry.

[10]  M. Gazouli,et al.  Serum Proteomic Signatures of Male Breast Cancer , 2019, Cancer Genomics & Proteomics.

[11]  N. Hansen,et al.  Breast Cancer Screening and Diagnosis, Version 3.2018, NCCN Clinical Practice Guidelines in Oncology. , 2018, Journal of the National Comprehensive Cancer Network : JNCCN.

[12]  Han-Zhong Li,et al.  Preliminary Application of WCX Magnetic Bead-Based Matrix-Assisted Laser Desorption Ionization Time-of-Flight Mass Spectrometry in Analyzing the Urine of Renal Clear Cell Carcinoma. , 2017, Chinese medical sciences journal = Chung-kuo i hsueh k'o hsueh tsa chih.

[13]  M. Akram,et al.  Awareness and current knowledge of breast cancer , 2017, Biological Research.

[14]  Yan Deng,et al.  Mass spectrometry-assisted gel-based proteomics in cancer biomarker discovery: approaches and application , 2017, Theranostics.

[15]  M. Venere,et al.  Do the complementarities of electrokinetic and chromatographic procedures represent the “Swiss knife” in proteomic investigation? An overview of the literature in the past decade , 2017, Electrophoresis.

[16]  Shanshan Wang,et al.  Identification of urine biomarkers associated with lung adenocarcinoma , 2017, Oncotarget.

[17]  R. Erra-Balsells,et al.  Application of Z-sinapinic matrix in peptide MALDI-MS analysis. , 2017, Journal of mass spectrometry : JMS.

[18]  K. Chaudhury,et al.  Urinary proteome alterations in HER2 enriched breast cancer revealed by multipronged quantitative proteomics , 2016, Proteomics.

[19]  Joseph A Loo,et al.  Combining high-throughput MALDI-TOF mass spectrometry and isoelectric focusing gel electrophoresis for virtual 2D gel-based proteomics. , 2016, Methods.

[20]  Z. Kokot,et al.  Challenges in biomarker discovery with MALDI-TOF MS. , 2016, Clinica chimica acta; international journal of clinical chemistry.

[21]  William A Ricke,et al.  Biomarker discovery in mass spectrometry‐based urinary proteomics , 2016, Proteomics. Clinical applications.

[22]  Paolo Sacchetta,et al.  Integration of metabolomics and proteomics in multiple sclerosis: From biomarkers discovery to personalized medicine , 2016, Proteomics. Clinical applications.

[23]  Gillian D Sanders,et al.  Benefits and Harms of Breast Cancer Screening: A Systematic Review. , 2015, JAMA.

[24]  D. Glez-Peña,et al.  Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery , 2015, BMC Bioinformatics.

[25]  Feng Wang,et al.  Serum peptidome profiling analysis for the identification of potential biomarkers in cervical intraepithelial neoplasia patients. , 2015, Biochemical and biophysical research communications.

[26]  Z. Kokot,et al.  The application of fuzzy statistics and linear discriminant analysis as criteria for optimizing the preparation of plasma for matrix-assisted laser desorption/ionization mass spectrometry peptide profiling. , 2015, Clinica chimica acta; international journal of clinical chemistry.

[27]  Yajie Wang,et al.  A Proteomic Analysis of Individual and Gender Variations in Normal Human Urine and Cerebrospinal Fluid Using iTRAQ Quantification , 2015, PloS one.

[28]  V. Labas,et al.  Analysis of epididymal sperm maturation by MALDI profiling and top-down mass spectrometry. , 2015, Journal of proteomics.

[29]  M. Lucia,et al.  Evaluation of urinary protein precipitation protocols for the multidisciplinary approach to the study of chronic pelvic pain research network. , 2014, Journal of biomolecular techniques : JBT.

[30]  Richard S. Lee,et al.  An in-depth comparison of the male pediatric and adult urinary proteomes. , 2014, Biochimica et biophysica acta.

[31]  D. Wishart,et al.  Translational biomarker discovery in clinical metabolomics: an introductory tutorial , 2012, Metabolomics.

[32]  Finlay MacKenzie,et al.  How should proteinuria be detected and measured? , 2009, Annals of clinical biochemistry.

[33]  Frank Suits,et al.  A noise model for mass spectrometry based proteomics , 2008, Bioinform..

[34]  Marcel J. T. Reinders,et al.  Comparison of normalisation methods for surface-enhanced laser desorption and ionisation (SELDI) time-of-flight (TOF) mass spectrometry data , 2008, BMC Bioinformatics.

[35]  M. Mann,et al.  In-gel digestion for mass spectrometric characterization of proteins and proteomes , 2006, Nature Protocols.

[36]  Shui-Tein Chen,et al.  Different techniques for urinary protein analysis of normal and lung cancer patients , 2005, Proteomics.

[37]  T. Veenstra,et al.  Organic solvent extraction of proteins and peptides from serum as an effective sample preparation for detection and identification of biomarkers by mass spectrometry , 2004, Proteomics.

[38]  A. Shevchenko,et al.  Archived polyacrylamide gels as a resource for proteome characterization by mass spectrometry , 2001, Electrophoresis.

[39]  A. Stensballe,et al.  Simplified Sample Preparation Method for Protein Identification by Matrix-Assisted Laser Desorption/Ionization Mass Spectrometry: In-Gel Digestion on the Probe Surface , 2001 .

[40]  S. Hosseini,et al.  Fundamentals of MALDI-ToF-MS Analysis , 2017 .

[41]  Shuying Liu,et al.  Application of MALDI-TOF-mass spectrometry to proteome analysis using stain-free gel electrophoresis. , 2013, Topics in current chemistry.

[42]  K. Hajian‐Tilaki,et al.  Receiver Operating Characteristic (ROC) Curve Analysis for Medical Diagnostic Test Evaluation. , 2013, Caspian journal of internal medicine.

[43]  John M. Walker,et al.  The Protein Protocols Handbook , 2009, Springer Protocols Handbooks.