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Choi HY, Torkko KC, Lucia MS, Mozhui K, Choi WY, Clark PE, Fowke JH. Change in prostate tissue gene expression following finasteride or doxazosin administration in the medical therapy for prostatic symptoms (MTOPS) study. Sci Rep 2024; 14:19164. [PMID: 39160179 PMCID: PMC11333712 DOI: 10.1038/s41598-024-69301-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Accepted: 08/02/2024] [Indexed: 08/21/2024] Open
Abstract
Benign prostatic hyperplasia (BPH) may decrease patient quality of life and often leads to acute urinary retention and surgical intervention. While effective treatments are available, many BPH patients do not respond or develop resistance to treatment. To understand molecular determinants of clinical symptom persistence after initiating BPH treatment, we investigated gene expression profiles before and after treatments in the prostate transitional zone of 108 participants in the Medical Therapy of Prostatic Symptoms (MTOPS) Trial. Unsupervised clustering revealed molecular subgroups characterized by expression changes in a large set of genes associated with resistance to finasteride, a 5α-reductase inhibitor. Pathway analyses within this gene cluster found finasteride administration induced changes in fatty acid metabolism, amino acid metabolism, immune response, steroid hormone metabolism, and kinase activity within the transitional zone. We found that patients without this transcriptional response were highly likely to develop clinical progression, which is expected in 13.2% of finasteride-treated patients. Importantly, a patient's transcriptional response to finasteride was associated with their pre-treatment kinase expression. Further, we identified novel expression signatures of finasteride resistance among the transcriptionally responded patients. These patients showed different gene expression profiles at baseline and increased prostate transitional zone volume compared to the patients who responded to the treatment. Our work suggests molecular mechanisms of clinical resistance to finasteride treatment that could be potentially helpful for personalized BPH treatment as well as new drug development to increase patient drug response.
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Affiliation(s)
- Hyo Young Choi
- Department of Preventive Medicine, College of Medicine, University of Tennessee Health Science Center, Memphis, TN, 38163, USA
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA
| | | | - M Scott Lucia
- University of Colorado, Anschutz Medical Campus, Aurora, CO, USA
| | - Khyobeni Mozhui
- Department of Preventive Medicine, College of Medicine, University of Tennessee Health Science Center, Memphis, TN, 38163, USA
| | - Won-Young Choi
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Peter E Clark
- Atrium Health Levine Cancer Institute, Charlotte, NC, USA
| | - Jay H Fowke
- Department of Preventive Medicine, College of Medicine, University of Tennessee Health Science Center, Memphis, TN, 38163, USA.
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA.
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2
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Fricker LD. Quantitative Peptidomics: General Considerations. Methods Mol Biol 2024; 2758:89-108. [PMID: 38549010 DOI: 10.1007/978-1-0716-3646-6_5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/02/2024]
Abstract
Peptidomics is the detection and identification of the peptides present in a sample, and quantitative peptidomics provides additional information about the amounts of these peptides. It is possible to perform absolute quantitation of peptide levels in which the biological sample is compared to synthetic standards of each peptide. More commonly, relative quantitation is performed to compare peptide levels between two or more samples. Relative quantitation can measure differences between all peptides that are detectable, which can exceed 1000 peptides in a complex sample. In this chapter, various techniques used for quantitative peptidomics are described along with discussion of the advantages and disadvantages of each approach. A guide to selecting the optimal quantitative approach is provided, based on the goals of the experiment and the resources that are available.
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Affiliation(s)
- Lloyd D Fricker
- Departments of Molecular Pharmacology and Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA.
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3
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Wang B, Fields L, Li L. Recent advances in characterization of citrullination and its implication in human disease research: From method development to network integration. Proteomics 2023; 23:e2200286. [PMID: 36546832 PMCID: PMC10285031 DOI: 10.1002/pmic.202200286] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2022] [Revised: 12/12/2022] [Accepted: 12/13/2022] [Indexed: 12/24/2022]
Abstract
Post-translational modifications (PTM) of proteins increase the functional diversity of the proteome and have been implicated in the pathogenesis of numerous diseases. The most widely understood modifications include phosphorylation, methylation, acetylation, O-linked/N-linked glycosylation, and ubiquitination, all of which have been extensively studied and documented. Citrullination is a historically less explored, yet increasingly studied, protein PTM which has profound effects on protein conformation and protein-protein interactions. Dysregulation of protein citrullination has been associated with disease development and progression. Identification and characterization of citrullinated proteins is highly challenging, complicated by the low cellular abundance of citrullinated proteins, making it difficult to identify and quantify the extent of citrullination in samples, coupled with challenges associated with development of mass spectrometry (MS)-based methods, as the corresponding mass shift is relatively small, +0.984 Da, and identical to the mass shift of deamidation. The focus of this review is to discuss recent advancements of citrullination-specific MS approaches and integration of the potential methodology for improved citrullination identification and characterization. In addition, the association of citrullination in disease networks is also highlighted.
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Affiliation(s)
- Bin Wang
- School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Lauren Fields
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
- School of Pharmacy, Lachman Institute for Pharmaceutical Development, University of Wisconsin-Madison, Madison, Wisconsin, USA
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4
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Li M, Zhong X, Feng Y, Li L. Novel Isobaric Tagging Reagent Enabled Multiplex Quantitative Glycoproteomics via Electron-Transfer/Higher-Energy Collisional Dissociation (EThcD) Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2022; 33:1874-1882. [PMID: 36095095 PMCID: PMC10160164 DOI: 10.1021/jasms.2c00177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Protein glycosylation, covalent attachment of carbohydrates to polypeptide chains, is a highly important post-translational modification involved in many essential physiological processes. Comprehensive site-specific and quantitative analysis is crucial for revealing the diverse functions and dynamics of glycosylation. To characterize intact glycopeptides, mass spectrometry (MS)-based glycoproteomics employs versatile fragmentation methods, among which electron-transfer/higher-energy collision dissociation (EThcD) has gained great popularity. However, the inherent limitation of EThcD in fragmenting low-charge ions has prevented its widespread applications. Furthermore, there is a need to develop a high-throughput strategy for comparative glycoproteomics with a large cohort of samples. Herein, we developed isobaric N,N-dimethyl leucine-derivatized ethylenediamine (DiLeuEN) tags to increase the charge states of glycopeptides, thereby improving the fragmentation efficiency and allowing for in-depth intact glycopeptide analysis, especially for sialoglycopeptides. Moreover, the unique reporter ions of DiLeuEN-labeled glycopeptides generated in tandem MS spectra enable relative quantification of up to four samples in a single analysis, which represents a new high-throughput method for quantitative glycoproteomics.
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5
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Li M, Gu TJ, Lin X, Li L. DiLeuPMP: A Multiplexed Isobaric Labeling Method for Quantitative Analysis of O-Glycans. Anal Chem 2021; 93:9845-9852. [PMID: 34240851 DOI: 10.1021/acs.analchem.1c01433] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
As one of the most important post-translational modifications, glycosylation plays a pivotal role in many essential physiological functions, including cell recognition, signaling, and immune response. Thus, various qualitative and quantitative analytical strategies for glycomic profiling have been developed in recent decades. However, while extensive efforts have been devoted to the analysis of N-glycans, high-throughput quantitative analysis of O-glycans is often overlooked and underexplored. This is partially due to the lack of a universal enzyme for the release of O-glycans from the protein backbone. Furthermore, the traditional chemical releasing method suffers from severe side reactions and involves tedious sample preparation procedures. Here, a multiplexed isobaric labeling method enabled by N,N-dimethyl leucine containing pyrazolone analogue (DiLeuPMP) is introduced. This method combines the release and labeling of O-glycans in a one-pot reaction and achieves accurate MS2-based relative quantification with the ability to process four samples at a time. The method has been applied to core-1 O-glycan standard and three glycoproteins first, and the results demonstrated its validity. Following this proof-of-principle demonstration, we analyzed more complex biological specimen using human serum samples. Overall, this method provides an effective and reliable approach for the profiling and high-throughput quantitative analysis of O-glycans in complex samples.
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Affiliation(s)
| | | | - Xiaorong Lin
- College of Food Science, South China Agricultural University, Guangzhou, Guangdong 510642, China
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6
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Zaikin VG, Borisov RS. Options of the Main Derivatization Approaches for Analytical ESI and MALDI Mass Spectrometry. Crit Rev Anal Chem 2021; 52:1287-1342. [PMID: 33557614 DOI: 10.1080/10408347.2021.1873100] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The inclusion of preliminary chemical labeling (derivatization) in the analysis process by such powerful and widespread methods as electrospray ionization (ESI) and matrix-assisted laser desorption/ionization (MALDI) mass spectrometry (MS) is a popular and widely used methodological approach. This is due to the need to remove some fundamental limitations inherent in these powerful analytic methods. Although a number of special reviews has been published discussing the utilization of derivatization approaches, the purpose of the present critical review is to comprehensively summarize, characterize and evaluate most of the previously developed and practically applied, as well as recently proposed representative derivatization reagents for ESI-MS and MALDI-MS platforms in their mostly sensitive positive ion mode and frequently hyphenated with separation techniques. The review is focused on the use of preliminary chemical labeling to facilitate the detection, identification, structure elucidation, quantification, profiling or MS imaging of compounds within complex matrices. Two main derivatization approaches, namely the introduction of permanent charge-fixed or highly proton affinitive residues into analytes are critically evaluated. In situ charge-generation, charge-switch and charge-transfer derivatizations are considered separately. The potential of using reactive matrices in MALDI-MS and chemical labeling in MS-based omics sciences is given.
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Affiliation(s)
- Vladimir G Zaikin
- A.V. Topchiev Institute of Petrochemical Synthesis, Russian Academy of Sciences, Moscow, Russian Federation
| | - Roman S Borisov
- A.V. Topchiev Institute of Petrochemical Synthesis, Russian Academy of Sciences, Moscow, Russian Federation
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7
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Yu Q, Zhong X, Chen B, Feng Y, Ma M, Diamond CA, Voeller JS, Kim M, DeSantes KB, Capitini CM, Patel NJ, Hoover-Regan ML, Burke MJ, Janko K, Puccetti DM, Ikonomidou C, Li L. Isobaric Labeling Strategy Utilizing 4-Plex N, N-Dimethyl Leucine (DiLeu) Tags Reveals Proteomic Changes Induced by Chemotherapy in Cerebrospinal Fluid of Children with B-Cell Acute Lymphoblastic Leukemia. J Proteome Res 2020; 19:2606-2616. [PMID: 32396724 PMCID: PMC7334086 DOI: 10.1021/acs.jproteome.0c00291] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
The use of mass spectrometry for protein identification and quantification in cerebrospinal fluid (CSF) is at the forefront of research efforts to identify and explore biomarkers for the early diagnosis and prognosis of neurologic disorders. Here we implemented a 4-plex N,N-dimethyl leucine (DiLeu) isobaric labeling strategy in a longitudinal study aiming to investigate protein dynamics in children with B-cell acute lymphoblastic leukemia (B-cell ALL) undergoing chemotherapy. The temporal profile of CSF proteome during chemotherapy treatment at weeks 5, 10-14, and 24-28 highlighted many differentially expressed proteins, such as neural cell adhesion molecule, neuronal growth regulator 1, and secretogranin-3, all of which play important roles in neurodegenerative diseases. A total of 63 proteins were significantly altered across all of the time points investigated. The most over-represented biological processes from gene ontology analysis included platelet degranulation, complement activation, cell adhesion, fibrinolysis, neuron projection, regeneration, and regulation of neuron death. We expect that results from this and future studies will provide a means to monitor neurotoxicity and develop strategies to prevent central nervous system injury in response to chemotherapy in children.
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Affiliation(s)
- Qinying Yu
- School of Pharmacy, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Xiaofang Zhong
- School of Pharmacy, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Bingming Chen
- School of Pharmacy, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Yu Feng
- School of Pharmacy, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Min Ma
- School of Pharmacy, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Carol A. Diamond
- Department of Pediatrics, Division of Hematology, Oncology and Bone Marrow Transplant, Carbone Cancer Center, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Julie S. Voeller
- Department of Pediatrics, Division of Hematology, Oncology and Bone Marrow Transplant, Carbone Cancer Center, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Miriam Kim
- Department of Pediatrics, Division of Hematology, Oncology and Bone Marrow Transplant, Carbone Cancer Center, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Kenneth B. DeSantes
- Department of Pediatrics, Division of Hematology, Oncology and Bone Marrow Transplant, Carbone Cancer Center, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Christian M. Capitini
- Department of Pediatrics, Division of Hematology, Oncology and Bone Marrow Transplant, Carbone Cancer Center, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Neha J. Patel
- Department of Pediatrics, Division of Hematology, Oncology and Bone Marrow Transplant, Carbone Cancer Center, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Margo L. Hoover-Regan
- Department of Pediatrics, Division of Hematology, Oncology and Bone Marrow Transplant, Carbone Cancer Center, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Michael J. Burke
- Children’s Hospital of Wisconsin, Pediatric Leukemia & Lymphoma Program, Medical College of Wisconsin, Milwaukee, Wisconsin, United States
| | - Kimberly Janko
- Department of Neurology, Division of Child Neurology, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Diane M. Puccetti
- Department of Pediatrics, Division of Hematology, Oncology and Bone Marrow Transplant, Carbone Cancer Center, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Chrysanthy Ikonomidou
- Department of Neurology, Division of Child Neurology, University of Wisconsin–Madison, Madison, Wisconsin, United States
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin–Madison, Madison, Wisconsin, United States
- Department of Chemistry, University of Wisconsin–Madison, Madison, Wisconsin, United States
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8
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Thomas S, Hao L, DeLaney K, McLean D, Steinke L, Marker PC, Vezina CM, Li L, Ricke WA. Spatiotemporal Proteomics Reveals the Molecular Consequences of Hormone Treatment in a Mouse Model of Lower Urinary Tract Dysfunction. J Proteome Res 2020; 19:1375-1382. [PMID: 32108482 DOI: 10.1021/acs.jproteome.9b00451] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Benign prostatic hyperplasia and related lower urinary tract symptoms remain common, costly, and impactful issues for aging males. The etiology and pathogenesis are multifactorial and include steroid hormone changes and inflammation. Noninvasive markers could one day inform personalized medicine, but interindividual variation and lack of healthy age-matched controls hamper research. Experimental models are appealing for insight into disease mechanisms. Here, we present a spatiotemporal proteomics study in a mouse model of hormone-induced urinary dysfunction. Urine samples were collected noninvasively across time: before, during, and after disease onset. A microcomputed tomography analysis implicated the prostate as a spatially relevant contributor to bladder outlet obstruction. Prostates were collected after disease onset and compared with control mice. Notable changes in urine include proteins representing oxidative stress defense and acute phase inflammatory response processes. In the prostate, hormone treatment led to perturbations related to an oxidative stress response and H2O2 metabolism. Several protein changes coincided in both urine and the prostate tissue, including glutathione peroxidase 3, glutathione hydrolase 1 proenzyme, and vitamin D-binding protein. This study supports the concept of noninvasive urinary biomarkers for prostate disease diagnostics. Oxidative stress and acute phase inflammatory processes were identified as key consequences of hormone-induced bladder outlet obstruction. Future research into antioxidants and anti-inflammatories in prostate diseases appears promising.
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Affiliation(s)
- Samuel Thomas
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
| | - Ling Hao
- School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States
| | - Kellen DeLaney
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
| | - Dalton McLean
- Department of Urology, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States
| | - Laura Steinke
- School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States
| | - Paul C Marker
- School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States
| | - Chad M Vezina
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States.,George M. O'Brien Center of Research Excellence, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States.,School of Veterinary Medicine, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
| | - Lingjun Li
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States.,School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States.,Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
| | - William A Ricke
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States.,School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States.,Department of Urology, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States.,George M. O'Brien Center of Research Excellence, University of Wisconsin-Madison, Madison, Wisconsin 53705, United States
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9
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Hao L, Zhu Y, Wei P, Johnson J, Buchberger A, Frost D, Kao WJ, Li L. Metandem: An online software tool for mass spectrometry-based isobaric labeling metabolomics. Anal Chim Acta 2019; 1088:99-106. [PMID: 31623721 DOI: 10.1016/j.aca.2019.08.046] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2019] [Revised: 08/18/2019] [Accepted: 08/19/2019] [Indexed: 01/05/2023]
Abstract
Mass spectrometry-based stable isotope labeling provides the advantages of multiplexing capability and accurate quantification but requires tailored bioinformatics tools for data analysis. Despite the rapid advancements in analytical methodology, it is often challenging to analyze stable isotope labeling-based metabolomics data, particularly for isobaric labeling using MS/MS reporter ions for quantification. We report Metandem, a novel online software tool for isobaric labeling-based metabolomics, freely available at http://metandem.com/web/. Metandem provides a comprehensive data analysis pipeline integrating feature extraction, metabolite quantification, metabolite identification, batch processing of multiple data files, online parameter optimization for custom datasets, data normalization, and statistical analysis. Systematic evaluation of the Metandem tool was demonstrated on UPLC-MS/MS, nanoLC-MS/MS, CE-MS/MS and MALDI-MS platforms, via duplex, 4-plex, 10-plex, and 12-plex isobaric labeling experiments and the application to various biological samples.
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Affiliation(s)
- Ling Hao
- School of Pharmacy, University of Wisconsin, Madison, WI, 53705, USA
| | | | - Pingli Wei
- Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA
| | - Jillian Johnson
- School of Pharmacy, University of Wisconsin, Madison, WI, 53705, USA
| | - Amanda Buchberger
- Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA
| | - Dustin Frost
- School of Pharmacy, University of Wisconsin, Madison, WI, 53705, USA
| | - W John Kao
- School of Pharmacy, University of Wisconsin, Madison, WI, 53705, USA; IMSE and BME Faculty of Engineering and LKS Faculty of Medicine, The University of Hong Kong, HKSAR
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin, Madison, WI, 53705, USA; Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA.
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10
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Hao L, Thomas S, Greer T, Vezina CM, Bajpai S, Ashok A, De Marzo AM, Bieberich CJ, Li L, Ricke WA. Quantitative proteomic analysis of a genetically induced prostate inflammation mouse model via custom 4-plex DiLeu isobaric labeling. Am J Physiol Renal Physiol 2019; 316:F1236-F1243. [PMID: 30995113 PMCID: PMC6620594 DOI: 10.1152/ajprenal.00387.2018] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2018] [Revised: 04/08/2019] [Accepted: 04/09/2019] [Indexed: 02/06/2023] Open
Abstract
Inflammation is involved in many prostate pathologies including infection, benign prostatic hyperplasia, and prostate cancer. Preclinical models are critical to our understanding of disease mechanisms, yet few models are genetically tractable. Here, we present a comparative quantitative proteomic analysis of urine from mice with and without prostate-specific inflammation induced by conditional prostate epithelial IL-1β expression. Relative quantification and sample multiplexing was achieved using custom 4-plex N,N-dimethyl leucine (DiLeu) isobaric tags and nanoflow ultrahigh-performance liquid chromatography coupled to high-resolution tandem mass spectrometry. Each set of 4-plex DiLeu reagents allows four urine samples to be analyzed simultaneously, providing high-throughput and accurate quantification of urinary proteins. Proteins involved in the acute phase response, including haptoglobin, inter-α-trypsin inhibitor, and α1-antitrypsin 1-1, were differentially represented in the urine of mice with prostate inflammation. Mass spectrometry-based quantitative urinary proteomics represents a promising bioanalytical strategy for biomarker discovery and the elucidation of molecular mechanisms in urological research.
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Affiliation(s)
- Ling Hao
- School of Pharmacy, University of Wisconsin-Madison , Madison, Wisconsin
| | - Samuel Thomas
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison , Madison, Wisconsin
| | - Tyler Greer
- Department of Chemistry, University of Wisconsin-Madison , Madison, Wisconsin
| | - Chad M Vezina
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison , Madison, Wisconsin
- School of Veterinary Medicine, University of Wisconsin-Madison , Madison, Wisconsin
- George M. O'Brien Center of Research Excellence, University of Wisconsin-Madison , Madison, Wisconsin
| | - Sagar Bajpai
- Department of Biological Sciences, University of Maryland-Baltimore County , Baltimore, Maryland
| | - Arya Ashok
- Department of Biological Sciences, University of Maryland-Baltimore County , Baltimore, Maryland
| | - Angelo M De Marzo
- Department of Pathology, Johns Hopkins University School of Medicine , Baltimore, Maryland
| | - Charles J Bieberich
- Department of Biological Sciences, University of Maryland-Baltimore County , Baltimore, Maryland
- University of Maryland Marlene and Stewart Greenebaum Cancer Center , Baltimore, Maryland
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin-Madison , Madison, Wisconsin
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison , Madison, Wisconsin
- Department of Chemistry, University of Wisconsin-Madison , Madison, Wisconsin
| | - William A Ricke
- School of Pharmacy, University of Wisconsin-Madison , Madison, Wisconsin
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison , Madison, Wisconsin
- George M. O'Brien Center of Research Excellence, University of Wisconsin-Madison , Madison, Wisconsin
- Department of Urology, University of Wisconsin-Madison , Madison, Wisconsin
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11
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Wei P, Hao L, Ma F, Yu Q, Buchberger AR, Lee S, Bushman W, Li L. Urinary Metabolomic and Proteomic Analyses in a Mouse Model of Prostatic Inflammation. URINE (AMSTERDAM, NETHERLANDS) 2019; 1:17-23. [PMID: 33870183 PMCID: PMC8052098 DOI: 10.1016/j.urine.2020.05.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Lower urinary tract symptoms (LUTS) are common among aging men. Since prostatic inflammation is one of its etiologies, it is plausible that urinary metabolite and protein biomarkers could be identified and used to diagnose inflammation-induced LUTS. We characterized the urine metabolome and proteome in a mouse model of bacterial-induced prostatic inflammation. Mass Spectrometry (MS)-based multi-omics analysis was employed to discover urinary protein and metabolite-based biomarkers. The investigation of isobaric dimethylated leucine (DiLeu) labeling on metabolites allowed metabolomics and proteomics analysis on the same liquid chromatography (LC)-MS platform. In total, 143 amine-containing metabolites and 1058 urinary proteins were identified and quantified (data are available via ProteomeXchange with identifier PXD018023); among them, 14 metabolites and 168 proteins were significantly changed by prostatic inflammation. Five metabolic pathways and four inflammation-related biological processes were potentially disrupted. By comparing our findings with urinary biomarkers identified in a mouse model of genetic-induced prostate inflammation and with those previously found to be associated with LUTS in older men, we identified creatine, haptoglobin, immunoglobulin kappa constant and polymeric Ig receptor as conserved biomarkers for prostatic inflammation associated with LUTS. These data suggest that these putative biomarkers could be used to identify men in which prostate inflammation is present and contributing to LUTS.
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Affiliation(s)
- Pingli Wei
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Ling Hao
- Department of Chemistry, George Washington University, Washington, DC, USA
| | - Fengfei Ma
- School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Qing Yu
- School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | | | - Sanghee Lee
- Department of Urology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Wade Bushman
- Department of Urology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Lingjun Li
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
- School of Pharmacy, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Molecular and Environmental Toxicology, University of Wisconsin-Madison, Madison, Wisconsin, USA
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12
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Helfand BT, Andreev VP, Siddiqui NY, Liu G, Erickson BA, Helmuth ME, Lutgendorf SK, Lai HH, Kirkali Z. A Novel Proteomics Approach to Identify Serum and Urinary Biomarkers and Pathways that Associate with Lower Urinary Tract Symptoms in Men and Women: Pilot Results of the Symptoms of Lower Urinary Tract Dysfunction Research Network (LURN) Study. Urology 2019; 129:35-42. [PMID: 30922973 DOI: 10.1016/j.urology.2019.03.014] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Revised: 02/15/2019] [Accepted: 03/16/2019] [Indexed: 01/28/2023]
Abstract
OBJECTIVES To assess the feasibility of a novel proteomics approach to identify biomarkers associated with lower urinary tract symptoms (LUTS) within serum and urine, because many clinical factors contribute to LUTS in men and women. These factors confound clinicians' abilities to reliably evaluate and treat LUTS. Previous studies identified candidate LUTS biomarkers, but none are clinically utilized. METHODS Eighteen male and 18 female symptoms of lower urinary tract dysfunction research network (LURN) observational cohort study participants with LUTS (measured on the LUTS Tool questionnaire) were randomly selected. Twelve male and 12 female controls with minimal or no LUTS were recruited and matched for clinico-demographic characteristics. The SomaScan Assay (SomaLogic) was used to measure the abundance of 1305 proteins contained within urine and serum. Statistical analyses were performed to evaluate reproducibility of assays, compare protein abundances, and estimate effect size. RESULTS SomaScan assay results were more reproducible in serum than in urine. Within serum, there were many more differentially abundant proteins between cases and controls in males than in females. An enrichment/pathway analysis of the affected proteins in male and female subjects demonstrated that the enriched Gene Ontology processes were related to prostate morphogenesis in men and growth and inflammation in women. CONCLUSION The pilot study results support that the etiology and pathophysiologic mechanisms underlying LUTS may be sex-specific. While further studies involving larger numbers of subjects are warranted, our results support the feasibility of a novel proteomic approach to identify biomarkers for diagnostic classification of LUTS.
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Affiliation(s)
| | | | - Nazema Y Siddiqui
- Urogynecology & Reconstructive Pelvic Surgery, Duke University, Durham NC
| | - Gang Liu
- Arbor Research Collaborative for Health, Ann Arbor MI
| | | | | | | | - H Henry Lai
- Washington University School of Medicine, St. Louis, MO
| | - Ziya Kirkali
- National Institute of Diabetes and Digestive and Kidney Diseases, Bethesda MD
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13
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Bell-Cohn A, Mazur DJ, Hall C, Schaeffer AJ, Thumbikat P. Uropathogenic Escherichia coli-induced fibrosis, leading to lower urinary tract symptoms, is associated with type 2 cytokine signaling. Am J Physiol Renal Physiol 2019; 316:F682-F692. [PMID: 30623726 DOI: 10.1152/ajprenal.00222.2018] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Chronic inflammation and prostate fibrosis have been identified as contributors to lower urinary tract symptoms (LUTS) pathophysiology in humans. It has been shown that transurethral infection of an Escherichia coli strain named CP1, which was isolated from a patient with chronic prostatitis, can lead to the develop of differential chronic inflammation and pain in certain mouse strains. Therefore, we hypothesized that differential inflammation would influence fibrotic response in the prostate. This study showed that while prostatic infection by CP1 causes the development of chronic tactile allodynia in NOD/ShiltJ (NOD) but not C57BL/6 (B6) mice, both mice developed evidence of prostate inflammation, prostate fibrosis, and urinary dysfunction. Fibrosis was confirmed by the upregulation of fibrosis-associated messenger RNAs (mRNAs), α-smooth muscle actin immunohistochemistry, and collagen staining with picrosirius red. These findings were mainly focused on the dorsolateral lobes of the prostate. Both mouse strains also developed smaller, more frequent voiding patterns postinfection, examined via cystometry. B6 mice responded to CP1 infection with type 2 cytokines (IL-4 and IL-13), while NOD mice did not, which may explain the differing tactile allodynia responses and level of collagen deposition. When mice lacking signal transducer and activator of transcription 6 (STAT6), a transcription factor known to be important for the production and signaling of IL-4 and IL-13, were infected with CP1, fibrosis was attenuated. This study provides a potential model for studying the development of infection-induced prostatic fibrosis and LUTS. This study also demonstrates that CP1-induced prostate fibrosis has a STAT6-dependent mechanism in B6 mice.
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Affiliation(s)
- Ashlee Bell-Cohn
- Department of Urology, Feinberg School of Medicine, Northwestern University , Chicago, Illinois
| | - Daniel J Mazur
- Department of Urology, Feinberg School of Medicine, Northwestern University , Chicago, Illinois
| | - Christel Hall
- Department of Urology, Feinberg School of Medicine, Northwestern University , Chicago, Illinois
| | - Anthony J Schaeffer
- Department of Urology, Feinberg School of Medicine, Northwestern University , Chicago, Illinois
| | - Praveen Thumbikat
- Department of Urology, Feinberg School of Medicine, Northwestern University , Chicago, Illinois
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14
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Affiliation(s)
- Albert B. Arul
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37235, United States
| | - Renã A. S. Robinson
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37235, United States
- Vanderbilt Memory & Alzheimer’s Center, Vanderbilt University Medical Center, Nashville, Tennessee 37212, United States
- Vanderbilt Brain Institute, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States
- Vanderbilt Institute of Chemical Biology, Vanderbilt University Medical Center, Nashville, Tennessee 37235, United States
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15
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Hao L, Shi Y, Thomas S, Vezina CM, Bajpai S, Ashok A, Bieberich CJ, Ricke WA, Li L. Comprehensive urinary metabolomic characterization of a genetically induced mouse model of prostatic inflammation. INTERNATIONAL JOURNAL OF MASS SPECTROMETRY 2018; 434:185-192. [PMID: 30872949 PMCID: PMC6414212 DOI: 10.1016/j.ijms.2018.09.017] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Dysfunction of the lower urinary tract commonly afflicts the middle-aged and aging male population. The etiology of lower urinary tract symptoms (LUTS) is multifactorial. Benign prostate hyperplasia, fibrosis, smooth muscle contractility, and inflammation likely contribute. Here we aim to characterize the urinary metabolomic profile associated with prostatic inflammation, which could inform future personalized diagnosis or treatment, as well as mechanistic research. Quantitative urinary metabolomics was conducted to examine molecular changes following induction of inflammation via conditional Interleukin-1β expression in prostate epithelia using a novel transgenic mouse strain. To advance method development for urinary metabolomics, we also compared different urine normalization methods and found that normalizing urine samples based on osmolality prior to LC-MS most completely separated urinary metabolite profiles of mice with and without prostate inflammation via principal component analysis. Global metabolomics was combined with advanced machine learning feature selection and classification for data analysis. Key dysregulated metabolites and pathways were identified and were relevant to prostatic inflammation, some of which overlapped with our previous study of human LUTS patients. A binary classification model was established via the support vector machine algorithm to accurately differentiate control and inflammation groups, with an area-under-the-curve value of the receiver operating characteristic of 0.81, sensitivity of 0.974 and specificity of 0.995, respectively. This study generated molecular profiles of non-bacterial prostatic inflammation, which could assist future efforts to stratify LUTS patients and develop new therapies.
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Affiliation(s)
- Ling Hao
- School of Pharmacy, University of Wisconsin-Madison, WI, USA
| | - Yatao Shi
- School of Pharmacy, University of Wisconsin-Madison, WI, USA
| | - Samuel Thomas
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, WI, USA
| | - Chad M. Vezina
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, WI, USA
- School of Veterinary Medicine, University of Wisconsin-Madison, WI, USA
- George M. O’Brien Urology Research Center, University of Wisconsin-Madison, WI, USA
| | - Sagar Bajpai
- Department of Biological Sciences, University of Maryland-Baltimore, MD, USA
| | - Arya Ashok
- Department of Biological Sciences, University of Maryland-Baltimore, MD, USA
| | | | - William A. Ricke
- School of Pharmacy, University of Wisconsin-Madison, WI, USA
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, WI, USA
- George M. O’Brien Urology Research Center, University of Wisconsin-Madison, WI, USA
- Department of Urology, University of Wisconsin-Madison, Madison, WI, USA
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin-Madison, WI, USA
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, WI, USA
- Department of Chemistry, University of Wisconsin-Madison, Madison, WI, USA
- School of Life Sciences, Tianjin University, Tianjin, 300072, China
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16
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Jiang X, Xiang F, Jia C, Buchberger AR, Li L. Relative Quantitation of Neuropeptides at Multiple Developmental Stages of the American Lobster Using N, N-Dimethyl Leucine Isobaric Tandem Mass Tags. ACS Chem Neurosci 2018; 9:2054-2063. [PMID: 29357224 DOI: 10.1021/acschemneuro.7b00521] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Neuromodulators and neurotransmitters play important roles in neural network development. The quantitative changes of these signaling molecules often reflect their regulatory roles in physiological processes. Currently, several commercial tags (e.g., iTRAQ and TMT) have been widely used in proteomics. With reduced cost and higher labeling efficiency, we employed a set of custom-developed N, N-dimethyl leucine (DiLeu) 4-plex isobaric tandem mass tags as an attractive alternative for the relative quantitation of neuropeptides in brain tissue of American lobster Homarus americanus at multiple developmental stages. A general workflow for isobaric labeling of neuropeptides followed by LC-MS/MS analysis has been developed, including optimized sample handling procedures. Overall, we were able to quantify 18 trace-amount neuropeptides from 6 different families using a single adult brain as a control. The quantitation results indicated that the expressions of different neuropeptide families had significant changes over distinct developmental stages. Additionally, our data revealed intriguing elevated expression of neuropeptides in the early juvenile development stage. The methodology presented here advanced the workflow of DiLeu as an alternative labeling approach and the application of DiLeu-based quantitative peptidomics, which can be extended to areas beyond neuroscience.
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Affiliation(s)
- Xiaoyue Jiang
- School of Pharmacy, University of Wisconsin—Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Feng Xiang
- Department of Chemistry, University of Wisconsin—Madison, 1101 University Avenue, Madison, Wisconsin 53706, United States
| | - Chenxi Jia
- School of Pharmacy, University of Wisconsin—Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Amanda Rae Buchberger
- Department of Chemistry, University of Wisconsin—Madison, 1101 University Avenue, Madison, Wisconsin 53706, United States
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin—Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States
- Department of Chemistry, University of Wisconsin—Madison, 1101 University Avenue, Madison, Wisconsin 53706, United States
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17
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Ankney JA, Muneer A, Chen X. Relative and Absolute Quantitation in Mass Spectrometry-Based Proteomics. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2018; 11:49-77. [PMID: 29894226 DOI: 10.1146/annurev-anchem-061516-045357] [Citation(s) in RCA: 104] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Mass spectrometry-based quantitative proteomics is a powerful tool for gaining insights into function and dynamics of biological systems. However, peptides with different sequences have different ionization efficiencies, and their intensities in a mass spectrum are not correlated with their abundances. Therefore, various label-free or stable isotope label-based quantitation methods have emerged to assist mass spectrometry to perform comparative proteomic experiments, thus enabling nonbiased identification of thousands of proteins differentially expressed in healthy versus diseased cells. Here, we discuss the most widely used label-free and metabolic-, enzymatic-, and chemical labeling-based proteomic strategies for relative and absolute quantitation. We summarize the specific strengths and weaknesses of each technique in terms of quantification accuracy, proteome coverage, multiplexing capability, and robustness. Applications of each strategy for solving specific biological complexities are also presented.
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Affiliation(s)
- J Astor Ankney
- Department of Biochemistry and Biophysics, University of North Carolina, Chapel Hill, North Carolina 27599, USA;
| | - Adil Muneer
- Department of Biochemistry and Biophysics, University of North Carolina, Chapel Hill, North Carolina 27599, USA;
| | - Xian Chen
- Department of Biochemistry and Biophysics, University of North Carolina, Chapel Hill, North Carolina 27599, USA;
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, North Carolina 27599, USA
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18
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Chen Z, Yu Q, Hao L, Liu F, Johnson J, Tian Z, Kao WJ, Xu W, Li L. Site-specific characterization and quantitation of N-glycopeptides in PKM2 knockout breast cancer cells using DiLeu isobaric tags enabled by electron-transfer/higher-energy collision dissociation (EThcD). Analyst 2018; 143:2508-2519. [PMID: 29687791 PMCID: PMC5975206 DOI: 10.1039/c8an00216a] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The system-wide site-specific analysis of intact glycopeptides is crucial for understanding the exact functional relevance of protein glycosylation. A dedicated workflow with the capability to simultaneously characterize and quantify intact glycopeptides in a site-specific and high-throughput manner is essential to reveal specific glycosylation alteration patterns in complex biological systems. In this study, an enhanced, dedicated, large-scale site-specific quantitative N-glycoproteomics workflow has been established, which includes improved specific extraction of membrane-bound glycoproteins using the filter aided sample preparation (FASP) method, enhanced enrichment of N-glycopeptides using sequential hydrophilic interaction liquid chromatography (HILIC) and multi-lectin affinity (MLA) enrichment, site-specific N-glycopeptide characterization enabled by EThcD, relative quantitation utilizing isobaric N,N-dimethyl leucine (DiLeu) tags and automated FDR-based large-scale data analysis by Byonic. For the first time, our study shows that HILIC complements to a very large extent to MLA enrichment with only 20% overlapping in enriching intact N-glycopeptides. When applying the developed workflow to site-specific N-glycoproteome study in PANC1 cells, we were able to identify 1067 intact N-glycopeptides, representing 311 glycosylation sites and 88 glycan compositions from 205 glycoproteins. We further applied this approach to study the glycosylation alterations in PKM2 knockout cells vs. parental breast cancer cells and revealed altered N-glycoprotein/N-glycopeptide patterns and very different glycosylation microheterogeneity for different types of glycans. To obtain a more comprehensive map of glycoprotein alterations, N-glycopeptides after treatment with PNGase F were also analyzed. A total of 484 deglycosylated peptides were quantified, among which 81 deglycosylated peptides from 70 glycoproteins showed significant changes. KEGG pathway analysis revealed that the PI3K/Akt signaling pathway was highly enriched, which provided evidence to support the previous finding that PKM2 knockdown cancer cells rely on activation of Akt for their survival. With glycosylation being one of the most important signaling modulators, our results provide additional evidence that signaling pathways are closely regulated by metabolism.
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Affiliation(s)
- Zhengwei Chen
- Department of Chemistry, University of Wisconsin, Madison, WI 53705, USA
| | - Qing Yu
- School of Pharmacy, University of Wisconsin, Madison, WI 53705, USA
| | - Ling Hao
- School of Pharmacy, University of Wisconsin, Madison, WI 53705, USA
| | - Fabao Liu
- McArdle Laboratory for Cancer Research, University of Wisconsin, Madison, WI 53705, USA
| | - Jillian Johnson
- School of Pharmacy, University of Wisconsin, Madison, WI 53705, USA
| | - Zichuan Tian
- Department of Chemistry, University of Wisconsin, Madison, WI 53705, USA
| | - W. John Kao
- School of Pharmacy, University of Wisconsin, Madison, WI 53705, USA
| | - Wei Xu
- McArdle Laboratory for Cancer Research, University of Wisconsin, Madison, WI 53705, USA
| | - Lingjun Li
- Department of Chemistry, University of Wisconsin, Madison, WI 53705, USA
- School of Pharmacy, University of Wisconsin, Madison, WI 53705, USA
- School of Life Sciences, Tianjin University, Tianjin, 300072, P.R. China
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19
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Leitner A. A review of the role of chemical modification methods in contemporary mass spectrometry-based proteomics research. Anal Chim Acta 2018; 1000:2-19. [DOI: 10.1016/j.aca.2017.08.026] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2017] [Revised: 07/11/2017] [Accepted: 08/15/2017] [Indexed: 12/20/2022]
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20
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Abstract
Peptidomics is the detection and identification of the peptides present in a sample, while quantitative peptidomics provides additional information about the amounts of these peptides. Comparison of peptide levels among two or more samples is termed relative quantitation. It is also possible to perform absolute quantitation of peptide levels in which the biological sample is compared to synthetic standards, which requires a separate standard for each peptide. In contrast, relative quantitation can compare levels of all peptides that are detectable in a sample, which can exceed 1000 peptides in a complex sample. In this chapter, various techniques used for quantitative peptidomics are described along with discussion of the advantages and disadvantages of each approach. A guide to selecting the optimal quantitative approach is provided, based on the goals of the experiment and the resources that are available.
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Affiliation(s)
- Lloyd Fricker
- Department of Molecular Pharmacology, Albert Einstein College of Medicine, Bronx, NY, USA.
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21
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Strand DW, Costa DN, Francis F, Ricke WA, Roehrborn CG. Targeting phenotypic heterogeneity in benign prostatic hyperplasia. Differentiation 2017; 96:49-61. [PMID: 28800482 DOI: 10.1016/j.diff.2017.07.005] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2017] [Revised: 07/17/2017] [Accepted: 07/18/2017] [Indexed: 02/07/2023]
Abstract
Benign prostatic hyperplasia and associated lower urinary tract symptoms remain difficult to treat medically, resulting in hundreds of thousands of surgeries performed annually in elderly males. New therapies have not improved clinical outcomes since alpha blockers and 5 alpha reductase inhibitors were introduced in the 1990s. An underappreciated confounder to identifying novel targets is pathological heterogeneity. Individual patients display unique phenotypes, composed of distinct cell types. We have yet to develop a cellular or molecular understanding of these unique phenotypes, which has led to failure in developing targeted therapies for personalized medicine. This review covers the strategic experimental approach to unraveling the cellular pathogenesis of discrete BPH phenotypes and discusses how to incorporate these findings into the clinic to improve outcomes.
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Affiliation(s)
- Douglas W Strand
- Department of Urology, University of Texas Southwestern Medical Center, USA.
| | - Daniel N Costa
- Department of Radiology, University of Texas Southwestern Medical Center, USA
| | - Franto Francis
- Department of Pathology, University of Texas Southwestern Medical Center, USA
| | - William A Ricke
- Department of Urology, University of Wisconsin School of Medicine, USA
| | - Claus G Roehrborn
- Department of Urology, University of Texas Southwestern Medical Center, USA
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22
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Yu Q, Shi X, Feng Y, Kent KC, Li L. Improving data quality and preserving HCD-generated reporter ions with EThcD for isobaric tag-based quantitative proteomics and proteome-wide PTM studies. Anal Chim Acta 2017; 968:40-49. [PMID: 28395773 PMCID: PMC5509462 DOI: 10.1016/j.aca.2017.03.003] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Revised: 02/03/2017] [Accepted: 03/02/2017] [Indexed: 11/22/2022]
Abstract
Mass spectrometry (MS)-based isobaric labeling has undergone rapid development in recent years due to its capability for high throughput quantitation. Apart from its originally designed use with collision-induced dissociation (CID) and higher-energy collisional dissociation (HCD), isobaric tagging technique could also work with electron-transfer dissociation (ETD), which provides complementarity to CID and is preferred in sequencing peptides with post-translational modifications (PTMs). However, ETD suffers from long reaction time, reduced duty cycle and bias against peptides with lower charge states. In addition, common fragmentation mechanism in ETD results in altered reporter ion production, decreased multiplexing capability, and even loss of quantitation capability for some of the isobaric tags, including custom-designed dimethyl leucine (DiLeu) tags. Here, we demonstrate a novel electron-transfer/higher-energy collision dissociation (EThcD) approach that preserves original reporter ion channels, mitigates bias against lower charge states, improves sensitivity, and significantly improves data quality for quantitative proteomics and proteome-wide PTM studies. Systematic optimization was performed to achieve a balance between data quality and sensitivity. We provide direct comparison of EThcD with ETD and HCD for DiLeu- and TMT-labeled HEK cell lysate and IMAC enriched phosphopeptides. Results demonstrate improved data quality and phosphorylation localization accuracy while preserving sufficient reporter ion production. Biological studies were performed to investigate phosphorylation changes in a mouse vascular smooth muscle cell line treated with four different conditions. Overall, EThcD exhibits superior performance compared to conventional ETD and offers distinct advantages compared to HCD in isobaric labeling based quantitative proteomics and quantitative PTM studies.
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Affiliation(s)
- Qing Yu
- School of Pharmacy, University of Wisconsin, Madison, WI 53705, USA
| | - Xudong Shi
- Department of Surgery, School of Medicine and Public Health, University of Wisconsin, Madison, WI 53705, USA
| | - Yu Feng
- School of Pharmacy, University of Wisconsin, Madison, WI 53705, USA
| | - K Craig Kent
- Department of Surgery, School of Medicine and Public Health, University of Wisconsin, Madison, WI 53705, USA
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin, Madison, WI 53705, USA; Department of Chemistry, University of Wisconsin, Madison, WI 53706, USA.
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23
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Hao L, Johnson J, Lietz CB, Buchberger A, Frost D, Kao WJ, Li L. Mass Defect-Based N,N-Dimethyl Leucine Labels for Quantitative Proteomics and Amine Metabolomics of Pancreatic Cancer Cells. Anal Chem 2017; 89:1138-1146. [PMID: 28194987 DOI: 10.1021/acs.analchem.6b03482] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Mass spectrometry-based stable isotope labeling has become a key technology for protein and small-molecule analyses. We developed a multiplexed quantification method for simultaneous proteomics and amine metabolomics analyses via nano reversed-phase liquid chromatography-tandem mass spectrometry (nanoRPLC-MS/MS), called mass defect-based N,N-dimethyl leucine (mdDiLeu) labeling. The duplex mdDiLeu reagents were custom-synthesized with a mass difference of 20.5 mDa, arising from the subtle variation in nuclear binding energy between the two DiLeu isotopologues. Optimal MS resolving powers were determined to be 240K for labeled peptides and 120K for labeled metabolites on the Orbitrap Fusion Lumos instrument. The mdDiLeu labeling does not suffer from precursor interference and dynamic range compression, providing excellent accuracy for MS1-centric quantification. Quantitative information is only revealed at high MS resolution without increasing spectrum complexity and overlapping isotope distribution. Chromatographic performance of polar metabolites was dramatically improved by mdDiLeu labeling with modified hydrophobicity, enhanced ionization efficiency, and picomole levels of detection limits. Paralleled proteomics and amine metabolomics analyses using mdDiLeu were systematically evaluated and then applied to pancreatic cancer cells.
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Affiliation(s)
- Ling Hao
- School of Pharmacy, University of Wisconsin-Madison , Madison, Wisconsin 53705, United States
| | - Jillian Johnson
- School of Pharmacy, University of Wisconsin-Madison , Madison, Wisconsin 53705, United States
| | - Christopher B Lietz
- Department of Chemistry, University of Wisconsin-Madison , Madison, Wisconsin 53706, United States
| | - Amanda Buchberger
- Department of Chemistry, University of Wisconsin-Madison , Madison, Wisconsin 53706, United States
| | - Dustin Frost
- School of Pharmacy, University of Wisconsin-Madison , Madison, Wisconsin 53705, United States
| | - W John Kao
- School of Pharmacy, University of Wisconsin-Madison , Madison, Wisconsin 53705, United States
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin-Madison , Madison, Wisconsin 53705, United States.,Department of Chemistry, University of Wisconsin-Madison , Madison, Wisconsin 53706, United States
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24
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Yu Q, Shi X, Greer T, Lietz CB, Kent KC, Li L. Evaluation and Application of Dimethylated Amino Acids as Isobaric Tags for Quantitative Proteomics of the TGF-β/Smad3 Signaling Pathway. J Proteome Res 2016; 15:3420-31. [PMID: 27457343 DOI: 10.1021/acs.jproteome.6b00641] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Isobaric labeling has become a widespread tool for quantitative proteomic studies. Here, we report the development and evaluation of several dimethylated amino acids as novel isobaric tags for quantitative proteomics. Four-plex dimethylated alanine (DiAla), valine (DiVal), and leucine (DiLeu) have been synthesized, sharing common features of peptide tagging and reporter ion production. DiAla and DiLeu are shown to achieve complete labeling. These two tags' impacts on peptide fragmentation and quantitation are further evaluated using HEK293 cell lysate. DiAla labeling generates more abundant backbone fragmentation whereas DiLeu labeling produces more intense reporter ions. Nonetheless, both tags enable accurate quantitative analysis of HEK293 cell proteomes. DiAla and DiLeu tags are then applied to study the TGF-β/Smad3 pathway with four differentially treated mouse vascular smooth muscle (MOVAS) cells. Our MS data reveal proteome-wide changes of AdSmad3 as compared to the GFP control, consistent with previous findings of causing smooth muscle cell (SMC) dedifferentiation.1 Additionally, the other two novel mutations on the hub protein Smad3, Y226A, and D408H, show compromised TGF-β/Smad3-dependent gene transcription and reversed phenotypic switch. These results are further corroborated with Western blotting and demonstrate that the novel DiAla and DiLeu isobaric tagging reagents provide useful tools for multiplex quantitative proteomics.
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Affiliation(s)
- Qing Yu
- School of Pharmacy, University of Wisconsin , Madison, Wisconsin 53705, United States
| | - Xudong Shi
- Department of Surgery, School of Medicine and Public Health, University of Wisconsin , Madison, Wisconsin 53705, United States
| | - Tyler Greer
- Department of Chemistry, University of Wisconsin , Madison, Wisconsin 53706, United States
| | - Christopher B Lietz
- Department of Chemistry, University of Wisconsin , Madison, Wisconsin 53706, United States
| | - K Craig Kent
- Department of Surgery, School of Medicine and Public Health, University of Wisconsin , Madison, Wisconsin 53705, United States
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin , Madison, Wisconsin 53705, United States.,Department of Chemistry, University of Wisconsin , Madison, Wisconsin 53706, United States
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25
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Hao L, Greer T, Page D, Shi Y, Vezina CM, Macoska JA, Marker PC, Bjorling DE, Bushman W, Ricke WA, Li L. In-Depth Characterization and Validation of Human Urine Metabolomes Reveal Novel Metabolic Signatures of Lower Urinary Tract Symptoms. Sci Rep 2016; 6:30869. [PMID: 27502322 PMCID: PMC4977550 DOI: 10.1038/srep30869] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2016] [Accepted: 07/08/2016] [Indexed: 02/07/2023] Open
Abstract
Lower urinary tract symptoms (LUTS) are a range of irritative or obstructive symptoms that commonly afflict aging population. The diagnosis is mostly based on patient-reported symptoms, and current medication often fails to completely eliminate these symptoms. There is a pressing need for objective non-invasive approaches to measure symptoms and understand disease mechanisms. We developed an in-depth workflow combining urine metabolomics analysis and machine learning bioinformatics to characterize metabolic alterations and support objective diagnosis of LUTS. Machine learning feature selection and statistical tests were combined to identify candidate biomarkers, which were statistically validated with leave-one-patient-out cross-validation and absolutely quantified by selected reaction monitoring assay. Receiver operating characteristic analysis showed highly-accurate prediction power of candidate biomarkers to stratify patients into disease or non-diseased categories. The key metabolites and pathways may be possibly correlated with smooth muscle tone changes, increased collagen content, and inflammation, which have been identified as potential contributors to urinary dysfunction in humans and rodents. Periurethral tissue staining revealed a significant increase in collagen content and tissue stiffness in men with LUTS. Together, our study provides the first characterization and validation of LUTS urinary metabolites and pathways to support the future development of a urine-based diagnostic test for LUTS.
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Affiliation(s)
- Ling Hao
- School of Pharmacy, University of Wisconsin-Madison, Madison, WI, 53705, USA
| | - Tyler Greer
- Department of Chemistry, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - David Page
- Department of Biostatistics & Medical Informatics, University of Wisconsin-Madison, Madison, WI, 53706, USA
| | - Yatao Shi
- School of Pharmacy, University of Wisconsin-Madison, Madison, WI, 53705, USA
| | - Chad M. Vezina
- School of Veterinary Medicine, University of Wisconsin-Madison, Madison, WI, 53706, USA
- George M. O'Brien Urology research Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Jill A. Macoska
- George M. O'Brien Urology research Center, University of Wisconsin-Madison, Madison, WI, USA
- Center for Personalized Cancer Therapy, University of Massachusetts, Boston, MA, 02125, USA
| | - Paul C. Marker
- School of Pharmacy, University of Wisconsin-Madison, Madison, WI, 53705, USA
- George M. O'Brien Urology research Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Dale E. Bjorling
- School of Veterinary Medicine, University of Wisconsin-Madison, Madison, WI, 53706, USA
- George M. O'Brien Urology research Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Wade Bushman
- George M. O'Brien Urology research Center, University of Wisconsin-Madison, Madison, WI, USA
- Department of Urology, University of Wisconsin-Madison, Madison, WI, 53792, USA
| | - William A. Ricke
- George M. O'Brien Urology research Center, University of Wisconsin-Madison, Madison, WI, USA
- Department of Urology, University of Wisconsin-Madison, Madison, WI, 53792, USA
| | - Lingjun Li
- School of Pharmacy, University of Wisconsin-Madison, Madison, WI, 53705, USA
- Department of Chemistry, University of Wisconsin-Madison, Madison, WI, 53706, USA
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26
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Bushman WA, Jerde TJ. The role of prostate inflammation and fibrosis in lower urinary tract symptoms. Am J Physiol Renal Physiol 2016; 311:F817-F821. [PMID: 27440781 DOI: 10.1152/ajprenal.00602.2015] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2015] [Accepted: 07/19/2016] [Indexed: 12/21/2022] Open
Abstract
Lower urinary tract symptoms (LUTS) in aging men are extremely common. They have historically been attributed to benign prostatic hyperplasia (BPH), enlargement of the prostate, and bladder outlet obstruction. However, recent studies have revealed acute and chronic inflammation to be highly associated with LUTS, correlated with prostatic enlargement, and implicated as a cause of prostatic fibrosis that contributes to bladder outlet obstruction. This review examines the evidence implicating inflammation and fibrosis in BPH/LUTS. It identifies potential mechanisms by which inflammation may drive nociceptive signaling as well as hyperplastic growth and fibrosis and identifies targets for pharmacological intervention. This is a promising area for research and development of novel therapies to prevent or more effectively treat LUTS in aging men.
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Affiliation(s)
- Wade A Bushman
- Department of Urology, University of Wisconsin, Madison, Wisconsin; and
| | - Travis J Jerde
- Department of Pharmacology and Toxicology, Indiana University School of Medicine, Indianapolis, Indiana
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Thomas S, Hao L, Ricke WA, Li L. Biomarker discovery in mass spectrometry-based urinary proteomics. Proteomics Clin Appl 2016; 10:358-70. [PMID: 26703953 DOI: 10.1002/prca.201500102] [Citation(s) in RCA: 101] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2015] [Revised: 12/05/2015] [Accepted: 12/21/2015] [Indexed: 01/03/2023]
Abstract
Urinary proteomics has become one of the most attractive topics in disease biomarker discovery. MS-based proteomic analysis has advanced continuously and emerged as a prominent tool in the field of clinical bioanalysis. However, only few protein biomarkers have made their way to validation and clinical practice. Biomarker discovery is challenged by many clinical and analytical factors including, but not limited to, the complexity of urine and the wide dynamic range of endogenous proteins in the sample. This article highlights promising technologies and strategies in the MS-based biomarker discovery process, including study design, sample preparation, protein quantification, instrumental platforms, and bioinformatics. Different proteomics approaches are discussed, and progresses in maximizing urinary proteome coverage and standardization are emphasized in this review. MS-based urinary proteomics has great potential in the development of noninvasive diagnostic assays in the future, which will require collaborative efforts between analytical scientists, systems biologists, and clinicians.
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Affiliation(s)
- Samuel Thomas
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Ling Hao
- School of Pharmacy, University of Wisconsin-Madison, Madison, WI, USA
| | - William A Ricke
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, Madison, WI, USA.,Department of Urology, University of Wisconsin-Madison, Madison, WI, USA
| | - Lingjun Li
- Molecular and Environmental Toxicology Center, University of Wisconsin-Madison, Madison, WI, USA.,School of Pharmacy, University of Wisconsin-Madison, Madison, WI, USA.,Department of Chemistry, University of Wisconsin-Madison, Madison, WI, USA
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