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Moore JL, Patterson NH, Norris JL, Caprioli RM. Prospective on Imaging Mass Spectrometry in Clinical Diagnostics. Mol Cell Proteomics 2023; 22:100576. [PMID: 37209813 PMCID: PMC10545939 DOI: 10.1016/j.mcpro.2023.100576] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 05/10/2023] [Accepted: 05/12/2023] [Indexed: 05/22/2023] Open
Abstract
Imaging mass spectrometry (IMS) is a molecular technology utilized for spatially driven research, providing molecular maps from tissue sections. This article reviews matrix-assisted laser desorption ionization (MALDI) IMS and its progress as a primary tool in the clinical laboratory. MALDI mass spectrometry has been used to classify bacteria and perform other bulk analyses for plate-based assays for many years. However, the clinical application of spatial data within a tissue biopsy for diagnoses and prognoses is still an emerging opportunity in molecular diagnostics. This work considers spatially driven mass spectrometry approaches for clinical diagnostics and addresses aspects of new imaging-based assays that include analyte selection, quality control/assurance metrics, data reproducibility, data classification, and data scoring. It is necessary to implement these tasks for the rigorous translation of IMS to the clinical laboratory; however, this requires detailed standardized protocols for introducing IMS into the clinical laboratory to deliver reliable and reproducible results that inform and guide patient care.
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Affiliation(s)
| | - Nathan Heath Patterson
- Frontier Diagnostics, Nashville, Tennessee, USA; Vanderbilt University Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee, USA
| | - Jeremy L Norris
- Frontier Diagnostics, Nashville, Tennessee, USA; Vanderbilt University Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee, USA
| | - Richard M Caprioli
- Frontier Diagnostics, Nashville, Tennessee, USA; Vanderbilt University Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee, USA; Departments of Biochemistry, Pharmacology, Chemistry, and Medicine, Vanderbilt University, Nashville, Tennessee, USA.
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Dufresne M, Fincher JA, Patterson NH, Schey KL, Norris JL, Caprioli RM, Spraggins JM. α-Cyano-4-hydroxycinnamic Acid and Tri-Potassium Citrate Salt Pre-Coated Silicon Nanopost Array Provides Enhanced Lipid Detection for High Spatial Resolution MALDI Imaging Mass Spectrometry. Anal Chem 2021; 93:12243-12249. [PMID: 34449196 DOI: 10.1021/acs.analchem.1c01560] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
We have developed a pre-coated substrate for matrix-assisted laser desorption/ionization (MALDI) imaging mass spectrometry (IMS) that enables high spatial resolution mapping of both phospholipids and neutral lipid classes in positive ion mode as metal cation adducts. The MALDI substrates are constructed by depositing a layer of α-cyano-4-hydroxycinnamic acid (CHCA) and potassium salts onto silicon nanopost arrays (NAPA) prior to tissue mounting. The matrix/salt pre-coated NAPA substrate significantly enhances all detected lipid signals allowing lipids to be detected at lower laser energies than bare NAPA. The improved sensitivity at lower laser energy enabled ion images to be generated at 10 μm spatial resolution from rat retinal tissue. Optimization of matrix pre-coated NAPA consisted of testing lithium, sodium, and potassium salts along with various matrices to investigate the increased sensitivity toward lipids for MALDI IMS experiments. It was determined that pre-coating NAPA with CHCA and potassium salts before thaw-mounting of tissue resulted in a signal intensity increase of at least 5.8 ± 0.1-fold for phospholipids and 2.0 ± 0.1-fold for neutral lipids compared to bare NAPA. Pre-coating NAPA with matrix and salt also reduced the necessary laser power to achieve desorption/ionization by ∼35%. This reduced the effective diameter of the ablation area from 13 ± 2 μm down to 8 ± 1 μm, enabling high spatial resolution MALDI IMS. Using pre-coated NAPA with CHCA and potassium salts offers a MALDI IMS substrate with broad molecular coverage of lipids in a single polarity that eliminates the need for extensive sample preparation after sectioning.
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Affiliation(s)
- Martin Dufresne
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37205, United States
| | - Jarod A Fincher
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37205, United States
| | - Nathan Heath Patterson
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37205, United States
| | - Kevin L Schey
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37205, United States.,Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37235, United States
| | - Jeremy L Norris
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37205, United States.,Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37235, United States
| | - Richard M Caprioli
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37205, United States.,Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Pharmacology, Vanderbilt University, Nashville, Tennessee 37232, United States
| | - Jeffrey M Spraggins
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Biochemistry, Vanderbilt University, Nashville, Tennessee 37205, United States.,Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37235, United States.,Department of Cell & Developmental Biology, Vanderbilt University, Nashville, Tennessee 37232, United States
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3
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Al-Rohil RN, Moore JL, Patterson NH, Nicholson S, Verbeeck N, Claesen M, Muhammad JZ, Caprioli RM, Norris JL, Kantrow S, Compton M, Robbins J, Alomari AK. Diagnosis of melanoma by imaging mass spectrometry: Development and validation of a melanoma prediction model. J Cutan Pathol 2021; 48:1455-1462. [PMID: 34151458 DOI: 10.1111/cup.14083] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 05/24/2021] [Accepted: 05/30/2021] [Indexed: 11/30/2022]
Abstract
BACKGROUND The definitive diagnosis of melanocytic neoplasia using solely histopathologic evaluation can be challenging. Novel techniques that objectively confirm diagnoses are needed. This study details the development and validation of a melanoma prediction model from spatially resolved multivariate protein expression profiles generated by imaging mass spectrometry (IMS). METHODS Three board-certified dermatopathologists blindly evaluated 333 samples. Samples with triply concordant diagnoses were included in this study, divided into a training set (n = 241) and a test set (n = 92). Both the training and test sets included various representative subclasses of unambiguous nevi and melanomas. A prediction model was developed from the training set using a linear support vector machine classification model. RESULTS We validated the prediction model on the independent test set of 92 specimens (75 classified correctly, 2 misclassified, and 15 indeterminate). IMS detects melanoma with a sensitivity of 97.6% and a specificity of 96.4% when evaluating each unique spot. IMS predicts melanoma at the sample level with a sensitivity of 97.3% and a specificity of 97.5%. Indeterminate results were excluded from sensitivity and specificity calculations. CONCLUSION This study provides evidence that IMS-based proteomics results are highly concordant to diagnostic results obtained by careful histopathologic evaluation from a panel of expert dermatopathologists.
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Affiliation(s)
- Rami N Al-Rohil
- Departments of Pathology and Dermatology, Duke University School of Medicine, Durham, North Carolina, USA
| | | | - Nathan Heath Patterson
- Frontier Diagnostics, LLC, Nashville, Tennessee, USA.,Mass Spectrometry Research Center, Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
| | | | | | | | | | - Richard M Caprioli
- Frontier Diagnostics, LLC, Nashville, Tennessee, USA.,Mass Spectrometry Research Center, Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Jeremy L Norris
- Frontier Diagnostics, LLC, Nashville, Tennessee, USA.,Mass Spectrometry Research Center, Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Sara Kantrow
- Pathology Associates of Saint Thomas, Nashville, Tennessee, USA
| | - Margaret Compton
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Jason Robbins
- Pathology Associates of Saint Thomas, Nashville, Tennessee, USA
| | - Ahmed K Alomari
- Departments of Pathology and Dermatology, Indiana University School of Medicine, Indianapolis, Indiana, USA
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Hollingshead BD, Tomlinson L, Finley J, Doshna C, Ritenour C, Barricklow J, Oppenheimer SR, O'Neil SP, Moore JL, Patterson NH, Nicholson SP, Norris JL, Caprioli RM, Beaumont K, King-Ahmad AJ, Vispute S, Cook JC, Radi Z, Schuler M. An orthogonal methods assessment of topical drug concentrations in skin and the impact for risk assessment in the viable epidermis. Regul Toxicol Pharmacol 2021; 123:104934. [PMID: 33872740 DOI: 10.1016/j.yrtph.2021.104934] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 03/15/2021] [Accepted: 04/12/2021] [Indexed: 11/30/2022]
Abstract
Systemic toxicity assessments for oral or parenteral drugs often utilize the concentration of drug in plasma to enable safety margin calculations for human risk assessment. For topical drugs, there is no standard method for measuring drug concentrations in the stratum basale of the viable epidermis. This is particularly important since the superficial part of the epidermis, the stratum corneum (SC), is nonviable and where most of a topically applied drug remains, never penetrating deeper into the skin. We investigated the relative concentrations of a prototype kinase inhibitor using punch biopsy, laser capture microdissection, and imaging mass spectrometry methods in the SC, stratum basale, and dermis of minipig skin following topical application as a cream formulation. The results highlight the value of laser capture microdissection and mass spectrometry imaging in quantifying the large difference in drug concentration across the skin and even within the epidermis, and supports use of these methods for threshold-based toxicity risk assessments in specific anatomic locations of the skin, like of the stratum basale.
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Affiliation(s)
- Brett D Hollingshead
- Pfizer Drug Safety Research and Development, 1 Portland Street, Cambridge, MA, 02139, USA.
| | - Lindsay Tomlinson
- Pfizer Drug Safety Research and Development, 1 Portland Street, Cambridge, MA, 02139, USA
| | - Jim Finley
- Pfizer Drug Safety Research and Development, Eastern Point Road, Groton, CT, 06340, USA
| | - Colleen Doshna
- Pfizer Drug Safety Research and Development, Eastern Point Road, Groton, CT, 06340, USA
| | - Casey Ritenour
- Pfizer Drug Safety Research and Development, Eastern Point Road, Groton, CT, 06340, USA
| | - Jason Barricklow
- Pfizer Pharmacokinetics, Dynamics and Metabolism, Eastern Point Road, Groton, CT, 06340, USA
| | | | - Shawn P O'Neil
- Pfizer Drug Safety Research and Development, 1 Portland Street, Cambridge, MA, 02139, USA
| | - Jessica L Moore
- Frontier Diagnostics, 345 Hill Ave, Nashville, TN, 37210, USA
| | | | | | - Jeremy L Norris
- Frontier Diagnostics, 345 Hill Ave, Nashville, TN, 37210, USA
| | | | - Kevin Beaumont
- Pfizer Pharmacokinetics, Dynamics and Metabolism, 1 Portland Street, Cambridge, MA, 02139, USA
| | - Amanda J King-Ahmad
- Pfizer Pharmacokinetics, Dynamics and Metabolism, Eastern Point Road, Groton, CT, 06340, USA
| | - Saurabh Vispute
- Pfizer Drug Safety Research and Development, Eastern Point Road, Groton, CT, 06340, USA
| | - Jon C Cook
- Pfizer Drug Safety Research and Development, Eastern Point Road, Groton, CT, 06340, USA
| | - Zaher Radi
- Pfizer Drug Safety Research and Development, 1 Portland Street, Cambridge, MA, 02139, USA
| | - Maik Schuler
- Pfizer Drug Safety Research and Development, Eastern Point Road, Groton, CT, 06340, USA
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Zhang L, Yang C, Pfeifer JD, Caprioli RM, Judd AM, Patterson NH, Reyzer ML, Norris JL, Maluf HM. Histopathologic, immunophenotypic, and proteomics characteristics of low-grade phyllodes tumor and fibroadenoma: more similarities than differences. NPJ Breast Cancer 2020; 6:27. [PMID: 32613078 PMCID: PMC7319981 DOI: 10.1038/s41523-020-0169-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Accepted: 05/26/2020] [Indexed: 12/18/2022] Open
Abstract
Distinguishing low-grade phyllodes tumor from fibroadenoma is practically challenging due to their overlapping histologic features. However, the final interpretation is essential to surgeons, who base their management on the final pathology report. Patients who receive a diagnosis of fibroadenoma might not undergo any additional intervention while lumpectomy with wide margins is the standard of care for phyllodes tumor, which can have significant cosmetic consequences. We studied the clinical, immunophenotypic, and proteomics profiles of 31 histologically confirmed low-grade phyllodes tumor and 30 fibroadenomas. Matrix-assisted laser desorption ionization (MALDI) imaging mass spectrometry (IMS) and immunohistochemistry for Ki-67, p53, β-catenin, and E-cadherin were performed on all cases. After the mass spectra for all 31 cases of low-grade phyllodes tumor and 30 cases of fibroadenoma were collected, an average peak value for all cases was generated. There was no significant difference in the overall mass spectra pattern in any of the peaks identified. There was also overlap in the percentage of cells staining positive for Ki-67, p53, β-catenin, and E-cadherin. The two groups of patients showed no statistically significant difference in age, tumor size, or disease-free survival. Neither group developed malignant transformation, distant metastases, or disease-related mortality. We have demonstrated low-grade phyllodes tumor and fibroadenoma to show significant overlapping clinical and proteomics features.
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Affiliation(s)
- Lingxin Zhang
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO 63110 USA
- Present Address: Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065 USA
| | - Chen Yang
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO 63110 USA
- Present Address: Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065 USA
| | - John D. Pfeifer
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO 63110 USA
| | - Richard M. Caprioli
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37235 USA
| | - Audra M. Judd
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37235 USA
| | - Nathan H. Patterson
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37235 USA
| | - Michelle L. Reyzer
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37235 USA
| | - Jeremy L. Norris
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37235 USA
| | - Horacio M. Maluf
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO 63110 USA
- Present Address: Department of Pathology, Cedars Sinai Medical Center, Los Angeles, CA 90048 USA
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Palmer LD, Jordan AT, Maloney KN, Farrow MA, Gutierrez DB, Gant-Branum R, Burns WJ, Romer CE, Tsui T, Allen JL, Beavers WN, Nei YW, Sherrod SD, Lacy DB, Norris JL, McLean JA, Caprioli RM, Skaar EP. Zinc intoxication induces ferroptosis in A549 human lung cells. Metallomics 2020; 11:982-993. [PMID: 30968088 DOI: 10.1039/c8mt00360b] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Zinc (Zn) is an essential trace metal required for all forms of life, but is toxic at high concentrations. While the toxic effects of high levels of Zn are well documented, the mechanism of cell death appears to vary based on the study and concentration of Zn. Zn has been proposed as an anti-cancer treatment against non-small cell lung cancer (NSCLC). The goal of this analysis was to determine the effects of Zn on metabolism and cell death in A549 cells. Here, high throughput multi-omics analysis identified the molecular effects of Zn intoxication on the proteome, metabolome, and transcriptome of A549 human NSCLC cells after 5 min to 24 h of Zn exposure. Multi-omics analysis combined with additional experimental evidence suggests Zn intoxication induces ferroptosis, an iron and lipid peroxidation-dependent programmed cell death, demonstrating the utility of multi-omics analysis to identify cellular response to intoxicants.
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Affiliation(s)
- Lauren D Palmer
- Vanderbilt Institute for Infection, Immunology and Inflammation and Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN 37232, USA.
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7
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Judd AM, Gutierrez DB, Moore JL, Patterson NH, Yang J, Romer CE, Norris JL, Caprioli RM. A recommended and verified procedure for in situ tryptic digestion of formalin-fixed paraffin-embedded tissues for analysis by matrix-assisted laser desorption/ionization imaging mass spectrometry. J Mass Spectrom 2019; 54:716-727. [PMID: 31254303 PMCID: PMC6711785 DOI: 10.1002/jms.4384] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2019] [Revised: 06/20/2019] [Accepted: 06/20/2019] [Indexed: 05/06/2023]
Abstract
Matrix-assisted laser desorption/ionization imaging mass spectrometry (MALDI IMS) is a molecular imaging technology uniquely capable of untargeted measurement of proteins, lipids, and metabolites while retaining spatial information about their location in situ. This powerful combination of capabilities has the potential to bring a wealth of knowledge to the field of molecular histology. Translation of this innovative research tool into clinical laboratories requires the development of reliable sample preparation protocols for the analysis of proteins from formalin-fixed paraffin-embedded (FFPE) tissues, the standard preservation process in clinical pathology. Although ideal for stained tissue analysis by microscopy, the FFPE process cross-links, disrupts, or can remove proteins from the tissue, making analysis of the protein content challenging. To date, reported approaches differ widely in process and efficacy. This tutorial presents a strategy derived from systematic testing and optimization of key parameters, for reproducible in situ tryptic digestion of proteins in FFPE tissue and subsequent MALDI IMS analysis. The approach describes a generalized method for FFPE tissues originating from virtually any source.
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Affiliation(s)
- Audra M. Judd
- Mass Spectrometry Research Center, Vanderbilt University, Nashville TN, 37235
- Departments of Biochemistry, Vanderbilt University, Nashville TN, 37235
- Correspondence: Dr. Richard M. Caprioli, 9160 MRB III, Department of Biochemistry, Vanderbilt University, Nashville, TN 37232, USA, Phone: (615) 322-4336, Fax: (615) 343-8372,
| | - Danielle B. Gutierrez
- Mass Spectrometry Research Center, Vanderbilt University, Nashville TN, 37235
- Departments of Biochemistry, Vanderbilt University, Nashville TN, 37235
- Correspondence: Dr. Richard M. Caprioli, 9160 MRB III, Department of Biochemistry, Vanderbilt University, Nashville, TN 37232, USA, Phone: (615) 322-4336, Fax: (615) 343-8372,
| | - Jessica L. Moore
- Mass Spectrometry Research Center, Vanderbilt University, Nashville TN, 37235
- Departments of Biochemistry, Vanderbilt University, Nashville TN, 37235
| | - Nathan Heath Patterson
- Mass Spectrometry Research Center, Vanderbilt University, Nashville TN, 37235
- Departments of Biochemistry, Vanderbilt University, Nashville TN, 37235
| | - Junhai Yang
- Mass Spectrometry Research Center, Vanderbilt University, Nashville TN, 37235
- Departments of Biochemistry, Vanderbilt University, Nashville TN, 37235
| | - Carrie E. Romer
- Mass Spectrometry Research Center, Vanderbilt University, Nashville TN, 37235
| | - Jeremy L. Norris
- Mass Spectrometry Research Center, Vanderbilt University, Nashville TN, 37235
- Departments of Biochemistry, Vanderbilt University, Nashville TN, 37235
- Departments of Chemistry, Vanderbilt University, Nashville TN, 37235
| | - Richard M. Caprioli
- Mass Spectrometry Research Center, Vanderbilt University, Nashville TN, 37235
- Departments of Biochemistry, Vanderbilt University, Nashville TN, 37235
- Departments of Chemistry, Vanderbilt University, Nashville TN, 37235
- Departments of Pharmacology, Vanderbilt University, Nashville TN, 37235
- Departments of Medicine, Vanderbilt University, Nashville TN, 37235
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Prentice BM, Hart NJ, Phillips N, Haliyur R, Judd A, Armandala R, Spraggins JM, Lowe CL, Boyd KL, Stein RW, Wright CV, Norris JL, Powers AC, Brissova M, Caprioli RM. Imaging mass spectrometry enables molecular profiling of mouse and human pancreatic tissue. Diabetologia 2019; 62:1036-1047. [PMID: 30955045 PMCID: PMC6553460 DOI: 10.1007/s00125-019-4855-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2018] [Accepted: 02/20/2019] [Indexed: 12/20/2022]
Abstract
AIMS/HYPOTHESIS The molecular response and function of pancreatic islet cells during metabolic stress is a complex process. The anatomical location and small size of pancreatic islets coupled with current methodological limitations have prevented the achievement of a complete, coherent picture of the role that lipids and proteins play in cellular processes under normal conditions and in diseased states. Herein, we describe the development of untargeted tissue imaging mass spectrometry (IMS) technologies for the study of in situ protein and, more specifically, lipid distributions in murine and human pancreases. METHODS We developed matrix-assisted laser desorption/ionisation (MALDI) IMS protocols to study metabolite, lipid and protein distributions in mouse (wild-type and ob/ob mouse models) and human pancreases. IMS allows for the facile discrimination of chemically similar lipid and metabolite isoforms that cannot be distinguished using standard immunohistochemical techniques. Co-registration of MS images with immunofluorescence images acquired from serial tissue sections allowed accurate cross-registration of cell types. By acquiring immunofluorescence images first, this serial section approach guides targeted high spatial resolution IMS analyses (down to 15 μm) of regions of interest and leads to reduced time requirements for data acquisition. RESULTS MALDI IMS enabled the molecular identification of specific phospholipid and glycolipid isoforms in pancreatic islets with intra-islet spatial resolution. This technology shows that subtle differences in the chemical structure of phospholipids can dramatically affect their distribution patterns and, presumably, cellular function within the islet and exocrine compartments of the pancreas (e.g. 18:1 vs 18:2 fatty acyl groups in phosphatidylcholine lipids). We also observed the localisation of specific GM3 ganglioside lipids [GM3(d34:1), GM3(d36:1), GM3(d38:1) and GM3(d40:1)] within murine islet cells that were correlated with a higher level of GM3 synthase as verified by immunostaining. However, in human pancreas, GM3 gangliosides were equally distributed in both the endocrine and exocrine tissue, with only one GM3 isoform showing islet-specific localisation. CONCLUSIONS/INTERPRETATION The development of more complete molecular profiles of pancreatic tissue will provide important insight into the molecular state of the pancreas during islet development, normal function, and diseased states. For example, this study demonstrates that these results can provide novel insight into the potential signalling mechanisms involving phospholipids and glycolipids that would be difficult to detect by targeted methods, and can help raise new hypotheses about the types of physiological control exerted on endocrine hormone-producing cells in islets. Importantly, the in situ measurements afforded by IMS do not require a priori knowledge of molecules of interest and are not susceptible to the limitations of immunohistochemistry, providing the opportunity for novel biomarker discovery. Notably, the presence of multiple GM3 isoforms in mouse islets and the differential localisation of lipids in human tissue underscore the important role these molecules play in regulating insulin modulation and suggest species, organ, and cell specificity. This approach demonstrates the importance of both high spatial resolution and high molecular specificity to accurately survey the molecular composition of complex, multi-functional tissues such as the pancreas.
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Affiliation(s)
- Boone M Prentice
- 9160 MRB III, Department of Biochemistry, Vanderbilt University, Nashville, TN, 37232, USA
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN, USA
| | - Nathaniel J Hart
- Division of Diabetes, Endocrinology and Metabolism, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Neil Phillips
- Division of Diabetes, Endocrinology and Metabolism, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Rachana Haliyur
- Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA
| | - Audra Judd
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN, USA
| | - Radhika Armandala
- Division of Diabetes, Endocrinology and Metabolism, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Jeffrey M Spraggins
- 9160 MRB III, Department of Biochemistry, Vanderbilt University, Nashville, TN, 37232, USA
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN, USA
- Department of Chemistry, Vanderbilt University, Nashville, TN, USA
| | - Cindy L Lowe
- Translational Pathology Shared Resource, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Kelli L Boyd
- Translational Pathology Shared Resource, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Roland W Stein
- Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA
| | - Christopher V Wright
- Department of Cell & Developmental Biology, Vanderbilt University, Nashville, TN, USA
| | - Jeremy L Norris
- 9160 MRB III, Department of Biochemistry, Vanderbilt University, Nashville, TN, 37232, USA
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN, USA
- Department of Chemistry, Vanderbilt University, Nashville, TN, USA
| | - Alvin C Powers
- Division of Diabetes, Endocrinology and Metabolism, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA
- Department of Veterans Affairs, Tennessee Valley Healthcare System, Nashville, TN, USA
| | - Marcela Brissova
- Division of Diabetes, Endocrinology and Metabolism, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Richard M Caprioli
- 9160 MRB III, Department of Biochemistry, Vanderbilt University, Nashville, TN, 37232, USA.
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN, USA.
- Department of Chemistry, Vanderbilt University, Nashville, TN, USA.
- Department of Pharmacology and Medicine, Vanderbilt University, Nashville, TN, USA.
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Patterson NH, Tuck M, Lewis A, Kaushansky A, Norris JL, Van de Plas R, Caprioli RM. Next Generation Histology-Directed Imaging Mass Spectrometry Driven by Autofluorescence Microscopy. Anal Chem 2018; 90:12404-12413. [PMID: 30274514 DOI: 10.1021/acs.analchem.8b02885] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Histology-directed imaging mass spectrometry (IMS) is a spatially targeted IMS acquisition method informed by expert annotation that provides rapid molecular characterization of select tissue structures. The expert annotations are usually determined on digital whole slide images of histological stains where the staining preparation is incompatible with optimal IMS preparation, necessitating serial sections: one for annotation, one for IMS. Registration is then used to align staining annotations onto the IMS tissue section. Herein, we report a next-generation histology-directed platform implementing IMS-compatible autofluorescence (AF) microscopy taken prior to any staining or IMS. The platform enables two histology-directed workflows, one that improves the registration process between two separate tissue sections using automated, computational monomodal AF-to-AF microscopy image registration, and a registration-free approach that utilizes AF directly to identify ROIs and acquire IMS on the same section. The registration approach is fully automated and delivers state of the art accuracy in histology-directed workflows for transfer of annotations (∼3-10 μm based on 4 organs from 2 species) while the direct AF approach is registration-free, allowing targeting of the finest structures visible by AF microscopy. We demonstrate the platform in biologically relevant case studies of liver stage malaria and human kidney disease with spatially targeted acquisition of sparsely distributed (composing less than one tenth of 1% of the tissue section area) malaria infected mouse hepatocytes and glomeruli in the human kidney case study.
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Affiliation(s)
| | | | - Adam Lewis
- Center for Infectious Disease Research , formerly Seattle Biomedical Research Institute, Seattle , Washington 98109 , United States.,Department of Global Health , University of Washington , Seattle , Washington 98195 , United States
| | - Alexis Kaushansky
- Center for Infectious Disease Research , formerly Seattle Biomedical Research Institute, Seattle , Washington 98109 , United States.,Department of Global Health , University of Washington , Seattle , Washington 98195 , United States
| | | | - Raf Van de Plas
- Delft Center for Systems and Control (DCSC) , Delft University of Technology , 2628 CD , Delft , The Netherlands
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10
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Yang J, Norris JL, Caprioli R. Novel vacuum stable ketone-based matrices for high spatial resolution MALDI imaging mass spectrometry. J Mass Spectrom 2018; 53:1005-1012. [PMID: 30073737 DOI: 10.1002/jms.4277] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Revised: 07/16/2018] [Accepted: 07/24/2018] [Indexed: 06/08/2023]
Abstract
We describe the use of aromatic ketones and cinnamyl ketones that have high vacuum stability for analyzing tissue sections using matrix-assisted laser desorption/ionization imaging mass spectrometry. Specifically, the matrix, (E)-4-(2,5-dihydroxyphenyl)but-3-en-2-one (2,5-cDHA) provides high sensitivity and high vacuum stability while producing small size crystals (1-2 μm). A high throughput and highly reproducible sample preparation method was developed for these matrices that first involves using an organic spray solution for small matrix crystal seeding followed by spraying of the matrix in a 30% acetonitrile/70% water solution on the tissue surface to obtain a homogeneous coating of small crystals, suitable for high spatial resolution imaging.
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Affiliation(s)
- Junhai Yang
- Mass Spectrometry Research Center, National Research Resource for Imaging Mass Spectrometry and Departments of Biochemistry, Vanderbilt University, Nashville, TN, USA
| | - Jeremy L Norris
- Mass Spectrometry Research Center, National Research Resource for Imaging Mass Spectrometry and Departments of Biochemistry, Vanderbilt University, Nashville, TN, USA
| | - Richard Caprioli
- Mass Spectrometry Research Center, National Research Resource for Imaging Mass Spectrometry and Departments of Biochemistry, Vanderbilt University, Nashville, TN, USA
- Pharmacology, Medicine, and Chemistry, Vanderbilt University, Nashville, TN, USA
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11
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Gutierrez DB, Gant-Branum RL, Romer CE, Farrow MA, Allen JL, Dahal N, Nei YW, Codreanu SG, Jordan AT, Palmer LD, Sherrod SD, McLean JA, Skaar EP, Norris JL, Caprioli RM. An Integrated, High-Throughput Strategy for Multiomic Systems Level Analysis. J Proteome Res 2018; 17:3396-3408. [PMID: 30114907 DOI: 10.1021/acs.jproteome.8b00302] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Proteomics, metabolomics, and transcriptomics generate comprehensive data sets, and current biocomputational capabilities allow their efficient integration for systems biology analysis. Published multiomics studies cover methodological advances as well as applications to biological questions. However, few studies have focused on the development of a high-throughput, unified sample preparation approach to complement high-throughput omic analytics. This report details the automation, benchmarking, and application of a strategy for transcriptomic, proteomic, and metabolomic analyses from a common sample. The approach, sample preparation for multi-omics technologies (SPOT), provides equivalent performance to typical individual omic preparation methods but greatly enhances throughput and minimizes the resources required for multiomic experiments. SPOT was applied to a multiomics time course experiment for zinc-treated HL-60 cells. The data reveal Zn effects on NRF2 antioxidant and NFkappaB signaling. High-throughput approaches such as these are critical for the acquisition of temporally resolved, multicondition, large multiomic data sets such as those necessary to assess complex clinical and biological concerns. Ultimately, this type of approach will provide an expanded understanding of challenging scientific questions across many fields.
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12
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Heaven MR, Cobbs AL, Nei YW, Gutierrez DB, Herren AW, Gunawardena HP, Caprioli RM, Norris JL. Micro-Data-Independent Acquisition for High-Throughput Proteomics and Sensitive Peptide Mass Spectrum Identification. Anal Chem 2018; 90:8905-8911. [DOI: 10.1021/acs.analchem.8b01026] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
| | | | - Yuan-Wei Nei
- Mass Spectrometry
Research Center, Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37240, United States
| | - Danielle B. Gutierrez
- Mass Spectrometry
Research Center, Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37240, United States
| | - Anthony W. Herren
- University of California at Davis Proteomics Core, Davis, California 95616, United States
| | - Harsha P. Gunawardena
- Janssen Research and Development, The Janssen Pharmaceutical Companies of Johnson & Johnson, Spring House, Pennsylvania 19002, United States
| | - Richard M. Caprioli
- Mass Spectrometry
Research Center, Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37240, United States
| | - Jeremy L. Norris
- Mass Spectrometry
Research Center, Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37240, United States
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13
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Yang B, Patterson NH, Tsui T, Caprioli RM, Norris JL. Single-Cell Mass Spectrometry Reveals Changes in Lipid and Metabolite Expression in RAW 264.7 Cells upon Lipopolysaccharide Stimulation. J Am Soc Mass Spectrom 2018; 29. [PMID: 29536413 PMCID: PMC5943162 DOI: 10.1007/s13361-018-1899-9] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
It has been widely recognized that individual cells that exist within a large population of cells, even if they are genetically identical, can have divergent molecular makeups resulting from a variety of factors, including local environmental factors and stochastic processes within each cell. Presently, numerous approaches have been described that permit the resolution of these single-cell expression differences for RNA and protein; however, relatively few techniques exist for the study of lipids and metabolites in this manner. This study presents a methodology for the analysis of metabolite and lipid expression at the level of a single cell through the use of imaging mass spectrometry on a high-performance Fourier transform ion cyclotron resonance mass spectrometer. This report provides a detailed description of the overall experimental approach, including sample preparation as well as the data acquisition and analysis strategy for single cells. Applying this approach to the study of cultured RAW264.7 cells, we demonstrate that this method can be used to study the variation in molecular expression with cell populations and is sensitive to alterations in that expression that occurs upon lipopolysaccharide stimulation. Graphical Abstract.
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Affiliation(s)
- Bo Yang
- Mass Spectrometry Research Center, Vanderbilt University, 465 21st Avenue South, Nashville, TN, 37240, USA
- Department of Biochemistry, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37240, USA
| | - Nathan Heath Patterson
- Mass Spectrometry Research Center, Vanderbilt University, 465 21st Avenue South, Nashville, TN, 37240, USA
- Department of Biochemistry, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37240, USA
| | - Tina Tsui
- Mass Spectrometry Research Center, Vanderbilt University, 465 21st Avenue South, Nashville, TN, 37240, USA
- Department of Biochemistry, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37240, USA
| | - Richard M Caprioli
- Mass Spectrometry Research Center, Vanderbilt University, 465 21st Avenue South, Nashville, TN, 37240, USA
- Department of Biochemistry, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37240, USA
- Department of Chemistry, Vanderbilt University, 465 21st Avenue South, Nashville, TN, 37240, USA
| | - Jeremy L Norris
- Mass Spectrometry Research Center, Vanderbilt University, 465 21st Avenue South, Nashville, TN, 37240, USA.
- Department of Biochemistry, Vanderbilt University School of Medicine, 465 21st Avenue South, Nashville, TN, 37240, USA.
- Department of Chemistry, Vanderbilt University, 465 21st Avenue South, Nashville, TN, 37240, USA.
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14
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Andrejeva G, Wolf MM, Johnson MO, Rutledge AC, Codreanu GS, Sherrod SD, Gutierrez D, Rose KL, Norris JL, Schey KL, McLean JA, Rathmell JC. Metabolomics analysis reveals differential T cell serine metabolism as a target in autoimmunity. The Journal of Immunology 2018. [DOI: 10.4049/jimmunol.200.supp.167.7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Abstract
Inflammatory cytokines are key players in the pathogenesis of autoimmune disorders where their signaling leads to inappropriate balance between effector CD4 T-cells (Teff), Th1 and Th17, and the immunosuppressive regulatory T-cells (Treg). Each subset utilizes a distinctive metabolic program but how cytokines induce differential metabolic rewiring and what aspects of it are critical for the functioning and lineage stability of Teff subsets and Treg is not understood.
To delineate pathogenicity-associated metabolic programs, we performed global untargeted metabolomics mass spectrometry (MS) in in vitro cytokine-differentiated mouse Th1, Th17 and Treg cells with varying degrees of pathogenicity over time. Integrating our data-driven metabolic network with global proteomics profiling and cytokine secretion allowed us to examine metabolic pathways at metabolite-enzyme level. Metabolites at the interface of amino acid metabolism, particularly glutamine and serine, glycolysis, the TCA cycle and nucleotide synthesis were the most differentially changed. Serine limitation or pharmacological inhibition indicated differential coupling of serine/one-carbon metabolism to T-cell proliferation, lineage choices and the production of cytokines IL-17 or IFNγ. Furthermore, targeting this pathway promoted Treg lineage development in the presence of pathogenic cytokines and prevented loss of Treg transcription factor FoxP3 upon re-stimulation. In vivo, spinal cord infiltrating T-cells in murine experimental autoimmune encephalomyelitis had altered serine metabolic pathway. Our findings identify key areas of T-cell metabolism that may offer a new category of therapeutic targets for autoimmune and inflammatory disease.
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15
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Rizzo DG, Prentice BM, Moore JL, Norris JL, Caprioli RM. Enhanced Spatially Resolved Proteomics Using On-Tissue Hydrogel-Mediated Protein Digestion. Anal Chem 2017; 89:2948-2955. [DOI: 10.1021/acs.analchem.6b04395] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- David G. Rizzo
- Department
of Chemistry, ‡Department of Biochemistry, §Mass Spectrometry Research Center, and ∥Departments
of Pharmacology and Medicine, Vanderbilt University, Nashville, Tennessee 37232, United States
| | - Boone M. Prentice
- Department
of Chemistry, ‡Department of Biochemistry, §Mass Spectrometry Research Center, and ∥Departments
of Pharmacology and Medicine, Vanderbilt University, Nashville, Tennessee 37232, United States
| | - Jessica L. Moore
- Department
of Chemistry, ‡Department of Biochemistry, §Mass Spectrometry Research Center, and ∥Departments
of Pharmacology and Medicine, Vanderbilt University, Nashville, Tennessee 37232, United States
| | - Jeremy L. Norris
- Department
of Chemistry, ‡Department of Biochemistry, §Mass Spectrometry Research Center, and ∥Departments
of Pharmacology and Medicine, Vanderbilt University, Nashville, Tennessee 37232, United States
| | - Richard M. Caprioli
- Department
of Chemistry, ‡Department of Biochemistry, §Mass Spectrometry Research Center, and ∥Departments
of Pharmacology and Medicine, Vanderbilt University, Nashville, Tennessee 37232, United States
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16
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Norris JL, Farrow MA, Gutierrez DB, Palmer LD, Muszynski N, Sherrod SD, Pino JC, Allen JL, Spraggins JM, Lubbock ALR, Jordan A, Burns W, Poland JC, Romer C, Manier ML, Nei YW, Prentice BM, Rose KL, Hill S, Van de Plas R, Tsui T, Braman NM, Keller MR, Rutherford SA, Lobdell N, Lopez CF, Lacy DB, McLean JA, Wikswo JP, Skaar EP, Caprioli RM. Integrated, High-Throughput, Multiomics Platform Enables Data-Driven Construction of Cellular Responses and Reveals Global Drug Mechanisms of Action. J Proteome Res 2017; 16:1364-1375. [PMID: 28088864 DOI: 10.1021/acs.jproteome.6b01004] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
An understanding of how cells respond to perturbation is essential for biological applications; however, most approaches for profiling cellular response are limited in scope to pre-established targets. Global analysis of molecular mechanism will advance our understanding of the complex networks constituting cellular perturbation and lead to advancements in areas, such as infectious disease pathogenesis, developmental biology, pathophysiology, pharmacology, and toxicology. We have developed a high-throughput multiomics platform for comprehensive, de novo characterization of cellular mechanisms of action. Platform validation using cisplatin as a test compound demonstrates quantification of over 10 000 unique, significant molecular changes in less than 30 days. These data provide excellent coverage of known cisplatin-induced molecular changes and previously unrecognized insights into cisplatin resistance. This proof-of-principle study demonstrates the value of this platform as a resource to understand complex cellular responses in a high-throughput manner.
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Affiliation(s)
| | | | | | | | | | - Stacy D Sherrod
- Vanderbilt Institute of Chemical Biology, Vanderbilt University , Nashville, Tennessee 37232, United States
| | | | | | | | | | | | | | - James C Poland
- Vanderbilt Institute of Chemical Biology, Vanderbilt University , Nashville, Tennessee 37232, United States
| | | | | | | | | | | | | | - Raf Van de Plas
- Delft Center for Systems and Control, Delft University of Technology , Delft 2628 CD, The Netherlands
| | | | - Nathaniel M Braman
- Biomedical Engineering, Vanderbilt University School of Engineering , Nashville, Tennessee 37235, United States
| | - M Ray Keller
- Vanderbilt Institute of Chemical Biology, Vanderbilt University , Nashville, Tennessee 37232, United States
| | | | | | - Carlos F Lopez
- Biomedical Engineering, Vanderbilt University School of Engineering , Nashville, Tennessee 37235, United States
| | | | - John A McLean
- Vanderbilt Institute of Chemical Biology, Vanderbilt University , Nashville, Tennessee 37232, United States
| | - John P Wikswo
- Biomedical Engineering, Vanderbilt University School of Engineering , Nashville, Tennessee 37235, United States
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17
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Zubair F, Laibinis PE, Swisher WG, Yang J, Spraggins JM, Norris JL, Caprioli RM. Trypsin and MALDI matrix pre-coated targets simplify sample preparation for mapping proteomic distributions within biological tissues by imaging mass spectrometry. J Mass Spectrom 2016; 51:1168-1179. [PMID: 27676701 PMCID: PMC5687832 DOI: 10.1002/jms.3888] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2016] [Accepted: 09/20/2016] [Indexed: 05/05/2023]
Abstract
Prefabricated surfaces containing α-cyano-4-hydroxycinnamic acid and trypsin have been developed to facilitate enzymatic digestion of endogenous tissue proteins prior to matrix-assisted laser desorption/ionization (MALDI) imaging mass spectrometry (IMS). Tissue sections are placed onto slides that were previously coated with α-cyano-4-hydroxycinnamic acid and trypsin. After incubation to promote enzymatic digestion, the tissue is analyzed by MALDI IMS to determine the spatial distribution of the tryptic fragments. The peptides detected in the MALDI IMS dataset were identified by Liquid chromatography-tandem mass spectrometry/mass spectrometry. Protein identification was further confirmed by correlating the localization of unique tryptic fragments originating from common parent proteins. Using this procedure, proteins with molecular weights as large as 300 kDa were identified and their distributions were imaged in sections of rat brain. In particular, large proteins such as myristoylated alanine-rich C-kinase substrate (29.8 kDa) and spectrin alpha chain, non-erythrocytic 1 (284 kDa) were detected that are not observed without trypsin. The pre-coated targets simplify workflow and increase sample throughput by decreasing the sample preparation time. Further, the approach allows imaging at higher spatial resolution compared with robotic spotters that apply one drop at a time. Copyright © 2016 John Wiley & Sons, Ltd.
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Affiliation(s)
- Faizan Zubair
- Mass Spectrometry Research Center (MSRC), Vanderbilt University, Nashville, Tennessee, USA
- Department of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, Tennessee, USA
| | - Paul E. Laibinis
- Mass Spectrometry Research Center (MSRC), Vanderbilt University, Nashville, Tennessee, USA
- Department of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, Tennessee, USA
| | - William G. Swisher
- Department of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, Tennessee, USA
| | - Junhai Yang
- Mass Spectrometry Research Center (MSRC), Vanderbilt University, Nashville, Tennessee, USA
| | - Jeffrey M. Spraggins
- Mass Spectrometry Research Center (MSRC), Vanderbilt University, Nashville, Tennessee, USA
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Jeremy L. Norris
- Mass Spectrometry Research Center (MSRC), Vanderbilt University, Nashville, Tennessee, USA
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Richard M. Caprioli
- Mass Spectrometry Research Center (MSRC), Vanderbilt University, Nashville, Tennessee, USA
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
- Correspondence to: Richard M. Caprioli, Mass Spectrometry Research Center (MSRC), Vanderbilt University, Nashville, Tennessee, USA.
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18
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Prentice BM, Chumbley CW, Hachey BC, Norris JL, Caprioli RM. Multiple Time-of-Flight/Time-of-Flight Events in a Single Laser Shot for Improved Matrix-Assisted Laser Desorption/Ionization Tandem Mass Spectrometry Quantification. Anal Chem 2016; 88:9780-9788. [PMID: 27573922 DOI: 10.1021/acs.analchem.6b02821] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Quantitative matrix-assisted laser desorption/ionization time-of-flight (MALDI TOF) approaches have historically suffered from poor accuracy and precision mainly due to the nonuniform distribution of matrix and analyte across the target surface, matrix interferences, and ionization suppression. Tandem mass spectrometry (MS/MS) can be used to ensure chemical specificity as well as improve signal-to-noise ratios by eliminating interferences from chemical noise, alleviating some concerns about dynamic range. However, conventional MALDI TOF/TOF modalities typically only scan for a single MS/MS event per laser shot, and multiplex assays require sequential analyses. We describe here new methodology that allows for multiple TOF/TOF fragmentation events to be performed in a single laser shot. This technology allows the reference of analyte intensity to that of the internal standard in each laser shot, even when the analyte and internal standard are quite disparate in m/z, thereby improving quantification while maintaining chemical specificity and duty cycle. In the quantitative analysis of the drug enalapril in pooled human plasma with ramipril as an internal standard, a greater than 4-fold improvement in relative standard deviation (<10%) was observed as well as improved coefficients of determination (R2) and accuracy (>85% quality controls). Using this approach we have also performed simultaneous quantitative analysis of three drugs (promethazine, enalapril, and verapamil) using deuterated analogues of these drugs as internal standards.
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Affiliation(s)
- Boone M Prentice
- Department of Biochemistry, ‡Department of Chemistry, §Departments of Pharmacology and Medicine, and ∥Mass Spectrometry Research Center, Vanderbilt University , Nashville, Tennessee 37232, United States
| | - Chad W Chumbley
- Department of Biochemistry, ‡Department of Chemistry, §Departments of Pharmacology and Medicine, and ∥Mass Spectrometry Research Center, Vanderbilt University , Nashville, Tennessee 37232, United States
| | - Brian C Hachey
- Department of Biochemistry, ‡Department of Chemistry, §Departments of Pharmacology and Medicine, and ∥Mass Spectrometry Research Center, Vanderbilt University , Nashville, Tennessee 37232, United States
| | - Jeremy L Norris
- Department of Biochemistry, ‡Department of Chemistry, §Departments of Pharmacology and Medicine, and ∥Mass Spectrometry Research Center, Vanderbilt University , Nashville, Tennessee 37232, United States
| | - Richard M Caprioli
- Department of Biochemistry, ‡Department of Chemistry, §Departments of Pharmacology and Medicine, and ∥Mass Spectrometry Research Center, Vanderbilt University , Nashville, Tennessee 37232, United States
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Abstract
INTRODUCTION Global medical education standards, largely designed in the West, have been promoted across national boundaries with limited regard for cultural differences. This review aims to identify discourses on cultural globalization in medical education literature from non-Western countries. METHODS To explore the diversity of discourses related to globalization and culture in the field of medical education, the authors conducted a critical review of medical education research from non-Western countries published in Academic Medicine, Medical Education and Medical Teacher from 2006 to 2014. Key discourses about globalization and culture emerged from a preliminary analysis of this body of literature. A secondary analysis identified inductive sub-themes. RESULTS Homogenization, polarization and hybridization emerged as key themes in the literature. These findings demonstrate the existence of discourses beyond Western-led homogenization and the co-existence of globalization discourses ranging from homogenization to syncretism to resistance. CONCLUSIONS This review calls attention to the existence of manifold discourses about globalization and culture in non-Western medical education contexts. In refocusing global medical education processes to avoid Western cultural imperialism, it will also be necessary to avoid the pitfalls of other globalization discourses. Moving beyond existing discourses, researchers and educators should work towards equitable, context-sensitive and locally-driven approaches to global medical education.
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Affiliation(s)
- K Gosselin
- a National Taiwan University College of Medicine , Taiwan
| | - J L Norris
- a National Taiwan University College of Medicine , Taiwan
| | - M-J Ho
- a National Taiwan University College of Medicine , Taiwan
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20
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Zubair F, Prentice BM, Norris JL, Laibinis PE, Caprioli RM. Standard Reticle Slide To Objectively Evaluate Spatial Resolution and Instrument Performance in Imaging Mass Spectrometry. Anal Chem 2016; 88:7302-11. [PMID: 27299987 DOI: 10.1021/acs.analchem.6b01655] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Spatial resolution is a key parameter in imaging mass spectrometry (IMS). Aside from being a primary determinant in overall image quality, spatial resolution has important consequences on the acquisition time of the IMS experiment and the resulting file size. Hardware and software modifications during instrumentation development can dramatically affect the spatial resolution achievable using a given imaging mass spectrometer. As such, an accurate and objective method to determine the working spatial resolution is needed to guide instrument development and ensure quality IMS results. We have used lithographic and self-assembly techniques to fabricate a pattern of crystal violet as a standard reticle slide for assessing spatial resolution in matrix-assisted laser desorption/ionization (MALDI) IMS experiments. The reticle is used to evaluate spatial resolution under user-defined instrumental conditions. Edgespread analysis measures the beam diameter for a Gaussian profile and line scans measure an "effective" spatial resolution that is a convolution of beam optics and sampling frequency. The patterned crystal violet reticle was also used to diagnose issues with IMS instrumentation such as intermittent losses of pixel data.
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Affiliation(s)
- Faizan Zubair
- National Research Resource for Imaging Mass Spectrometry, ‡Department of Chemical and Biomolecular Engineering, §Department of Biochemistry, and ∥Departments of Chemistry and Medicine, Vanderbilt University , Nashville, Tennessee, United States
| | - Boone M Prentice
- National Research Resource for Imaging Mass Spectrometry, ‡Department of Chemical and Biomolecular Engineering, §Department of Biochemistry, and ∥Departments of Chemistry and Medicine, Vanderbilt University , Nashville, Tennessee, United States
| | - Jeremy L Norris
- National Research Resource for Imaging Mass Spectrometry, ‡Department of Chemical and Biomolecular Engineering, §Department of Biochemistry, and ∥Departments of Chemistry and Medicine, Vanderbilt University , Nashville, Tennessee, United States
| | - Paul E Laibinis
- National Research Resource for Imaging Mass Spectrometry, ‡Department of Chemical and Biomolecular Engineering, §Department of Biochemistry, and ∥Departments of Chemistry and Medicine, Vanderbilt University , Nashville, Tennessee, United States
| | - Richard M Caprioli
- National Research Resource for Imaging Mass Spectrometry, ‡Department of Chemical and Biomolecular Engineering, §Department of Biochemistry, and ∥Departments of Chemistry and Medicine, Vanderbilt University , Nashville, Tennessee, United States
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21
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Norris JL, Tsui T, Gutierrez DB, Caprioli RM. Pathology interface for the molecular analysis of tissue by mass spectrometry. J Pathol Inform 2016; 7:13. [PMID: 27141319 PMCID: PMC4837791 DOI: 10.4103/2153-3539.179903] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2015] [Accepted: 02/29/2016] [Indexed: 11/19/2022] Open
Abstract
Background: Imaging mass spectrometry (IMS) generates molecular images directly from tissue sections to provide better diagnostic insights and expand the capabilities of clinical anatomic pathology. Although IMS technology has matured over recent years, the link between microscopy imaging currently used by pathologists and MS-based molecular imaging has not been established. Methods: We adapted the Vanderbilt University Tissue Core workflow for IMS into a web-based system that facilitates remote collaboration. The platform was designed to perform within acceptable web response times for viewing, annotating, and processing high resolution microscopy images. Results: We describe a microscopy-driven approach to tissue analysis by IMS. Conclusion: The Pathology Interface for Mass Spectrometry is designed to provide clinical access to IMS technology and deliver enhanced diagnostic value.
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Affiliation(s)
- Jeremy L Norris
- Department of Biochemistry, National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37240, USA
| | - Tina Tsui
- Department of Biochemistry, National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37240, USA
| | - Danielle B Gutierrez
- Department of Biochemistry, National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37240, USA
| | - Richard M Caprioli
- Department of Biochemistry, National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, Nashville, Tennessee 37240, USA
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22
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Heaven MR, Funk AJ, Cobbs AL, Haffey WD, Norris JL, McCullumsmith RE, Greis KD. Systematic evaluation of data-independent acquisition for sensitive and reproducible proteomics-a prototype design for a single injection assay. J Mass Spectrom 2016; 51:1-11. [PMID: 26757066 PMCID: PMC4712743 DOI: 10.1002/jms.3716] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2015] [Revised: 10/02/2015] [Accepted: 10/11/2015] [Indexed: 06/05/2023]
Abstract
Data-independent acquisition (DIA)-based proteomics has become increasingly complicated in recent years because of the vast number of workflows described, coupled with a lack of studies indicating a rational framework for selecting effective settings to use. To address this issue and provide a resource for the proteomics community, we compared 12 DIA methods that assay tryptic peptides using various mass-isolation windows. Our findings indicate that the most sensitive single injection LC-DIA method uses 6 m/z isolation windows to analyze the densely populated tryptic peptide range from 450 to 730 m/z, which allowed quantification of 4465 Escherichia coli peptides. In contrast, using the sequential windowed acquisition of all theoretical fragment-ions (SWATH) approach with 26 m/z isolation windows across the entire 400-1200 m/z range, allowed quantification of only 3309 peptides. This reduced sensitivity with 26 m/z windows is caused by an increase in co-eluting compounds with similar precursor values detected in the same tandem MS spectra, which lowers the signal-to-noise of peptide fragment-ion chromatograms and reduces the amount of low abundance peptides that can be quantified from 410 to 920 m/z. Above 920 m/z, more peptides were quantified with 26 m/z windows because of substantial peptide (13) C isotope distributions that parse peptide ions into separate isolation windows. Because reproducible quantification has been a long-standing aim of quantitative proteomics, and is a so-called trait of DIA, we sought to determine whether precursor-level chromatograms used in some methods rather than their fragment-level counterparts have similar precision. Our data show that extracted fragment-ion chromatograms are the reason DIA provides superior reproducibility. Copyright © 2015 John Wiley & Sons, Ltd.
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Affiliation(s)
| | - Adam J. Funk
- Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | | | - Wendy D. Haffey
- Department of Cancer Biology, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Jeremy L. Norris
- Mass Spectrometry Research Center, Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA
| | - Robert E. McCullumsmith
- Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Kenneth D. Greis
- Department of Cancer Biology, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
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Norris JL, Bierbaum VM. Focus on Imaging Mass Spectrometry, Honoring Dr. Richard M. Caprioli, Recipient of the 2014 ASMS Award for a Distinguished Contribution in Mass Spectrometry. J Am Soc Mass Spectrom 2015; 26:847-849. [PMID: 25893272 DOI: 10.1007/s13361-015-1138-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Affiliation(s)
- Jeremy L Norris
- Mass Spectrometry Research Center, Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN, USA,
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Abstract
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This study presents on-tissue proteolytic
digestion using a microwave
irradiation and peptide extraction method for in situ analysis of proteins from spatially defined regions of a tissue
section. The methodology utilizes hydrogel discs (1 mm diameter) embedded
with trypsin solution. The enzyme-laced hydrogel discs are applied
to a tissue section, directing enzymatic digestion to a spatially
confined area of the tissue. By applying microwave radiation, protein
digestion is performed in 2 min on-tissue, and the extracted peptides
are then analyzed by matrix assisted laser desorption/ionization mass
spectrometry (MALDI MS) and liquid chromatography tandem mass spectrometry
(LC-MS/MS). The reliability and reproducibility of the microwave assisted
hydrogel mediated on-tissue digestion is demonstrated by the comparison
with other on-tissue digestion strategies, including comparisons with
conventional heating and in-solution digestion. LC-MS/MS data were
evaluated considering the number of identified proteins as well as
the number of protein groups and distinct peptides. The results of
this study demonstrate that rapid and reliable protein digestion can
be performed on a single thin tissue section while preserving the
relationship between the molecular information obtained and the tissue
architecture, and the resulting peptides can be extracted in sufficient
abundance to permit analysis using LC-MS/MS. This approach will be
most useful for samples that have limited availability but are needed
for multiple analyses, especially for the correlation of proteomics
data with histology and immunohistochemistry.
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Affiliation(s)
- Domenico Taverna
- Department of Chemistry and Technological Chemistry, University of Calabria , Arcavacata di Rende, Cosenza 87036, Italy
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Manier ML, Spraggins JM, Reyzer ML, Norris JL, Caprioli RM. A derivatization and validation strategy for determining the spatial localization of endogenous amine metabolites in tissues using MALDI imaging mass spectrometry. J Mass Spectrom 2014; 49:665-73. [PMID: 25044893 PMCID: PMC4126081 DOI: 10.1002/jms.3411] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2014] [Revised: 06/03/2014] [Accepted: 06/12/2014] [Indexed: 05/18/2023]
Abstract
Imaging mass spectrometry (IMS) studies increasingly focus on endogenous small molecular weight metabolites and consequently bring special analytical challenges. Since analytical tissue blanks do not exist for endogenous metabolites, careful consideration must be given to confirm molecular identity. Here, we present approaches for the improvement in detection of endogenous amine metabolites such as amino acids and neurotransmitters in tissues through chemical derivatization and matrix-assisted laser desorption/ionization (MALDI) IMS. Chemical derivatization with 4-hydroxy-3-methoxycinnamaldehyde (CA) was used to improve sensitivity and specificity. CA was applied to the tissue via MALDI sample targets precoated with a mixture of derivatization reagent and ferulic acid as a MALDI matrix. Spatial distributions of chemically derivatized endogenous metabolites in tissue were determined by high-mass resolution and MS(n) IMS. We highlight an analytical strategy for metabolite validation whereby tissue extracts are analyzed by high-performance liquid chromatography (HPLC)-MS/MS to unambiguously identify metabolites and distinguish them from isobaric compounds.
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Affiliation(s)
- M. Lisa Manier
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN 37232
| | | | - Michelle L. Reyzer
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN 37232
| | - Jeremy L. Norris
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN 37232
| | - Richard M. Caprioli
- Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN 37232
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Norris JL, Caprioli RM. Imaging mass spectrometry: a new tool for pathology in a molecular age. Proteomics Clin Appl 2014; 7:733-8. [PMID: 24178781 DOI: 10.1002/prca.201300055] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2013] [Revised: 08/15/2013] [Accepted: 08/21/2013] [Indexed: 12/28/2022]
Abstract
Mass spectrometry (MS) provides unique advantages for the analysis of clinical specimens, and these capabilities have been critical to the advancement of diagnostic medicine. To date, LC-MS is the MS platform most commonly used for diagnostics; however, LC-MS based proteomics is very labor intensive and costly to implement for high volume assays. Furthermore, when analyzing tissue samples, additional laborious sample preparation steps must be employed (e.g. extraction methods or laser microdissection). The direct analysis of cells and tissues by MALDI imaging MS has developed significant momentum for applications that have diagnostic potential. MALDI imaging MS provides molecular information from specific cell types within tissue sections; however, this laser-based approach significantly reduces the analysis time for each location sampled. This Viewpoint discusses the technologies for direct analysis of tissues, the potential for diagnostic applications using MALDI imaging MS, and the challenges faced in the transfer of the technology to the clinical laboratory.
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Affiliation(s)
- Jeremy L Norris
- Department of Biochemistry, National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, Nashville, TN
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Gessel MM, Norris JL, Caprioli RM. MALDI imaging mass spectrometry: spatial molecular analysis to enable a new age of discovery. J Proteomics 2014; 107:71-82. [PMID: 24686089 DOI: 10.1016/j.jprot.2014.03.021] [Citation(s) in RCA: 171] [Impact Index Per Article: 17.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2014] [Accepted: 03/20/2014] [Indexed: 12/26/2022]
Abstract
Matrix-assisted laser desorption/ionization imaging mass spectrometry (MALDI IMS) combines the sensitivity and selectivity of mass spectrometry with spatial analysis to provide a new dimension for histological analyses to provide unbiased visualization of the arrangement of biomolecules in tissue. As such, MALDI IMS has the capability to become a powerful new molecular technology for the biological and clinical sciences. In this review, we briefly describe several applications of MALDI IMS covering a range of molecular weights, from drugs to proteins. Current limitations and challenges are discussed along with recent developments to address these issues. This article is part of a Special Issue entitled: 20years of Proteomics in memory of Viatliano Pallini. Guest Editors: Luca Bini, Juan J. Calvete, Natacha Turck, Denis Hochstrasser and Jean-Charles Sanchez.
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Affiliation(s)
- Megan M Gessel
- National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, 9160 Medical Research Building III, 465 21st Avenue South, Nashville, TN 37232-8575, United States; Department of Biochemistry, Vanderbilt University School of Medicine, 9160 Medical Research Building III, 465 21st Avenue South, Nashville, TN 37232-8575, United States
| | - Jeremy L Norris
- National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, 9160 Medical Research Building III, 465 21st Avenue South, Nashville, TN 37232-8575, United States; Department of Biochemistry, Vanderbilt University School of Medicine, 9160 Medical Research Building III, 465 21st Avenue South, Nashville, TN 37232-8575, United States
| | - Richard M Caprioli
- National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, 9160 Medical Research Building III, 465 21st Avenue South, Nashville, TN 37232-8575, United States; Department of Biochemistry, Vanderbilt University School of Medicine, 9160 Medical Research Building III, 465 21st Avenue South, Nashville, TN 37232-8575, United States.
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Norris JL, Caprioli RM. Analysis of tissue specimens by matrix-assisted laser desorption/ionization imaging mass spectrometry in biological and clinical research. Chem Rev 2013; 113:2309-42. [PMID: 23394164 PMCID: PMC3624074 DOI: 10.1021/cr3004295] [Citation(s) in RCA: 488] [Impact Index Per Article: 44.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Jeremy L. Norris
- National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, and Department of Biochemistry, Vanderbilt University School of Medicine, 9160 Medical Research Building III, 465 21st Avenue South, Nashville, TN 37232-8575
| | - Richard M. Caprioli
- National Research Resource for Imaging Mass Spectrometry, Mass Spectrometry Research Center, and Department of Biochemistry, Vanderbilt University School of Medicine, 9160 Medical Research Building III, 465 21st Avenue South, Nashville, TN 37232-8575
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Zavalin A, Todd EM, Rawhouser PD, Yang J, Norris JL, Caprioli RM. Direct imaging of single cells and tissue at sub-cellular spatial resolution using transmission geometry MALDI MS. J Mass Spectrom 2012; 47:i. [PMID: 23147824 PMCID: PMC3507384 DOI: 10.1002/jms.3132] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Discussions about MALDI imaging frequently turn to the topic of spatial resolution and the eff orts of some researchers in the field to push towards routine imaging of tissue sections at a cellular scale. Some factors that limit resolution are, the size of the focused desorption laser beam and analyte delocalization from the solution-based sample preparation. With solvent-free matrix application techniques analyte delocalization is less of a concern and the size of the focused laser is the major limiter of spatial resolution. In the Special Feature, Professor Caprioli and co-workers at Vanderbilt University demonstrate a new instrumental approach for improving spatial resolution. They have modifi ed a MALDI-TOF system to use transmission-mode geometry, in which the desorption laser is focused onto the matrix crystals from behind and through the target and sample rather than conventional front-side illumination where the laser is focused onto the crystals directly. They show that by moving the laser source behind the sample target, they can optimize the laser focus to achieve cellular resolution for MALDI imaging.
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Affiliation(s)
- Andre Zavalin
- National Research Resource for Imaging Mass Spectrometry & Mass Spectrometry Research, Vanderbilt University, Nashville, TN
- Center, Department of Biochemistry, Vanderbilt University, Nashville, TN
| | - Erik M. Todd
- National Research Resource for Imaging Mass Spectrometry & Mass Spectrometry Research, Vanderbilt University, Nashville, TN
- Department of Chemistry, Vanderbilt University, Nashville, TN
| | - Patrick D. Rawhouser
- National Research Resource for Imaging Mass Spectrometry & Mass Spectrometry Research, Vanderbilt University, Nashville, TN
- Department of Chemistry, Vanderbilt University, Nashville, TN
| | - Junhai Yang
- National Research Resource for Imaging Mass Spectrometry & Mass Spectrometry Research, Vanderbilt University, Nashville, TN
- Center, Department of Biochemistry, Vanderbilt University, Nashville, TN
| | - Jeremy L. Norris
- National Research Resource for Imaging Mass Spectrometry & Mass Spectrometry Research, Vanderbilt University, Nashville, TN
- Center, Department of Biochemistry, Vanderbilt University, Nashville, TN
| | - Richard M. Caprioli
- National Research Resource for Imaging Mass Spectrometry & Mass Spectrometry Research, Vanderbilt University, Nashville, TN
- Center, Department of Biochemistry, Vanderbilt University, Nashville, TN
- To whom correspondence should be addressed: Richard M. Caprioli, Mass Spectrometry Research Center, Vanderbilt University School of Medicine, 465 21 Avenue South | 9160 MRB 3, Nashville, TN 37232-8575,
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Zavalin A, Todd EM, Rawhouser PD, Yang J, Norris JL, Caprioli RM. Direct imaging of single cells and tissue at sub-cellular spatial resolution using transmission geometry MALDI MS. J Mass Spectrom 2012; 47:1473-81. [PMID: 23147824 DOI: 10.1002/jms.3108] [Citation(s) in RCA: 164] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
The need of cellular and sub-cellular spatial resolution in laser desorption ionization (LDI)/matrix-assisted LDI (MALDI) imaging mass spectrometry (IMS) necessitates micron and sub-micron laser spot sizes at biologically relevant sensitivities, introducing significant challenges for MS technology. To this end, we have developed a transmission geometry vacuum ion source that allows the laser beam to irradiate the back side of the sample. This arrangement obviates the mechanical/ion optic complications in the source by completely separating the optical lens and ion optic structures. We have experimentally demonstrated the viability of transmission geometry MALDI MS for imaging biological tissues and cells with sub-cellular spatial resolution. Furthermore, we demonstrate that in conjunction with new sample preparation protocols, the sensitivity of this instrument is sufficient to obtain molecular images at sub-micron spatial resolution.
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Affiliation(s)
- Andre Zavalin
- National Research Resource for Imaging Mass Spectrometry and Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN 7232-8575, USA
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Franklin LA, Smith JC, Ballard BR, Seeley EH, Washington MK, Norris JL, Schey KL, Moses HL, Caprioli RM, Adunyah SE, M'Koma AE. Abstract B71: Potential role of hemoglobin in colorectal cancer initiation in inflammatory bowel disease setting. Cancer Epidemiol Biomarkers Prev 2012. [DOI: 10.1158/1055-9965.disp12-b71] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Abstract
Background: Inflammatory bowel disease (IBD) is a recognized high risk condition to develop colorectal cancer (CRC) and other intestinal cancers. Several risk factors have been described, allowing preventive strategies to focus on these patients: extensive long-standing disease, severity of inflammation, family history of CRC and primary sclerosing cholangitis (PSC).
Aims: While using MALDI MS tissue profiling, we found a unique spectral peak at mass-to-charge ratio (m/z) 5045 to be more intense in inflamed colon samples from IBD patients compared to adjacent normal tissue and/ or diverticulosis (DV). We investigated this signal as a possible transforming factor in CRC initiation, in the setting of IBD.
Methods: We profiled colonic mucosal and submucosal layers of 99 IBD patients for biomarkers that differentiated ulcerative colitis (UC) from Crohn's colitis (CC). We determined these unique differentiating proteins by histology-directed proteomic profiling using MALDI MS; protein identification utilized LC/MS/MS. We tested DNA damage by exposing an identified protein to a normal colonic epithelial cell-line (NCM 356). DNA damage was tested by comet assay.
Results: LC-MS/MS identified m/z 5045 in CC/UC subjects as triply charged free hemoglobin ion chain (Hb). Validation studies used protein extracts and tissues from full thickness samples from UC, CC, and diverticulosis (DV, controls) subjects. Both CC and UC mucosal and submucosal samples were strongly positive for Hb-α. However, DV staining was restricted to erythrocytes found in submucosal capillaries. There was no significant difference in Hb-α level between UC and CC; however UC and CC levels were significantly higher than those in DV samples (p< 0.006 and p< 0.0001, respectively). When normal colonocytes (1x105 cells/ml) were exposed to Hb (300μM for 4 hours), there was clear DNA damage analyzed by comet assay. We noted macrophage erythrophagocytosis of extravasated erythrocytes.
Conclusion: Free Hb was found in UC/CC but not DV mucosa/submucosa tissue. Free Hb resulted from extravasated macrophage erythrophagocytosis. Hb significantly induced DNA-damage of normal epithelial colonocytes (NCM356). DNA-damage could potentially increase risks for CRC transformation. Further elucidative studies are underway.
Citation Format: Laura A. Franklin, Joan C. Smith, Billy R. Ballard, Erin H. Seeley, Mary K. Washington, Jeremy L. Norris, Kevin L. Schey, Harold L. Moses, Richard M. Caprioli, Samuel E. Adunyah, Amosy E. M'Koma. Potential role of hemoglobin in colorectal cancer initiation in inflammatory bowel disease setting. [abstract]. In: Proceedings of the Fifth AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2012 Oct 27-30; San Diego, CA. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2012;21(10 Suppl):Abstract nr B71.
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Affiliation(s)
| | - Joan C. Smith
- 1Meharry Medical College School of Medicine, Nashiville, TN,
| | | | - Erin H. Seeley
- 2Vanderbilt University School of Medicine, Nashville, TN
| | | | | | - Kevin L. Schey
- 2Vanderbilt University School of Medicine, Nashville, TN
| | | | | | | | - Amosy E. M'Koma
- 1Meharry Medical College School of Medicine, Nashiville, TN,
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Scaeffer MW, M'Koma AE, Smith JC, Ballard BR, Erin SH, Washington MK, Norris JL, Schey KL, Caprioli RM, Adunyah SE. Abstract B68: Colorectal Cancer in the Setting of Inflammatory Bowel Disease: Role of Hemoglobin. Clin Cancer Res 2012. [DOI: 10.1158/1078-0432.mechres-b68] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Colorectal carcinoma (CRC) is a serious complication of inflammatory bowel disease (IBD) and accounts for approximately 15% of all IBD-associated deaths. The likelihood of IBD-related carcinoma is greater than that of sporadic CRC. Over one half are diagnosed at stage III or IV when cancer cells have already invaded surrounding tissues and most conventional therapeutics are limited in their success. Therefore the early detection of cancer, which is difficult in IBD, is crucial for its ultimate control and prevention. While mining the colonic mucosal and submucosal layers for biomarkers that differentiate ulcerative colitis (UC) from Crohn's colitis (CC) using Matrix-assisted laser desorption/ionization (MALDI) profiling, we found a signal at m/z 5045 to be more intense in UC. Liquid chromatography–mass spectrometry (LC-MS/MS) analysis allowed identification of this signal as triply charged hemoglobin alpha chain.
Macrophages are highly versatile phagocytes active in multiple roles in the immune system and key players in the inflammatory response. Their presence within the inflammatory microenvironment, in some cases, has been proven to increase transformation, angiogenesis, and immunosuppression. In hemorrhagic situations (as in UC), macrophages engulf erythrocytes that are outside the vascular bed and as a result free hemoglobin is released. Hemoglobin induces DNA damage in human colonic cells and is genotoxic. The potential carcinogenic effects of hemoglobin were documented when it was shown that hemoglobin increases the number of aberrant crypt foci in colon mucosa. In the colon, free hemoglobin is expected to increase the production of reactive oxygen (O2) species (ROS) from peroxides via the Fenton reaction, which may be the cause of cellular toxicity and eventually pro-mutagenic lesions. Intracellular reactions with active O2 can result in the initiation and progression of carcinogenesis by induction of gene mutations, chromosomal damage and cytotoxic effects.
We hypothesize that elevated expression of mucosal free hemoglobin would be associated with an increased risk of CRC. To validate this hypothesis will require investigating whether hemoglobin could be classified as a proliferative or transforming agent for colon cancer cells by causing reactive oxygen species release and subsequent DNA damage. For this purpose, we will assess the cellular viability of normal colonic cell-lines, NCM 356 and NCM 460. These cell-lines will be treated with hemoglobin at different concentrations to determine the changes in levels of ROS. ROS production will be measured using C-400 staining assay and further analysis will be carried out using FACS. Additionally, we will also examine the potential cytotoxicity of hemoglobin.
Supported: MMC-VICC Cancer Partnership Grant#: 3U54CA091408-09S 1; MeTRC grant#: 5U54RR026140-03, and Vanderbilt SPORE in GI Cancer Grant#: P50CA095103.
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Affiliation(s)
- Michael W. Scaeffer
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Amosy E. M'Koma
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Joan C. Smith
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Billy R. Ballard
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Seeley H. Erin
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Mary K. Washington
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Jeremy L. Norris
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Kevin L. Schey
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Richard M. Caprioli
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
| | - Samuel E. Adunyah
- 1Meharry Medical College School of Medicine, Nashville, TN, 2Vanderbilt University Medical School of Medicine, Nashville, TN
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Yang J, Chaurand P, Norris JL, Porter NA, Caprioli RM. Activity-based probes linked with laser-cleavable mass tags for signal amplification in imaging mass spectrometry: analysis of serine hydrolase enzymes in mammalian tissue. Anal Chem 2012; 84:3689-95. [PMID: 22424244 PMCID: PMC3328658 DOI: 10.1021/ac300203v] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
A novel functional imaging mass spectrometry technology is described that utilizes activity-based probes for imaging enzyme active sites in tissue sections. We demonstrate this technology using an activity-based probe (fluorophosphate) that is specific for serine hydrolases. A dendrimer containing multiple mass tags that is attached to the activity-based probe is used to analyze the binding sites of the probe through release and measurement of the mass tags on laser irradiation. A generation 8 poly(amido amine) dendrimer with 1024 amino groups was labeled with an azide group, and then, more than 900 mass tags were attached in order to achieve signal amplification of nearly 3 orders of magnitude. The experimental protocol first involves binding of the activity-based probe containing an alkyne group to serine hydrolases in the tissue section followed by attachment of the dendrimer labeled with mass tags to the bound probe by Click chemistry. On irradiation of the labeled tissue by the laser beam in a raster pattern, the mass tags are liberated and recorded by the mass analyzer; consequently, the ion image of the mass tag reveals the distribution of serine hydrolases in the tissue. This process was shown using rat brain and mouse embryo sections. Targeted imaging has the advantage of providing high spatial resolution and high sensitivity through the use of signal amplification chemistry with high target specificity through the use of an enzyme activity probe.
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Affiliation(s)
- Junhai Yang
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Pierre Chaurand
- Department of Chemistry, Université de Montréal, Montréal, Canada
| | - Jeremy L. Norris
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Ned A. Porter
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
| | - Richard M. Caprioli
- Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, USA
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Schaffer MW, Smith JC, Seeley EH, Norris JL, Ballard BR, Schey KL, Moses HL, Caprioli RM, Adunyah SE, M'Koma AE. Abstract 2058: Colorectal cancer in the setting of inflammatory bowel disease: role of hemoglobin. Cancer Res 2012. [DOI: 10.1158/1538-7445.am2012-2058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Colorectal carcinoma (CRC) is a serious complication of inflammatory bowel disease (IBD) and accounts for approximately 15% of all IBD-associated deaths. The likelihood of IBD-related carcinoma is greater than that of sporadic CRC. Over one half are diagnosed at stage III or IV. During the last few years we have worked on mining colon mucosal and submucosal layers for discovery of biomarkers that differentiate ulcerative colitis (UC) from Crohn's colitis (CC). Using LC-MS/MS, we examined signals found to be significantly different between CC and UC samples. We found a signal at m/z 5045 which was more intense in UC samples. The MALDI spectrum did not identify an intact protein entity but did identify hemoglobin chains. Macrophages are highly versatile phagocytes active in multiple roles in the immune system and key players in the inflammatory response. The microenvironment of most inflammation is filled with a large population of macrophages. In IBD, studies have found that macrophages can count for more than 50% of the exudative mass. Their presence within the inflammatory microenvironment, in some cases, has been proven to increase transformation, angiogenesis, and immunosuppression. In hemorrhagic situations (as in UC) macrophages engulf erythrocytes and as a result release free heme iron (heFe). Earlier studies observed that heFe has cellular proliferation effects on colon cancer cells. Recently, the potential carcinogenic effects of heFe were documented when it was shown that heFe increases the number of aberrant crypt foci in colon mucosa. In the colon, iron is expected to increase the production of reactive oxygen (O2) species (ROS) from peroxides via the Fenton reaction, which may be the cause of cellular toxicity and even pro-mutagenic lesions. Intracellular reactions with active O2 can result in the initiation and progression of carcinogenesis by induction of gene mutations, chromosomal damage and cytotoxic effects. We hypothesize that elevated expression of mucosal free heFe would be associated with an increased risk of UC-associated CRC. To validate this will require investigating whether hemoglobin could be classified as a proliferative or transforming agent for colon cancer cells by causing reactive oxygen species release. For this purpose, we plan to study the cellular viability of differentiated colon cell line (cancer: CCL 224, CCL 227 and normal: NCM 356 and NCM 460) after administration of hemoglobin at different concentrations. ROS production will be investigated in each step. Additionally, we intend to examine the potential cytotoxicity of hemoglobin. Supported: MMC-VICC Cancer Partnership Grant # 3U54CA091408-09S 1 (SEA & HLM); MeTRC grant # 5U54RR026140-03 (SEA), and Vanderbilt SPORE in GI Cancer Grant # P50CA095103
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 103rd Annual Meeting of the American Association for Cancer Research; 2012 Mar 31-Apr 4; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2012;72(8 Suppl):Abstract nr 2058. doi:1538-7445.AM2012-2058
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Affiliation(s)
| | | | - Erin H. Seeley
- 2Vanderbilt University School of Medicine, Nashville, TN
| | | | | | - Kevin L. Schey
- 2Vanderbilt University School of Medicine, Nashville, TN
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Kellie JF, Catherman AD, Durbin KR, Tran JC, Tipton JD, Norris JL, Witkowski CE, Thomas PM, Kelleher NL. Robust analysis of the yeast proteome under 50 kDa by molecular-mass-based fractionation and top-down mass spectrometry. Anal Chem 2011; 84:209-15. [PMID: 22103811 DOI: 10.1021/ac202384v] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
As the process of top-down mass spectrometry continues to mature, we benchmark the next installment of an improving methodology that incorporates a tube-gel electrophoresis (TGE) device to separate intact proteins by molecular mass. Top-down proteomics is accomplished in a robust fashion to yield the identification of hundreds of unique proteins, many of which correspond to multiple protein forms. The TGE platform separates 0-50 kDa proteins extracted from the yeast proteome into 12 fractions prior to automated nanocapillary LC-MS/MS in technical triplicate. The process may be completed in less than 72 h. From this study, 530 unique proteins and 1103 distinct protein species were identified and characterized, thus representing the highest coverage to date of the Saccharomyces cerevisiae proteome using top-down proteomics. The work signifies a significant step in the maturation of proteomics based on direct measurement and fragmentation of intact proteins.
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Affiliation(s)
- John F Kellie
- Department of Chemistry, Proteomics Center of Excellence and Chemistry of Life Processes Institute, Northwestern University, 2145 North Sheridan Road, Evanston, Illinois 60208, USA
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Walworth MJ, ElNaggar MS, Stankovich JJ, Witkowski C, Norris JL, Van Berkel GJ. Direct sampling and analysis from solid-phase extraction cards using an automated liquid extraction surface analysis nanoelectrospray mass spectrometry system. Rapid Commun Mass Spectrom 2011; 25:2389-2396. [PMID: 21793068 DOI: 10.1002/rcm.5132] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Direct liquid extraction based surface sampling, a technique previously demonstrated with continuous flow and autonomous pipette liquid microjunction surface sampling probes, has recently been implemented as a liquid extraction surface analysis (LESA) mode on a commercially available chip-based infusion nanoelectrospray ionization (nanoESI) system. In the present paper, the LESA mode was applied to the analysis of 96-well format custom-made solid-phase extraction (SPE) cards, with each well consisting of either a 1 or a 2 mm diameter monolithic hydrophobic stationary phase. These substrate wells were conditioned, loaded with either single or multi-component aqueous mixtures, and read out using the commercial nanoESI system coupled to a hybrid triple quadrupole/linear ion trap mass spectrometer or a linear ion trap mass spectrometer. The extraction conditions, including extraction/nanoESI solvent composition, volume, and dwell times, were optimized in the analysis of targeted compounds. Limit of detection and quantitation as well as analysis reproducibility figures of merit were measured. Calibration data was obtained for propranolol using a deuterated internal standard which demonstrated linearity and reproducibility. A 10× increase in signal and cleanup of micromolar angiotensin II from a concentrated salt solution was demonstrated. In addition, a multicomponent herbicide mixture at ppb concentration levels was analyzed using MS(3) spectra for compound identification in the presence of isobaric interferences.
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Razis E, Selviaridis P, Labropoulos S, Norris JL, Zhu MJ, Song DD, Kalebic T, Torrens M, Kalogera-Fountzila A, Karkavelas G, Karanastasi S, Fletcher JA, Fountzilas G. Phase II study of neoadjuvant imatinib in glioblastoma: evaluation of clinical and molecular effects of the treatment. Clin Cancer Res 2009; 15:6258-66. [PMID: 19789313 DOI: 10.1158/1078-0432.ccr-08-1867] [Citation(s) in RCA: 78] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
PURPOSE Phase I-II studies indicate that imatinib is active in glioblastoma multiforme. To better understand the molecular and clinical effects of imatinib in glioblastoma multiforme, we conducted a neoadjuvant study of imatinib with pretreatment and posttreatment biopsies. EXPERIMENTAL DESIGN Patients underwent a computerized tomography-guided biopsy of their brain tumors. If diagnosed with glioblastoma multiforme, they were immediately treated with 7 days of imatinib 400 mg orally twice daily followed by either definitive surgery or re-biopsy. Pretreatment and posttreatment tissue specimens were tested by immunohistochemistry for Ki67 and microvessel destiny, and posttreatment specimens were analyzed for the presence of intact imatinib in tissue. Furthermore, pretreatment and posttreatment pairs were analyzed by Western blotting for activation of platelet-derived growth factor receptor, epidermal growth factor receptor (EGFR), phosphoinositide 3-kinase/AKT, and mitogen-activated protein kinase signaling pathways. Pharmacokinetic studies were also done. RESULTS Twenty patients were enrolled. Median survival was 6.2 months. Intact imatinib was detected in the posttreatment tissue specimens using mass spectrometry. There was no evidence of a drug effect on proliferation, as evidenced by a change in Ki67 expression. Biochemical evidence of response, as shown by decreased activation of AKT and mitogen-activated protein kinase or increased p27 level, was detected in 4 of 11 patients with evaluable, matched pre- and post-imatinib biopsies. Two patients showed high-level EGFR activation and homozygous EGFR mutations, whereas one patient had high-level platelet-derived growth factor receptor-B activation. CONCLUSIONS Intact imatinib was detected in glioblastoma multiforme tissue. However, the histologic and immunoblotting evaluations suggest that glioblastoma multiforme proliferation and survival mechanisms are not substantially reduced by imatinib therapy in most patients.
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Affiliation(s)
- Evangelia Razis
- 1st Department of Medical Oncology, Hygeia Hospital, Athens, Greece.
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Harkins, Katz BB, Pastor SJ, Osucha P, Hafeman DG, Witkowski CE, Norris JL. Parallel Electrophoretic Depletion, Fractionation, Concentration, and Desalting of 96 Complex Biological Samples for Mass Spectrometry. Anal Chem 2008; 80:2734-43. [DOI: 10.1021/ac702214n] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Harkins
- Protein Discovery, Incorporated, 418 South Gay Street, Suite 203, Knoxville, Tennessee 37902
| | - Benjamin B. Katz
- Protein Discovery, Incorporated, 418 South Gay Street, Suite 203, Knoxville, Tennessee 37902
| | - Salvador J. Pastor
- Protein Discovery, Incorporated, 418 South Gay Street, Suite 203, Knoxville, Tennessee 37902
| | - Peter Osucha
- Protein Discovery, Incorporated, 418 South Gay Street, Suite 203, Knoxville, Tennessee 37902
| | - Dean G. Hafeman
- Protein Discovery, Incorporated, 418 South Gay Street, Suite 203, Knoxville, Tennessee 37902
| | - Charles E. Witkowski
- Protein Discovery, Incorporated, 418 South Gay Street, Suite 203, Knoxville, Tennessee 37902
| | - Jeremy L. Norris
- Protein Discovery, Incorporated, 418 South Gay Street, Suite 203, Knoxville, Tennessee 37902
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Abstract
An optimization and comparison of trypsin digestion strategies for peptide/protein identifications by microLC-MS/MS with or without MS compatible detergents in mixed organic-aqueous and aqueous systems was carried out in this study. We determine that adding MS-compatible detergents to proteolytic digestion protocols dramatically increases peptide and protein identifications in complex protein mixtures by shotgun proteomics. Protein solubilization and proteolytic efficiency are increased by including MS-compatible detergents in trypsin digestion buffers. A modified trypsin digestion protocol incorporating the MS compatible detergents consistently identifies over 300 proteins from 5 microg of pancreatic cell lysates and generates a greater number of peptide identifications than trypsin digestion with urea when using LC-MS/MS. Furthermore, over 700 proteins were identified by merging protein identifications from trypsin digestion with three different MS-compatible detergents. We also observe that the use of mixed aqueous and organic solvent systems can influence protein identifications in combinations with different MS-compatible detergents. Peptide mixtures generated from different MS-compatible detergents and buffer combinations show a significant difference in hydrophobicity. Our results show that protein digestion schemes incorporating MS-compatible detergents generate quantitative as well as qualitative changes in observed peptide identifications, which lead to increased protein identifications overall and potentially increased identification of low-abundance proteins.
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Affiliation(s)
- Emily I. Chen
- Department of Cell Biology, 10550 North Torrey Pines Road, SR11, The Scripps Research Institute, La Jolla, CA 92037
| | - Daniel Cociorva
- Department of Cell Biology, 10550 North Torrey Pines Road, SR11, The Scripps Research Institute, La Jolla, CA 92037
| | | | - John R. Yates
- Department of Cell Biology, 10550 North Torrey Pines Road, SR11, The Scripps Research Institute, La Jolla, CA 92037
- Correspondence: John R. III Yates, , Phone: (858) 784-8862, Fax (858) 784-8883, The Scripps Research Institute, 10550 North Torrey Pines Road, SR 11, La Jolla, CA92037
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Abstract
This study reports the synthesis of the first functional cleavable detergent designed specifically for applications in mass spectrometry. Upon cleavage, two inert compounds and the MALDI matrix are formed, eliminating sources of potential interference originating from traditional cleavable detergents. Analysis of peptides demonstrates that MALDI matrix generated in situ results in MALDI spectra equivalent to those prepared using established protocols. Analysis of the membrane protein diacylglycerol kinase was accomplished using the combination detergent/MALDI matrix. Applications of the functional cleavable detergents to the profiling of whole cell lysates results in increased signal-to-noise ratios of many ions and the detection of additional proteins previously not observed.
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Affiliation(s)
- Jeremy L Norris
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37232-8575, USA
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Norris JL, Cornett DS, Mobley JA, Andersson M, Seeley EH, Chaurand P, Caprioli RM. Processing MALDI Mass Spectra to Improve Mass Spectral Direct Tissue Analysis. Int J Mass Spectrom 2007; 260:212-221. [PMID: 17541451 PMCID: PMC1885223 DOI: 10.1016/j.ijms.2006.10.005] [Citation(s) in RCA: 117] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Profiling and imaging biological specimens using MALDI mass spectrometry has significant potential to contribute to our understanding and diagnosis of disease. The technique is efficient and high-throughput providing a wealth of data about the biological state of the sample from a very simple and direct experiment. However, in order for these techniques to be put to use for clinical purposes, the approaches used to process and analyze the data must improve. This study examines some of the existing tools to baseline subtract, normalize, align, and remove spectral noise for MALDI data, comparing the advantages of each. A preferred workflow is presented that can be easily implemented for data in ASCII format. The advantages of using such an approach are discussed for both molecular profiling and imaging mass spectrometry.
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Affiliation(s)
- Jeremy L Norris
- Protein Discovery, Inc., 418 S. Gay Street-Suite 203, Knoxville, TN 37902, United States
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Chaurand P, Norris JL, Cornett DS, Mobley JA, Caprioli RM. New developments in profiling and imaging of proteins from tissue sections by MALDI mass spectrometry. J Proteome Res 2007; 5:2889-900. [PMID: 17081040 DOI: 10.1021/pr060346u] [Citation(s) in RCA: 227] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Molecular imaging of tissue by MALDI mass spectrometry is a powerful tool for visualizing the spatial distribution of constituent analytes with high molecular specificity. Although the technique is relatively young, it has already contributed to the understanding of many diverse areas of human health. In recent years, a great many advances in the practice of imaging mass spectrometry have taken place, making the technique more sensitive, robust, and ultimately useful. The purpose of this review is to highlight some of the more recent technological advances that have improved the efficiency of imaging mass spectrometry for clinical applications. Advances in the way MALDI mass spectrometry is integrated with histology, improved methods for automation, and better tools for data analysis are outlined in this review. Refined top-down strategies for the identification and validation of candidate biomarkers found in tissue sections are discussed. A clinical example highlighting the application of these methods to a cohort of clinical samples is described.
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Affiliation(s)
- Pierre Chaurand
- Mass Spectrometry Research Center and Department of Biochemistry, Vanderbilt University Medical Center, Nashville Tennessee 37232-8575, USA
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M'Koma AE, Blum DL, Norris JL, Koyama T, Billheimer D, Motley S, Ghiassi M, Ferdowsi N, Bhowmick I, Chang SS, Fowke JH, Caprioli RM, Bhowmick NA. Detection of pre-neoplastic and neoplastic prostate disease by MALDI profiling of urine. Biochem Biophys Res Commun 2006; 353:829-34. [PMID: 17194448 PMCID: PMC2562600 DOI: 10.1016/j.bbrc.2006.12.111] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2006] [Accepted: 12/15/2006] [Indexed: 02/08/2023]
Abstract
The heterogeneous progression to the development of prostate cancer (PCa) has precluded effective early detection screens. Existing prostate cancer screening paradigms have relatively poor specificity for cancer relative to other prostate diseases, commonly benign prostatic hyperplasia (BPH). A method for discrimination of BPH, HGPIN, and PCa urine proteome was developed through testing 407 patient samples using matrix assisted laser desorption-mass spectrometry time of flight (MALDI-TOF). Urine samples were adsorbed to reverse phase resin, washed, and the eluant spotted directly for MALDI-TOF analysis of peptides. The processing resolved over 130 verifiable signals of a mass range of 1000-5000 m/z to suggest 71.2% specificity and 67.4% sensitivity in discriminating PCa vs. BPH. Comparing BPH and HGPIN resulted in 73.6% specificity and 69.2% sensitivity. Comparing PCa and HGPIN resulted in 80.8% specificity and 81.0% sensitivity. The high throughput, low-cost assay method developed is amenable for large patient numbers required for supporting biomarker identification.
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Affiliation(s)
- Amosy E M'Koma
- Department of Urologic Surgery, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center Nashville, TN 37232, USA
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Meistermann H, Norris JL, Aerni HR, Cornett DS, Friedlein A, Erskine AR, Augustin A, De Vera Mudry MC, Ruepp S, Suter L, Langen H, Caprioli RM, Ducret A. Biomarker discovery by imaging mass spectrometry: transthyretin is a biomarker for gentamicin-induced nephrotoxicity in rat. Mol Cell Proteomics 2006; 5:1876-86. [PMID: 16705188 DOI: 10.1074/mcp.m500399-mcp200] [Citation(s) in RCA: 117] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Adverse drug effects are often associated with pathological changes in tissue. An accurate depiction of the undesired affected area, possibly supported by mechanistic data, is important to classify the effects with regard to relevance for human patients. MALDI imaging MS represents a new analytical tool to directly provide the spatial distribution and the relative abundance of proteins in tissue. Here we evaluate this technique to investigate potential toxicity biomarkers in kidneys of rats that were administered gentamicin, a well known nephrotoxicant. Differential analysis of the mass spectrum profiles revealed a spectral feature at 12,959 Da that strongly correlates with histopathology alterations of the kidney. We unambiguously identified this spectral feature as transthyretin (Ser(28)-Gln(146)) using an innovative combination of tissue microextraction and fractionation by reverse-phase liquid chromatography followed by a top-down tandem mass spectrometric approach. Our findings clearly demonstrate the emerging role of imaging MS in the discovery of toxicity biomarkers and in obtaining mechanistic insights concerning toxicity mechanisms.
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Affiliation(s)
- Hélène Meistermann
- Pharmaceuticals Division, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, CH-4070 Basel, Switzerland
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Luka Z, Ham AJL, Norris JL, Yeo EJ, Yermalitsky V, Glenn B, Caprioli RM, Liebler DC, Wagner C. Identification of phosphorylation sites in glycine N-methyltransferase from rat liver. Protein Sci 2006; 15:785-94. [PMID: 16522797 PMCID: PMC2242492 DOI: 10.1110/ps.051906706] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Previous studies have shown that rat glycine N-methyltransferase (GNMT) is phosphorylated in vivo, and could be phosphorylated in vitro on serine residues with a significant increase of enzyme activity, but no phosphorylation sites were identified. In this work the identification of the specific phosphorylation sites of rat GNMT is reported. Three different preparations of rat GNMT were analyzed: (1) purified from liver by standard methods of protein purification, (2) prepared from isolated hepatocytes and from liver tissue by immunoprecipitation, and (3) recombinant protein expressed in Escherichia coli. We measured the molecular weights of protein isoforms using electrospray mass spectrometry and used liquid chromatography-tandem mass spectrometry (LC-MS/MS) of peptides resulting from tryptic and chymotryptic digests. We also performed chemical analysis of phosphoamino acids and protein sequencing. In all samples, the phosphorylated serine residues 71, 182, and 241 were found. In GNMT prepared from liver tissue and hepatocytes an S9 additional residue was found to be phosphorylated. In hepatocytes and in recombinant GNMT S139 was detected. Serine 9 was also identified as a target for cAMP-dependent protein kinase in vitro. The positions of these phosphorylated residues in the tertiary structure of GNMT indicate their possible effect on enzyme conformation and activity.
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Affiliation(s)
- Zigmund Luka
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, USA
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Norris JL, Hangauer MJ, Porter NA, Caprioli RM. Nonacid cleavable detergents applied to MALDI mass spectrometry profiling of whole cells. J Mass Spectrom 2005; 40:1319-26. [PMID: 16220468 DOI: 10.1002/jms.914] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Although cleavable detergents were first synthesized a number of years ago, they have only recently been successfully applied to problems involving biological molecules. Recent reports have demonstrated that these compounds are useful for applications involving both 2D PAGE and mass spectrometry. However, most cleavable surfactants have utilized acid-labile functional groups to affect cleavage. In applications where extreme pH is required, acid cleavable detergents have limited usefulness. We report the synthesis of fluoride cleavable silane compounds and photolabile cinnamate esters as cleavable detergents having alternative cleavage chemistries than previously reported cleavable detergents. These compounds were applied to whole cell analysis using MALDI mass spectrometry, and it was demonstrated that their use results in an increase in the number of proteins analyzed by increasing protein solubility.
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Affiliation(s)
- Jeremy L Norris
- Department of Chemistry, Vanderbilt University, Nashville, TN 37232-8575, USA
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49
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Abstract
Detergents have been used to enhance the solubility of hydrophobic biomolecules for decades. Despite the widespread use of detergents in biochemistry, the presence of these molecules often complicates further analysis by mass spectrometry. This study presents a solution to this problem by outlining a method utilizing a novel cleavable detergent, 3-[3-(1,1-bisalkyloxyethyl)pyridin-1-yl]propane-1-sulfonate (PPS). This detergent can be used to extract protein contained within the interior of the cell by disrupting cell membranes. Once the proteins are free from the cell, PPS also assists in protein solubilization by shielding the hydrophobic regions of the newly extracted protein from unfavorable interactions with water. The added advantage of PPS over conventional detergents such as sodium dodecyl sulfate or n-octylglucoside is that the detergent properties that interfere with MALDI mass spectrometry can be eliminated prior to analysis. PPS was found to improve sensitivity in MALDI analyses of both soluble proteins and membrane proteins without degrading spectral quality. The virtues of this strategy were applied to whole cell extracts. Analysis of these extracts resulted in an overall increase in both the number of peaks observed and overall signal intensity.
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Affiliation(s)
- Jeremy L Norris
- Mass Spectrometry Research Center, Department of Chemistry, Vanderbilt University, 465 21st Avenue South, Medical Research Building 3, Room 9160, Nashville, Tennessee 37232-8575, USA
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50
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Abstract
Strategies are reported that combine in one step a predictable chemical-based protein digestion with mass spectrometry. Lysine residue amino groups in peptides and proteins are modified by reaction with a peroxycarbonate derived from p-nitrophenol, and tert-butyl hydroperoxide. The peroxycarbonate reacts with lysine residues in peptides and proteins, and the resulting lysine peroxycarbamates undergo homolytic fragmentation under conditions of low-energy collision-induced dissociation (CID). Observed fragmentation of the peptides involves apparent free radical processes including Hofmann-Löffler-type rearrangements that lead to peptide chain fragmentation. Strategies for directed cleavage of peptides by free radical promoted processes are feasible, and such strategies may well simplify schemes for protein analysis.
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Affiliation(s)
- Douglas S Masterson
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee 37235, USA
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