1
|
Darville LNF, Lockhart JH, Putty Reddy S, Fang B, Izumi V, Boyle TA, Haura EB, Flores ER, Koomen JM. A Fast-Tracking Sample Preparation Protocol for Proteomics of Formalin-Fixed Paraffin-Embedded Tumor Tissues. Methods Mol Biol 2024; 2823:193-223. [PMID: 39052222 PMCID: PMC11648944 DOI: 10.1007/978-1-0716-3922-1_13] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/27/2024]
Abstract
Archived tumor specimens are routinely preserved by formalin fixation and paraffin embedding. Despite the conventional wisdom that proteomics might be ineffective due to the cross-linking and pre-analytical variables, these samples have utility for both discovery and targeted proteomics. Building on this capability, proteomics approaches can be used to maximize our understanding of cancer biology and clinical relevance by studying preserved tumor tissues annotated with the patients' medical histories. Proteomics of formalin-fixed paraffin-embedded (FFPE) tissues also integrates with histological evaluation and molecular pathology strategies, so that additional collection of research biopsies or resected tumor aliquots is not needed. The acquisition of data from the same tumor sample also overcomes concerns about biological variation between samples due to intratumoral heterogeneity. However, the protein extraction and proteomics sample preparation from FFPE samples can be onerous, particularly for small (i.e., limited or precious) samples. Therefore, we provide a protocol for a recently introduced kit-based EasyPep method with benchmarking against a modified version of the well-established filter-aided sample preparation strategy using laser-capture microdissected lung adenocarcinoma tissues from a genetically engineered mouse model. This model system allows control over the tumor preparation and pre-analytical variables while also supporting the development of methods for spatial proteomics to examine intratumoral heterogeneity. Data are posted in ProteomeXchange (PXD045879).
Collapse
Affiliation(s)
| | | | | | - Bin Fang
- H. Lee Moffitt Cancer Center, Tampa, FL, USA
| | | | | | | | | | - John M Koomen
- H. Lee Moffitt Cancer Center, Tampa, FL, USA.
- Molecular Oncology/Pathology, Moffitt Cancer Center, Tampa, FL, USA.
| |
Collapse
|
2
|
Chen H, Zhang Y, Zhou H, Chen W, Peng J, Feng Y, Fan L, Li J, Zi J, Ren Y, Li Q, Liu S. Routine Workflow of Spatial Proteomics on Micro-formalin-Fixed Paraffin-Embedded Tissues. Anal Chem 2023; 95:16733-16743. [PMID: 37922386 DOI: 10.1021/acs.analchem.3c03848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2023]
Abstract
In the era of single-cell biology, spatial proteomics has emerged as an important frontier. However, it still faces several challenges in technology. Formalin-fixed paraffin-embedded (FFPE) tissues are an important material in spatial proteomics, in which fixed tissues are excised using laser capture microdissection (LCM), followed by protein identification with mass spectrometry. For a satisfied spatial proteomics upon FFPE tissues, the excision area is expected to be as small as possible, and the identified proteins are countered upon as much as possible. For a general laboratory for spatial proteomics, a routine workflow is required, not relying on any special device, and is easily operating. In view of these challenges in technology, we initiated a technology evaluation throughout the entire procedure of proteomic analysis with micro-FFPE tissues. In contrast to the protocols reported previously, several innovations in technology were proposed and conducted, such as removal of destaining, decross-linking with "hang-down", solution simplification for peptide generation and balancing to excision area, and capture rate of micro-FFPE tissues. After optimization of all the necessary steps, a routine workflow was established, in which the minimized area for protein identification was 0.002 mm2, while the excision area for a consistent proteomic analysis was 0.05 mm2. Using the developed workflow and collecting the micro-FFPE tissues continuously, for the first time, a spatial proteomic atlas of mouse brain was preliminarily constructed, which exhibited the typical characteristics of spatial-dependent protein abundance and functional enrichment.
Collapse
Affiliation(s)
- Hao Chen
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Yuefei Zhang
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Haichao Zhou
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Weiran Chen
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
- College of Pharmaceutical Science, Zhejiang University of Technology, Gongda Road 1, Huzhou 313200, China
| | - Jiayi Peng
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Yang Feng
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Linyuan Fan
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Jun Li
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
- College of Pharmaceutical Science, Zhejiang University of Technology, Gongda Road 1, Huzhou 313200, China
| | - Jin Zi
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
| | - Yan Ren
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
- Shanghai University of Traditional Chinese Medicine, Shanghai 200120, China
| | - Qidan Li
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
| | - Siqi Liu
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI-Shenzhen, Shenzhen, Guangdong 518083, China
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| |
Collapse
|
3
|
Kim A, Martinez-Valbuena I, Li J, Lang AE, Kovacs GG. Disease-Specific α-Synuclein Seeding in Lewy Body Disease and Multiple System Atrophy Are Preserved in Formaldehyde-Fixed Paraffin-Embedded Human Brain. Biomolecules 2023; 13:936. [PMID: 37371515 DOI: 10.3390/biom13060936] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 05/30/2023] [Accepted: 05/31/2023] [Indexed: 06/29/2023] Open
Abstract
Recent studies have been able to detect α-synuclein (αSyn) seeding in formaldehyde-fixed paraffin-embedded (FFPE) tissues from patients with synucleinopathies using seed amplification assays (SAAs), but with relatively low sensitivity due to limited protein extraction efficiency. With the aim of introducing an alternative option to frozen tissues, we developed a streamlined protein extraction protocol for evaluating disease-specific seeding in FFPE human brain. We evaluated the protein extraction efficiency of different tissue preparations, deparaffinizations, and protein extraction buffers using formaldehyde-fixed and FFPE tissue of a single Lewy body disease (LBD) subject. Alternatively, we incorporated heat-induced antigen retrieval and dissociation using a commercially available kit. Our novel protein extraction protocol has been optimized to work with 10 sections of 4.5-µm-thickness or 2-mm-diameter micro-punch of FFPE tissue that can be used to seed SAAs. We demonstrated that extracted proteins from FFPE still preserve seeding potential and further show disease-specific seeding in LBD and multiple system atrophy. To the best of our knowledge, our study is the first to recapitulate disease-specific αSyn seeding behaviour in FFPE human brain. Our findings open new perspectives in re-evaluating archived human brain tissue, extending the disease-specific seeding assays to larger cohorts to facilitate molecular subtyping of synucleinopathies.
Collapse
Affiliation(s)
- Ain Kim
- Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, ON M5T 0S8, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Ivan Martinez-Valbuena
- Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, ON M5T 0S8, Canada
- Krembil Brain Institute, University Health Network, Toronto, ON M5T 0S8, Canada
| | - Jun Li
- Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, ON M5T 0S8, Canada
| | - Anthony E Lang
- Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, ON M5T 0S8, Canada
- Krembil Brain Institute, University Health Network, Toronto, ON M5T 0S8, Canada
- Edmond J. Safra Program in Parkinson's Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, Toronto, ON M5T 2S6, Canada
| | - Gabor G Kovacs
- Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, ON M5T 0S8, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
- Krembil Brain Institute, University Health Network, Toronto, ON M5T 0S8, Canada
- Edmond J. Safra Program in Parkinson's Disease and the Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, Toronto, ON M5T 2S6, Canada
- Laboratory Medicine Program, University Health Network, Toronto, ON M5G 2C4, Canada
| |
Collapse
|
4
|
Obi EN, Tellock DA, Thomas GJ, Veenstra TD. Biomarker Analysis of Formalin-Fixed Paraffin-Embedded Clinical Tissues Using Proteomics. Biomolecules 2023; 13:biom13010096. [PMID: 36671481 PMCID: PMC9855471 DOI: 10.3390/biom13010096] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 12/20/2022] [Accepted: 12/21/2022] [Indexed: 01/06/2023] Open
Abstract
The relatively recent developments in mass spectrometry (MS) have provided novel opportunities for this technology to impact modern medicine. One of those opportunities is in biomarker discovery and diagnostics. Key developments in sample preparation have enabled a greater range of clinical samples to be characterized at a deeper level using MS. While most of these developments have focused on blood, tissues have also been an important resource. Fresh tissues, however, are difficult to obtain for research purposes and require significant resources for long-term storage. There are millions of archived formalin-fixed paraffin-embedded (FFPE) tissues within pathology departments worldwide representing every possible tissue type including tumors that are rare or very small. Owing to the chemical technique used to preserve FFPE tissues, they were considered intractable to many newer proteomics techniques and primarily only useful for immunohistochemistry. In the past couple of decades, however, researchers have been able to develop methods to extract proteins from FFPE tissues in a form making them analyzable using state-of-the-art technologies such as MS and protein arrays. This review will discuss the history of these developments and provide examples of how they are currently being used to identify biomarkers and diagnose diseases such as cancer.
Collapse
|
5
|
Dowling P. DIGE Saturation Labeling for Scarce Amounts of Protein from Formalin-Fixed Paraffin-Embedded (FFPE) Tissue. Methods Mol Biol 2023; 2596:113-118. [PMID: 36378435 DOI: 10.1007/978-1-0716-2831-7_9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
In this chapter, we describe the utility of fluorescence two-dimensional difference gel electrophoresis (2D-DIGE) as a proteomics platform for the global detection of expressed proteins in formalin-fixed paraffin-embedded (FFPE) tissues and its use for biomarker discovery/identification of proteins that may contribute to cancer development and progression. Formalin fixation and paraffin embedding of tissue is the standard processing methodology practiced in pathology laboratories worldwide, resulting in a highly stable form of tissue that is easily stored due to its inherent stability at room temperature. Consequently, FFPE tissues represent an attractive reservoir of clinical material for conducting retrospective protein biomarker analysis. A limitation for proteomics research in this type of clinical sample is the amount of viable protein that can be obtained from fixed tissues. Tissue biopsies are precious samples that can generally be acquired in very small amounts due to the invasive nature of the sample collection, mainly during surgery or biopsy. Subsequently, the amount of extracted protein can be, in many cases, very limited. The saturation 2D-DIGE technology has emerged as a useful method for protein analysis where only scarce amounts of protein are available. This approach can be adapted successfully to label low-level protein isolated from FFPE tissue.
Collapse
Affiliation(s)
- Paul Dowling
- Department of Biology, Maynooth University, National University of Ireland, Maynooth, Co. Kildare, Ireland.
| |
Collapse
|
6
|
Steiner C, Lescuyer P, Cutler P, Tille JC, Ducret A. Relative Quantification of Proteins in Formalin-Fixed Paraffin-Embedded Breast Cancer Tissue Using Multiplexed Mass Spectrometry Assays. Mol Cell Proteomics 2022; 21:100416. [PMID: 36152753 PMCID: PMC9638817 DOI: 10.1016/j.mcpro.2022.100416] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 09/15/2022] [Accepted: 09/17/2022] [Indexed: 01/18/2023] Open
Abstract
The identification of clinically relevant biomarkers represents an important challenge in oncology. This problem can be addressed with biomarker discovery and verification studies performed directly in tumor samples using formalin-fixed paraffin-embedded (FFPE) tissues. However, reliably measuring proteins in FFPE samples remains challenging. Here, we demonstrate the use of liquid chromatography coupled to multiple reaction monitoring mass spectrometry (LC-MRM/MS) as an effective technique for such applications. An LC-MRM/MS method was developed to simultaneously quantify hundreds of peptides extracted from FFPE samples and was applied to the targeted measurement of 200 proteins in 48 triple-negative, 19 HER2-overexpressing, and 20 luminal A breast tumors. Quantitative information was obtained for 185 proteins, including known markers of breast cancer such as HER2, hormone receptors, Ki-67, or inflammation-related proteins. LC-MRM/MS results for these proteins matched immunohistochemistry or chromogenic in situ hybridization data. In addition, comparison of our results with data from the literature showed that several proteins representing potential biomarkers were identified as differentially expressed in triple-negative breast cancer samples. These results indicate that LC-MRM/MS assays can reliably measure large sets of proteins using the analysis of surrogate peptides extracted from FFPE samples. This approach allows to simultaneously quantify the expression of target proteins from various pathways in tumor samples. LC-MRM/MS is thus a powerful tool for the relative quantification of proteins in FFPE tissues and for biomarker discovery.
Collapse
Affiliation(s)
- Carine Steiner
- Division of Laboratory Medicine, Diagnostic Department, Geneva University Hospitals, Geneva, Switzerland,BiOmics and Pathology, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, Switzerland,For correspondence: Carine Steiner
| | - Pierre Lescuyer
- Division of Laboratory Medicine, Diagnostic Department, Geneva University Hospitals, Geneva, Switzerland,Department of Medical Specialties, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Paul Cutler
- BiOmics and Pathology, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, Switzerland
| | - Jean-Christophe Tille
- Division of Clinical Pathology, Diagnostic Department, Geneva University Hospitals, Geneva, Switzerland
| | - Axel Ducret
- BiOmics and Pathology, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, Switzerland
| |
Collapse
|
7
|
Rossi R, Mereuta OM, Barbachan e Silva M, Molina Gil S, Douglas A, Pandit A, Gilvarry M, McCarthy R, O'Connell S, Tierney C, Psychogios K, Tsivgoulis G, Szikora I, Tatlisumak T, Rentzos A, Thornton J, Ó Broin P, Doyle KM. Potential Biomarkers of Acute Ischemic Stroke Etiology Revealed by Mass Spectrometry-Based Proteomic Characterization of Formalin-Fixed Paraffin-Embedded Blood Clots. Front Neurol 2022; 13:854846. [PMID: 35518205 PMCID: PMC9062453 DOI: 10.3389/fneur.2022.854846] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 03/25/2022] [Indexed: 12/31/2022] Open
Abstract
Background and Aims Besides the crucial role in the treatment of acute ischemic stroke (AIS), mechanical thrombectomy represents a unique opportunity for researchers to study the retrieved clots, with the possibility of unveiling biological patterns linked to stroke pathophysiology and etiology. We aimed to develop a shotgun proteomic approach to study and compare the proteome of formalin-fixed paraffin-embedded (FFPE) cardioembolic and large artery atherosclerotic (LAA) clots. Methods We used 16 cardioembolic and 15 LAA FFPE thrombi from 31 AIS patients. The thrombus proteome was analyzed by label-free quantitative liquid chromatography-tandem mass spectrometry (LC-MS/MS). MaxQuant v1.5.2.8 and Perseus v.1.6.15.0 were used for bioinformatics analysis. Protein classes were identified using the PANTHER database and the STRING database was used to predict protein interactions. Results We identified 1,581 protein groups as part of the AIS thrombus proteome. Fourteen significantly differentially abundant proteins across the two etiologies were identified. Four proteins involved in the ubiquitin-proteasome pathway, blood coagulation or plasminogen activating cascade were identified as significantly abundant in LAA clots. Ten proteins involved in the ubiquitin proteasome-pathway, cytoskeletal remodeling of platelets, platelet adhesion or blood coagulation were identified as significantly abundant in cardioembolic clots. Conclusion Our results outlined a set of 14 proteins for a proof-of-principle characterization of cardioembolic and LAA FFPE clots, advancing the proteome profile of AIS human thrombi and understanding the pathophysiology of ischemic stroke.
Collapse
Affiliation(s)
- Rosanna Rossi
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland
- CÚRAM–SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Oana Madalina Mereuta
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland
- CÚRAM–SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Mariel Barbachan e Silva
- School of Mathematical and Statistical Sciences, National University of Ireland Galway, Galway, Ireland
| | - Sara Molina Gil
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland
- CÚRAM–SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Andrew Douglas
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland
- CÚRAM–SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | - Abhay Pandit
- CÚRAM–SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | | | | | - Shane O'Connell
- School of Mathematical and Statistical Sciences, National University of Ireland Galway, Galway, Ireland
| | - Ciara Tierney
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland
- CÚRAM–SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| | | | - Georgios Tsivgoulis
- Second Department of Neurology, National and Kapodistrian University of Athens, “Attikon” University Hospital, Athens, Greece
| | - István Szikora
- Department of Neurointerventions, National Institute of Clinical Neurosciences, Budapest, Hungary
| | - Turgut Tatlisumak
- Department of Neurology, Sahlgrenska University Hospital, Gothenburg, Sweden
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden
| | - Alexandros Rentzos
- Department of Interventional and Diagnostic Neuroradiology, Sahlgrenska University Hospital, University of Gothenburg, Gothenburg, Sweden
| | - John Thornton
- Department of Radiology, Royal College of Surgeons in Ireland, Beaumont Hospital, Dublin, Ireland
| | - Pilib Ó Broin
- School of Mathematical and Statistical Sciences, National University of Ireland Galway, Galway, Ireland
| | - Karen M. Doyle
- Department of Physiology and Galway Neuroscience Centre, School of Medicine, National University of Ireland, Galway, Ireland
- CÚRAM–SFI Research Centre for Medical Devices, National University of Ireland Galway, Galway, Ireland
| |
Collapse
|
8
|
Yamauchi H, Andou T, Watanabe T, Gotou M, Anayama H. Quantitative protein profiling of phenobarbital-induced drug metabolizing enzymes in rat liver by liquid chromatography mass spectrometry using formalin-fixed paraffin-embedded samples. J Pharmacol Toxicol Methods 2021; 112:107107. [PMID: 34363961 DOI: 10.1016/j.vascn.2021.107107] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 07/21/2021] [Accepted: 08/01/2021] [Indexed: 10/20/2022]
Abstract
Administration of a compound can induce drug-metabolizing enzymes (DMEs) in the liver. DME induction can affect various parameters in toxicology studies. Therefore, evaluation of DME induction is important for interpreting test compound-induced biological responses. Several methods such as measurement of hepatic microsomal DME activity using substrates, electron microscopy, or immunohistochemistry have been used; however, these methods are limited in throughput and specificity or are not quantitative. Liquid chromatography mass spectrometry (LC/MS)-based protein analysis can detect and quantify multiple proteins simultaneously per assay. Studies have shown that formalin-fixed paraffin-embedded (FFPE) samples, which are routinely collected in toxicology studies, can be used for LC/MS-based protein analysis. To validate the utility of LC/MS using FFPE samples for quantitative evaluation of DME induction, we treated rats with a DME inducer, phenobarbital, and compared the protein expression levels of 13 phase-I and 11 phase-II DMEs between FFPE and fresh frozen hepatic samples using LC/MS. A good correlation between data from FFPE and frozen samples was obtained after analysis. In FFPE and frozen samples, the expression of 6 phase-I and 8 phase-II DMEs showed a similar significant increase and a prominent rise in Cyp2b2 and Cyp3a1 levels. In addition, LC/MS data were consistent with the measurement of microsomal DME activities. These results suggest that LC/MS-based protein expression analysis using FFPE samples is as effective as that using frozen samples for detecting DME induction.
Collapse
Affiliation(s)
- Hirofumi Yamauchi
- Drug Safety Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, 26-1 Muraoka-Higashi 2-Chome, Fujisawa, Kanagawa 251-8555, Japan.
| | - Tomohiro Andou
- Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, 26-1 Muraoka-Higashi 2-Chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Takeshi Watanabe
- Drug Safety Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, 26-1 Muraoka-Higashi 2-Chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Masamitsu Gotou
- Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, 26-1 Muraoka-Higashi 2-Chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Hisashi Anayama
- Drug Safety Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, 26-1 Muraoka-Higashi 2-Chome, Fujisawa, Kanagawa 251-8555, Japan
| |
Collapse
|
9
|
García-Vence M, Chantada-Vazquez MDP, Sosa-Fajardo A, Agra R, Barcia de la Iglesia A, Otero-Glez A, García-González M, Cameselle-Teijeiro JM, Nuñez C, Bravo JJ, Bravo SB. Protein Extraction From FFPE Kidney Tissue Samples: A Review of the Literature and Characterization of Techniques. Front Med (Lausanne) 2021; 8:657313. [PMID: 34055835 PMCID: PMC8158658 DOI: 10.3389/fmed.2021.657313] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Accepted: 04/01/2021] [Indexed: 12/15/2022] Open
Abstract
Most tissue biopsies from patients in hospital environments are formalin-fixed and paraffin-embedded (FFPE) for long-term storage. This fixation process produces a modification in the proteins called “crosslinks”, which improves protein stability necessary for their conservation. Currently, these samples are mainly used in clinical practice for performing immunohistochemical analysis, since these modifications do not suppose a drawback for this technique; however, crosslinks difficult the protein extraction process. Accordingly, these modifications make the development of a good protein extraction protocol necessary. Due to the specific characteristics of each tissue, the same extraction buffers or deparaffinization protocols are not equally effective in all cases. Therefore, it is necessary to obtain a specific protocol for each tissue. The present work aims to establish a deparaffinization and protein extraction protocol from FFPE kidney samples to obtain protein enough of high quality for the subsequent proteomic analysis. Different deparaffination, protocols and protein extraction buffers will be tested in FFPE kidney samples. The optimized conditions will be applied in the identification by LC-MS/MS analysis of proteins extracted from 5, 10, and 15 glomeruli obtained through the microdissection of FFPE renal samples.
Collapse
Affiliation(s)
- Maria García-Vence
- Proteomic Unit, Health Research Institute of Santiago de Compostela (IDIS), University Clinical Hospital of Santiago de Compostela (CHUS), Santiago de Compostela, Spain
| | - Maria Del Pilar Chantada-Vazquez
- Proteomic Unit, Health Research Institute of Santiago de Compostela (IDIS), University Clinical Hospital of Santiago de Compostela (CHUS), Santiago de Compostela, Spain.,Research Unit, Lucus Augusti University Hospital (HULA), Servizo Galego de Saúde (SERGAS), Lugo, Spain
| | - Ana Sosa-Fajardo
- Research Group of Industrial Microbiology and Food Biotechnology (IMDO), Vrije Universiteit, Brussels, Belgium
| | - Rebeca Agra
- Proteomic Unit, Health Research Institute of Santiago de Compostela (IDIS), University Clinical Hospital of Santiago de Compostela (CHUS), Santiago de Compostela, Spain
| | - Ana Barcia de la Iglesia
- Nephrology Laboratory, Health Research Institute of Santiago de Compostela (IDIS), University Clinical Hospital of Santiago de Compostela (CHUS), Santiago de Compostela, Spain
| | - Alfonso Otero-Glez
- Nephrology Service, University Clinical Hospital of Ourense (CHOU), Orense, Spain
| | - Miguel García-González
- Nephrology Laboratory, Health Research Institute of Santiago de Compostela (IDIS), University Clinical Hospital of Santiago de Compostela (CHUS), Santiago de Compostela, Spain
| | - José M Cameselle-Teijeiro
- Department of Pathology, Health Research Institute of Santiago de Compostela (IDIS), University Clinical Hospital of Santiago de Compostela (CHUS), Santiago de Compostela, Santiago, Spain
| | - Cristina Nuñez
- Research Unit, Lucus Augusti University Hospital (HULA), Servizo Galego de Saúde (SERGAS), Lugo, Spain
| | - Juan J Bravo
- Nephrology Service, University Clinical Hospital of Vigo (Alvaro Cunqueiro-CHUVI), Vigo, Spain
| | - Susana B Bravo
- Proteomic Unit, Health Research Institute of Santiago de Compostela (IDIS), University Clinical Hospital of Santiago de Compostela (CHUS), Santiago de Compostela, Spain
| |
Collapse
|
10
|
Shidham VB. Cell-blocks and other ancillary studies (including molecular genetic tests and proteomics). Cytojournal 2021; 18:4. [PMID: 33880127 PMCID: PMC8053490 DOI: 10.25259/cytojournal_3_2021] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Accepted: 01/18/2021] [Indexed: 01/28/2023] Open
Abstract
Many types of elective ancillary tests may be required to support the cytopathologic interpretations. Most of these tests can be performed on cell-blocks of different cytology specimens. The cell-block sections can be used for almost any special stains including various histochemistry stains and for special stains for different microorganisms including fungi, Pneumocystis jirovecii (carinii), and various organisms including acid-fast organisms similar to the surgical biopsy specimens. Similarly, in addition to immunochemistry, different molecular tests can be performed on cell-blocks. Molecular tests broadly can be divided into two main types Molecular genetic tests and Proteomics.
Collapse
Affiliation(s)
- Vinod B Shidham
- Department of Pathology, Wayne State University School of Medicine, Karmanos Cancer Center, and Detroit Medical Center, Detroit, Michigan, United States
| |
Collapse
|
11
|
Ramberg H, Richardsen E, de Souza GA, Rakaee M, Stensland ME, Braadland PR, Nygård S, Ögren O, Guldvik IJ, Berge V, Svindland A, Taskén KA, Andersen S. Proteomic analyses identify major vault protein as a prognostic biomarker for fatal prostate cancer. Carcinogenesis 2021; 42:685-693. [PMID: 33609362 PMCID: PMC8163044 DOI: 10.1093/carcin/bgab015] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 01/25/2021] [Accepted: 02/17/2021] [Indexed: 12/13/2022] Open
Abstract
The demographic shift toward an older population will increase the number of prostate cancer cases. A challenge in the treatment of prostate cancer is to avoid undertreatment of patients at high risk of progression following curative treatment. These men can benefit from early salvage treatment. An explorative cohort consisting of tissue from 16 patients who underwent radical prostatectomy, and were either alive or had died from prostate cancer within 10 years postsurgery, was analyzed by mass spectrometry analysis. Following proteomic and bioinformatic analyses, major vault protein (MVP) was identified as a putative prognostic biomarker. A publicly available tissue proteomics dataset and a retrospective cohort of 368 prostate cancer patients were used for validation. The prognostic value of the MVP was verified by scoring immunohistochemical staining of a tissue microarray. High level of MVP was associated with more than 4-fold higher risk for death from prostate cancer (hazard ratio = 4.41, 95% confidence interval: 1.45–13.38; P = 0.009) in a Cox proportional hazard models, adjusted for Cancer of the Prostate Risk Assessments Post-surgical (CAPRA-S) score and perineural invasion. Decision curve analyses suggested an improved standardized net benefit, ranging from 0.06 to 0.18, of adding MVP onto CAPRA-S score. This observation was confirmed by receiver operator characteristics curve analyses for the CAPRA-S score versus CAPRA-S and MVP score (area under the curve: 0.58 versus 0.73). From these analyses, one can infer that MVP levels in combination with CAPRA-S score might add onto established risk parameters to identify patients with lethal prostate cancer.
Collapse
Affiliation(s)
- Håkon Ramberg
- Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Elin Richardsen
- Department of Medical Biology, The Arctic University of Norway, Tromsø, Norway.,Department of Clinical Pathology, University Hospital of North Norway, Tromsø, Norway
| | - Gustavo A de Souza
- Department of Immunology and Transfusion Medicine, Oslo University Hospital, Oslo, Norway.,Department of Immunology, Proteomics Core Facility, Oslo University Hospital, Oslo, Norway
| | - Mehrdad Rakaee
- Department of Medical Biology, The Arctic University of Norway, Tromsø, Norway.,Department of Clinical Medicine, The Arctic University of Norway, Tromsø, Norway
| | - Maria Ekman Stensland
- Department of Immunology and Transfusion Medicine, Oslo University Hospital, Oslo, Norway.,Department of Immunology, Proteomics Core Facility, Oslo University Hospital, Oslo, Norway
| | - Peder Rustøen Braadland
- Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Ståle Nygård
- Department of Tumorbiology, Bioinformatic Core Facility, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.,Center for Bioinformatics, Department of Informatics, University of Oslo, Oslo, Norway
| | - Olov Ögren
- Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Ingrid J Guldvik
- Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Viktor Berge
- Department of Urology, Oslo University Hospital, Oslo, Norway
| | - Aud Svindland
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Kristin A Taskén
- Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Sigve Andersen
- Department of Clinical Medicine, The Arctic University of Norway, Tromsø, Norway.,Department of Oncology, University Hospital of North Norway, Tromsø, Norway
| |
Collapse
|
12
|
Quantitative Proteomic Analysis Using Formalin-Fixed, Paraffin-Embedded (FFPE) Human Cardiac Tissue. Methods Mol Biol 2021; 2261:525-533. [PMID: 33421012 DOI: 10.1007/978-1-0716-1186-9_33] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Clinical tissue archives represent an invaluable source of biological information. Formalin-fixed, paraffin-embedded (FFPE) tissue can be used for retrospective investigation of biomarkers of diseases and prognosis.Recently, the number of studies using proteome profiling of samples from clinical archives has markedly increased. However, the application of conventional quantitative proteomics technologies remains a challenge mainly due to the harsh fixation process resulting in protein cross-linking and protein degradation. In the present chapter, we demonstrate a protocol for label-free proteomic analysis of FFPE tissue prepared from human cardiac autopsies. The data presented here highlight the applicability and suitability of FFPE heart tissue for understanding the molecular mechanism of cardiac injury using a proteomics approach.
Collapse
|
13
|
A Novel Nanoproteomic Approach for the Identification of Molecular Targets Associated with Thyroid Tumors. NANOMATERIALS 2020; 10:nano10122370. [PMID: 33260544 PMCID: PMC7761166 DOI: 10.3390/nano10122370] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Revised: 11/23/2020] [Accepted: 11/25/2020] [Indexed: 12/24/2022]
Abstract
A thyroid nodule is the most common presentation of thyroid cancer; thus, it is extremely important to differentiate benign from malignant nodules. Within malignant lesions, classification of a thyroid tumor is the primary step in the assessment of the prognosis and selection of treatment. Currently, fine-needle aspiration biopsy (FNAB) is the preoperative test most commonly used for the initial thyroid nodule diagnosis. However, due to some limitations of FNAB, different high-throughput “omics” approaches have emerged that could further support diagnosis based on histopathological patterns. In the present work, formalin-fixed paraffin-embedded (FFPE) tissue specimens from normal (non-neoplastic) thyroid (normal controls (NCs)), benign tumors (follicular thyroid adenomas (FTAs)), and some common types of well-differentiated thyroid carcinoma (follicular thyroid carcinomas (FTCs), conventional or classical papillary thyroid carcinomas (CV-PTCs), and the follicular variant of papillary thyroid carcinomas (FV-PTCs)) were analyzed. For the first time, FFPE thyroid samples were deparaffinized using an easy, fast, and non-toxic method. Protein extracts from thyroid tissue samples were analyzed using a nanoparticle-assisted proteomics approach combined with shotgun LC-MS/MS. The differentially regulated proteins found to be specific for the FTA, FTC, CV-PTC, and FV-PTC subtypes were analyzed with the bioinformatic tools STRING and PANTHER showing a profile of proteins implicated in the thyroid cancer metabolic reprogramming, cancer progression, and metastasis. These proteins represent a new source of potential molecular targets related to thyroid tumors.
Collapse
|
14
|
Azimzadeh O, Azizova T, Merl-Pham J, Blutke A, Moseeva M, Zubkova O, Anastasov N, Feuchtinger A, Hauck SM, Atkinson MJ, Tapio S. Chronic Occupational Exposure to Ionizing Radiation Induces Alterations in the Structure and Metabolism of the Heart: A Proteomic Analysis of Human Formalin-Fixed Paraffin-Embedded (FFPE) Cardiac Tissue. Int J Mol Sci 2020; 21:ijms21186832. [PMID: 32957660 PMCID: PMC7555548 DOI: 10.3390/ijms21186832] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Revised: 09/14/2020] [Accepted: 09/14/2020] [Indexed: 12/23/2022] Open
Abstract
Epidemiological studies on workers employed at the Mayak plutonium enrichment plant have demonstrated an association between external gamma ray exposure and an elevated risk of ischemic heart disease (IHD). In a previous study using fresh-frozen post mortem samples of the cardiac left ventricle of Mayak workers and non-irradiated controls, we observed radiation-induced alterations in the heart proteome, mainly downregulation of mitochondrial and structural proteins. As the control group available at that time was younger than the irradiated group, we could not exclude age as a confounding factor. To address this issue, we have now expanded our study to investigate additional samples using archival formalin-fixed paraffin-embedded (FFPE) tissue. Importantly, the control group studied here is older than the occupationally exposed (>500 mGy) group. Label-free quantitative proteomics analysis showed that proteins involved in the lipid metabolism, sirtuin signaling, mitochondrial function, cytoskeletal organization, and antioxidant defense were the most affected. A histopathological analysis elucidated large foci of fibrotic tissue, myocardial lipomatosis and lymphocytic infiltrations in the irradiated samples. These data highlight the suitability of FFPE material for proteomics analysis. The study confirms the previous results emphasizing the role of adverse metabolic changes in the radiation-associated IHD. Most importantly, it excludes age at the time of death as a confounding factor.
Collapse
Affiliation(s)
- Omid Azimzadeh
- Helmholtz Zentrum München—German Research Centre for Environmental Health GmbH, Institute of Radiation Biology, 85764 Neuherberg, Germany; (N.A.); (M.J.A.); (S.T.)
- Correspondence: ; Tel.: +49-89-3187-3887
| | - Tamara Azizova
- Southern Urals Biophysics Institute (SUBI), Russian Federation, 456780 Ozyorsk, Russia; (T.A.); (M.M.); (O.Z.)
| | - Juliane Merl-Pham
- Helmholtz Zentrum München—German Research Centre for Environmental Health, Research Unit Protein Science, 80939 Munich, Germany; (J.M.-P.); (S.M.H.)
| | - Andreas Blutke
- Helmholtz Zentrum München—German Research Centre for Environmental Health GmbH, Research Unit Analytical Pathology, 85764 Neuherberg, Germany; (A.B.); (A.F.)
| | - Maria Moseeva
- Southern Urals Biophysics Institute (SUBI), Russian Federation, 456780 Ozyorsk, Russia; (T.A.); (M.M.); (O.Z.)
| | - Olga Zubkova
- Southern Urals Biophysics Institute (SUBI), Russian Federation, 456780 Ozyorsk, Russia; (T.A.); (M.M.); (O.Z.)
| | - Natasa Anastasov
- Helmholtz Zentrum München—German Research Centre for Environmental Health GmbH, Institute of Radiation Biology, 85764 Neuherberg, Germany; (N.A.); (M.J.A.); (S.T.)
| | - Annette Feuchtinger
- Helmholtz Zentrum München—German Research Centre for Environmental Health GmbH, Research Unit Analytical Pathology, 85764 Neuherberg, Germany; (A.B.); (A.F.)
| | - Stefanie M. Hauck
- Helmholtz Zentrum München—German Research Centre for Environmental Health, Research Unit Protein Science, 80939 Munich, Germany; (J.M.-P.); (S.M.H.)
| | - Michael J. Atkinson
- Helmholtz Zentrum München—German Research Centre for Environmental Health GmbH, Institute of Radiation Biology, 85764 Neuherberg, Germany; (N.A.); (M.J.A.); (S.T.)
- Chair of Radiation Biology, Technical University of Munich, 81675 Munich, Germany
| | - Soile Tapio
- Helmholtz Zentrum München—German Research Centre for Environmental Health GmbH, Institute of Radiation Biology, 85764 Neuherberg, Germany; (N.A.); (M.J.A.); (S.T.)
| |
Collapse
|
15
|
Ye X, Tang J, Mao Y, Lu X, Yang Y, Chen W, Zhang X, Xu R, Tian R. Integrated proteomics sample preparation and fractionation: Method development and applications. Trends Analyt Chem 2019. [DOI: 10.1016/j.trac.2019.115667] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
|
16
|
Zhu Y, Weiss T, Zhang Q, Sun R, Wang B, Yi X, Wu Z, Gao H, Cai X, Ruan G, Zhu T, Xu C, Lou S, Yu X, Gillet L, Blattmann P, Saba K, Fankhauser CD, Schmid MB, Rutishauser D, Ljubicic J, Christiansen A, Fritz C, Rupp NJ, Poyet C, Rushing E, Weller M, Roth P, Haralambieva E, Hofer S, Chen C, Jochum W, Gao X, Teng X, Chen L, Zhong Q, Wild PJ, Aebersold R, Guo T. High-throughput proteomic analysis of FFPE tissue samples facilitates tumor stratification. Mol Oncol 2019; 13:2305-2328. [PMID: 31495056 PMCID: PMC6822243 DOI: 10.1002/1878-0261.12570] [Citation(s) in RCA: 105] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 08/09/2019] [Accepted: 09/03/2019] [Indexed: 11/06/2022] Open
Abstract
Formalin‐fixed, paraffin‐embedded (FFPE), biobanked tissue samples offer an invaluable resource for clinical and biomarker research. Here, we developed a pressure cycling technology (PCT)‐SWATH mass spectrometry workflow to analyze FFPE tissue proteomes and applied it to the stratification of prostate cancer (PCa) and diffuse large B‐cell lymphoma (DLBCL) samples. We show that the proteome patterns of FFPE PCa tissue samples and their analogous fresh‐frozen (FF) counterparts have a high degree of similarity and we confirmed multiple proteins consistently regulated in PCa tissues in an independent sample cohort. We further demonstrate temporal stability of proteome patterns from FFPE samples that were stored between 1 and 15 years in a biobank and show a high degree of the proteome pattern similarity between two types of histological regions in small FFPE samples, that is, punched tissue biopsies and thin tissue sections of micrometer thickness, despite the existence of a certain degree of biological variations. Applying the method to two independent DLBCL cohorts, we identified myeloperoxidase, a peroxidase enzyme, as a novel prognostic marker. In summary, this study presents a robust proteomic method to analyze bulk and biopsy FFPE tissues and reports the first systematic comparison of proteome maps generated from FFPE and FF samples. Our data demonstrate the practicality and superiority of FFPE over FF samples for proteome in biomarker discovery. Promising biomarker candidates for PCa and DLBCL have been discovered.
Collapse
Affiliation(s)
- Yi Zhu
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China.,Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Switzerland
| | - Tobias Weiss
- Department of Neurology and Brain Tumor Center, University Hospital Zurich, University of Zurich, Switzerland
| | - Qiushi Zhang
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Rui Sun
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Bo Wang
- Department of Pathology, The First Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China
| | - Xiao Yi
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Zhicheng Wu
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Huanhuan Gao
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Xue Cai
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Guan Ruan
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Tiansheng Zhu
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Chao Xu
- College of Mathematics and Informatics, Digital Fujian Institute of Big Data Security Technology, Fujian Normal University, Fuzhou, China
| | - Sai Lou
- Phase I Clinical Research Center, Zhejiang Provincial People's Hospital, Hangzhou, China
| | - Xiaoyan Yu
- Department of Pathology, The Second Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China
| | - Ludovic Gillet
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Switzerland
| | - Peter Blattmann
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Switzerland
| | - Karim Saba
- Department of Urology, University Hospital Zurich, University of Zurich, Switzerland
| | | | - Michael B Schmid
- Department of Urology, University Hospital Zurich, University of Zurich, Switzerland
| | - Dorothea Rutishauser
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland
| | - Jelena Ljubicic
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland
| | - Ailsa Christiansen
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland
| | - Christine Fritz
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland
| | - Niels J Rupp
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland
| | - Cedric Poyet
- Department of Urology, University Hospital Zurich, University of Zurich, Switzerland
| | - Elisabeth Rushing
- Department of Neuropathology, University Hospital Zurich, University of Zurich, Switzerland
| | - Michael Weller
- Department of Neurology and Brain Tumor Center, University Hospital Zurich, University of Zurich, Switzerland
| | - Patrick Roth
- Department of Neurology and Brain Tumor Center, University Hospital Zurich, University of Zurich, Switzerland
| | - Eugenia Haralambieva
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland
| | - Silvia Hofer
- Division of Medical Oncology, Lucerne Cantonal Hospital and Cancer Center, Switzerland
| | | | - Wolfram Jochum
- Institute of Pathology, Cantonal Hospital St. Gallen, Switzerland
| | - Xiaofei Gao
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China
| | - Xiaodong Teng
- Department of Pathology, The First Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China
| | - Lirong Chen
- Department of Pathology, The Second Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China
| | - Qing Zhong
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.,Children's Medical Research Institute, University of Sydney, Australia
| | - Peter J Wild
- Department of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.,Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Switzerland.,Faculty of Science, University of Zurich, Switzerland
| | - Tiannan Guo
- Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, China.,Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Switzerland
| |
Collapse
|
17
|
Dapic I, Baljeu-Neuman L, Uwugiaren N, Kers J, Goodlett DR, Corthals GL. Proteome analysis of tissues by mass spectrometry. MASS SPECTROMETRY REVIEWS 2019; 38:403-441. [PMID: 31390493 DOI: 10.1002/mas.21598] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2019] [Accepted: 06/17/2019] [Indexed: 06/10/2023]
Abstract
Tissues and biofluids are important sources of information used for the detection of diseases and decisions on patient therapies. There are several accepted methods for preservation of tissues, among which the most popular are fresh-frozen and formalin-fixed paraffin embedded methods. Depending on the preservation method and the amount of sample available, various specific protocols are available for tissue processing for subsequent proteomic analysis. Protocols are tailored to answer various biological questions, and as such vary in lysis and digestion conditions, as well as duration. The existence of diverse tissue-sample protocols has led to confusion in how to choose the best protocol for a given tissue and made it difficult to compare results across sample types. Here, we summarize procedures used for tissue processing for subsequent bottom-up proteomic analysis. Furthermore, we compare protocols for their variations in the composition of lysis buffers, digestion procedures, and purification steps. For example, reports have shown that lysis buffer composition plays an important role in the profile of extracted proteins: the most common are tris(hydroxymethyl)aminomethane, radioimmunoprecipitation assay, and ammonium bicarbonate buffers. Although, trypsin is the most commonly used enzyme for proteolysis, in some protocols it is supplemented with Lys-C and/or chymotrypsin, which will often lead to an increase in proteome coverage. Data show that the selection of the lysis procedure might need to be tissue-specific to produce distinct protocols for individual tissue types. Finally, selection of the procedures is also influenced by the amount of sample available, which range from biopsies or the size of a few dozen of mm2 obtained with laser capture microdissection to much larger amounts that weight several milligrams.
Collapse
Affiliation(s)
- Irena Dapic
- International Centre for Cancer Vaccine Science, University of Gdansk, Gdansk, Poland
| | | | - Naomi Uwugiaren
- International Centre for Cancer Vaccine Science, University of Gdansk, Gdansk, Poland
| | - Jesper Kers
- Department of Pathology, Amsterdam Infection & Immunity Institute (AI&II), Amsterdam Cardiovascular Sciences (ACS), Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
- van 't Hoff Institute for Molecular Sciences, University of Amsterdam, Amsterdam, The Netherlands
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Cambridge, MA
| | - David R Goodlett
- International Centre for Cancer Vaccine Science, University of Gdansk, Gdansk, Poland
- University of Maryland, 20N. Pine Street, Baltimore, MD 21201
| | - Garry L Corthals
- van 't Hoff Institute for Molecular Sciences, University of Amsterdam, Amsterdam, The Netherlands
| |
Collapse
|
18
|
Compton CC, Robb JA, Anderson MW, Berry AB, Birdsong GG, Bloom KJ, Branton PA, Crothers JW, Cushman-Vokoun AM, Hicks DG, Khoury JD, Laser J, Marshall CB, Misialek MJ, Natale KE, Nowak JA, Olson D, Pfeifer JD, Schade A, Vance GH, Walk EE, Yohe SL. Preanalytics and Precision Pathology: Pathology Practices to Ensure Molecular Integrity of Cancer Patient Biospecimens for Precision Medicine. Arch Pathol Lab Med 2019; 143:1346-1363. [PMID: 31329478 DOI: 10.5858/arpa.2019-0009-sa] [Citation(s) in RCA: 80] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Biospecimens acquired during routine medical practice are the primary sources of molecular information about patients and their diseases that underlies precision medicine and translational research. In cancer care, molecular analysis of biospecimens is especially common because it often determines treatment choices and may be used to monitor therapy in real time. However, patient specimens are collected, handled, and processed according to routine clinical procedures during which they are subjected to factors that may alter their molecular quality and composition. Such artefactual alteration may skew data from molecular analyses, render analysis data uninterpretable, or even preclude analysis altogether if the integrity of a specimen is severely compromised. As a result, patient care and safety may be affected, and medical research dependent on patient samples may be compromised. Despite these issues, there is currently no requirement to control or record preanalytical variables in clinical practice with the single exception of breast cancer tissue handled according to the guideline jointly developed by the American Society of Clinical Oncology and College of American Pathologists (CAP) and enforced through the CAP Laboratory Accreditation Program. Recognizing the importance of molecular data derived from patient specimens, the CAP Personalized Healthcare Committee established the Preanalytics for Precision Medicine Project Team to develop a basic set of evidence-based recommendations for key preanalytics for tissue and blood specimens. If used for biospecimens from patients, these preanalytical recommendations would ensure the fitness of those specimens for molecular analysis and help to assure the quality and reliability of the analysis data.
Collapse
Affiliation(s)
- Carolyn C Compton
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - James A Robb
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Matthew W Anderson
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Anna B Berry
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - George G Birdsong
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Kenneth J Bloom
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Philip A Branton
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Jessica W Crothers
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Allison M Cushman-Vokoun
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - David G Hicks
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Joseph D Khoury
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Jordan Laser
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Carrie B Marshall
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Michael J Misialek
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Kristen E Natale
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Jan Anthony Nowak
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Damon Olson
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - John D Pfeifer
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Andrew Schade
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Gail H Vance
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Eric E Walk
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| | - Sophia Louise Yohe
- From School of Life Sciences, Arizona State University and Mayo Clinic School of Medicine, Scottsdale (Dr Compton); Consulting Pathologist, Boca Raton, Florida (Dr Robb); Versiti Diagnostic Laboratories, Milwaukee, Wisconsin (Dr Anderson); Molecular Pathology and Genomics, Swedish Cancer Institute, Seattle, Washington (Dr Berry); Anatomic Pathology, Grady Health System, Atlanta, Georgia (Dr Birdsong); Advanced Genomic Services, Ambry Genetics, Aliso Viejo, California (Dr Bloom); Gynecologic & Breast Pathology, Joint Pathology Center, Silver Spring, Maryland (Dr Branton); the Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (Dr Crothers); the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (Dr Cushman-Vokoun); IHC-ISH Laboratory and Breast Subspecialty Service, University of Rochester Medical Center, Rochester, New York (Dr Hicks); the Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston (Dr Khoury); the Department of Pathology and Laboratory Medicine, Northwell Health, New Hyde Park, New York (Dr Laser); the Department of Pathology, University of Colorado, Aurora (Dr Marshall); the Department of Pathology, Newton-Wellesley Hospital, Newton, Massachusetts (Dr Misialek); the Department of Pathology, Walter Reed National Military Medical Center, Bethesda, Maryland (Dr Natale); the Department of Pathology and Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, New York (Dr Nowak); he Department of Pathology, Children's Hospitals and Clinics, Minneapolis, Minnesota (Dr Olson); the Department of Pathology, Washington University School of Medicine, St. Louis, Missouri (Dr Pfeifer); Lilly Research Labs, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana (Dr Schade); he Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis (Dr Vance); Medical & Scientific Affairs, Roche Tissue Diagnostics, Tucson, Arizona (Dr Walk); and Special Hematology MMC, University of Minnesota Medical Center, Minneapolis (Dr Yohe)
| |
Collapse
|
19
|
Giusti L, Angeloni C, Lucacchini A. Update on proteomic studies of formalin-fixed paraffin-embedded tissues. Expert Rev Proteomics 2019; 16:513-520. [DOI: 10.1080/14789450.2019.1615452] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- Laura Giusti
- School of Pharmacy, University of Camerino, Camerino, Italy
| | | | - Antonio Lucacchini
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| |
Collapse
|
20
|
Seccia V, Navari E, Donadio E, Boldrini C, Ciregia F, Ronci M, Aceto A, Dallan I, Lucacchini A, Casani AP, Mazzoni MR, Giusti L. Proteomic Investigation of Malignant Major Salivary Gland Tumors. Head Neck Pathol 2019; 14:362-373. [PMID: 31098787 PMCID: PMC7235111 DOI: 10.1007/s12105-019-01040-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Accepted: 05/07/2019] [Indexed: 12/25/2022]
Abstract
The purpose of this study was to define the proteome profile of fine needle aspiration (FNA) samples of malignant major salivary gland tumors (MSGT) compared to benign counterparts, and to evaluate potential clinical correlations and future applications. Patients affected by MSGT (n = 20), pleomorphic adenoma (PA) (n = 37) and Warthin's tumor (WT) (n = 14) were enrolled. Demographic, clinical and histopathological data were registered for all patients. FNA samples were processed to obtain the protein extracts. Protein separation was obtained by two-dimensional electrophoresis (2-DE) and proteins were identified by mass spectrometry. Western blot analysis was performed to validate the 2-DE results. Statistical differences between groups were calculated by the Mann-Whitney U test for non-normal data. Spearman's rank correlation coefficient was calculated to evaluate correlations among suggested protein biomarkers and clinical parameters. Twelve and 27 differentially expressed spots were found for MSGT versus PA and MSGT versus WT, respectively. Among these, annexin-5, cofilin-1, peptidyl-prolyl-cis-trans-isomerase-A and F-actin-capping-alpha-1 were able to differentiate MSGT from PA, WT, and healthy samples. Moreover, STRING analysis suggested cofilin-1 as a key node of protein interactions. Some of the overexpressed proteins are related to some clinical factors of our cohort, such as survival and outcome. Our results suggest potential protein biomarkers of MSGT, which could allow for more appropriate treatment plans, as well as shedding light on the molecular pathways involved.
Collapse
Affiliation(s)
- Veronica Seccia
- Department of Surgical, Medical and Molecular Pathology and Critical Care Medicine, ENT Section, University of Pisa, Pisa, Italy
| | - Elena Navari
- Department of Surgical, Medical and Molecular Pathology and Critical Care Medicine, ENT Section, University of Pisa, Pisa, Italy
| | - Elena Donadio
- Department of Pharmacy, University of Pisa, Pisa, Italy
| | | | - Federica Ciregia
- Department of Rheumatology, GIGA Research, Centre Hospitalier Universitaire (CHU) de Liège, University of Liège, Liège, Belgium
| | - Maurizio Ronci
- Department of Medical, Oral and Biotechnological Sciences, University G. d’Annunzio of Chieti-Pescara, Chieti, Italy
| | - Antonio Aceto
- Department of Medical, Oral and Biotechnological Sciences, University G. d’Annunzio of Chieti-Pescara, Chieti, Italy
| | - Iacopo Dallan
- Department of Surgical, Medical and Molecular Pathology and Critical Care Medicine, ENT Section, University of Pisa, Pisa, Italy
| | - Antonio Lucacchini
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Augusto Pietro Casani
- Department of Surgical, Medical and Molecular Pathology and Critical Care Medicine, ENT Section, University of Pisa, Pisa, Italy
| | | | - Laura Giusti
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy ,School of Pharmacy, University of Camerino, Via Gentile III da Varano, 62032 Camerino, Italy
| |
Collapse
|
21
|
Coelho TLS, Braga FMS, Silva NMC, Dantas C, Lopes Júnior CA, de Sousa SAA, Vieira EC. Optimization of the protein extraction method of goat meat using factorial design and response surface methodology. Food Chem 2019; 281:63-70. [DOI: 10.1016/j.foodchem.2018.12.055] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2018] [Revised: 11/06/2018] [Accepted: 12/09/2018] [Indexed: 02/05/2023]
|
22
|
Spodzieja M, Rodziewicz-Motowidło S, Szymanska A. Hyphenated Mass Spectrometry Techniques in the Diagnosis of Amyloidosis. Curr Med Chem 2019; 26:104-120. [DOI: 10.2174/0929867324666171003113019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2016] [Revised: 07/25/2016] [Accepted: 09/01/2016] [Indexed: 12/18/2022]
Abstract
Amyloidoses are a group of diseases caused by the extracellular deposition of proteins forming amyloid fibrils. The amyloidosis is classified according to the main protein or peptide that constitutes the amyloid fibrils. The most effective methods for the diagnosis of amyloidosis are based on mass spectrometry. Mass spectrometry enables confirmation of the identity of the protein precursor of amyloid fibrils in biological samples with very high sensitivity and specificity, which is crucial for proper amyloid typing. Due to the fact that biological samples are very complex, mass spectrometry is usually connected with techniques such as liquid chromatography or capillary electrophoresis, which enable the separation of proteins before MS analysis. Therefore mass spectrometry constitutes an important part of the so called “hyphenated techniques” combining, preferentially in-line, different analytical methods to provide comprehensive information about the studied problem. Hyphenated methods are very useful in the discovery of biomarkers in different types of amyloidosis. In systemic forms of amyloidosis, the analysis of aggregated proteins is usually performed based on the tissues obtained during a biopsy of an affected organ or a subcutaneous adipose tissue. In some cases, when the diagnostic biopsy is not possible due to the fact that amyloid fibrils are formed in organs like the brain (Alzheimer’s disease), the study of biomarkers presented in body fluids can be carried out. Currently, large-scale studies are performed to find and validate more effective biomarkers, which can be used in diagnostic procedures. We would like to present the methods connected with mass spectrometry which are used in the diagnosis of amyloidosis based on the analysis of proteins occurring in tissues, blood and cerebrospinal fluid.
Collapse
Affiliation(s)
- Marta Spodzieja
- Department of Biomedical Chemistry, Faculty of Chemistry, University of Gdansk, Wita Stwosza 63, 80-308 Gdansk, Poland
| | - Sylwia Rodziewicz-Motowidło
- Department of Biomedical Chemistry, Faculty of Chemistry, University of Gdansk, Wita Stwosza 63, 80-308 Gdansk, Poland
| | - Aneta Szymanska
- Department of Biomedical Chemistry, Faculty of Chemistry, University of Gdansk, Wita Stwosza 63, 80-308 Gdansk, Poland
| |
Collapse
|
23
|
A practical approach to enrich intact tryptic N-glycopeptides through size exclusion chromatography and hydrophilicity (SELIC) using an acrylamide-agarose composite gel system. Anal Chim Acta 2019; 1058:107-116. [PMID: 30851844 DOI: 10.1016/j.aca.2019.01.044] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Revised: 01/14/2019] [Accepted: 01/22/2019] [Indexed: 12/18/2022]
Abstract
Increasing researches proved that abnormal glycosylation is strongly correlated with many diseases. Specially, site-specific glycosylation and its associated heterogeneity are closely related to the function and activity of the glycoprotein. However, intact N-glycopeptide analysis still faces great challenges because the presence of highly abundant non-glycosylated peptides would suppress the ionization of lowly abundant glycopeptides. In the present study, we developed a practical intact tryptic N-glycopeptide enrichment method using acrylamide-agarose composite gel that combined the size exclusion chromatography and hydrophilic (named SELIC) effects, aimed to remove the detergent rapidly and effectively, as well as enrich intact N-glycopeptides while extracting peptides. This is a useful tool to facilitate the intact N-glycopeptides analysis of complex protein mixtures, particularly for samples that extracted from formalin-fixed and paraffin-embedded (FFPE) tissues by SDS. Using this method, we successfully identified 700 site-specific intact tryptic N-glycopeptides corresponding to 261 glycosylation sites on 191 glycoproteins from FFPE thymoma tissues.
Collapse
|
24
|
Steiner C, Lescuyer P, Tille JC, Cutler P, Ducret A. Development of a Highly Multiplexed SRM Assay for Biomarker Discovery in Formalin-Fixed Paraffin-Embedded Tissues. Methods Mol Biol 2019; 1959:185-203. [PMID: 30852824 DOI: 10.1007/978-1-4939-9164-8_13] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
The search for novel and clinically relevant biomarkers still represents a major clinical challenge and mass-spectrometry-based technologies are essential tools to help in this process. In this application, we demonstrate how selected reaction monitoring (SRM) can be applied in a highly multiplexed way to analyze formalin-fixed paraffin-embedded (FFPE) tissues. Such an assay can be used to analyze numerous samples for narrowing down a list of potential biomarkers to the most relevant candidates. The use of FFPE tissues is of high relevance in this context as large sample collections linked with valuable clinical information are available in hospitals around the world. Here we describe in detail how we proceeded to develop such an assay for 200 proteins in breast tumor FFPE tissues. We cover the selection of suitable peptides, which are different in FFPE compared to fresh frozen tissues and show how we deliberately biased our assay toward proteins with a high probability of being measurable in human clinical samples.
Collapse
Affiliation(s)
- Carine Steiner
- Division of Laboratory Medicine, Geneva University Hospitals, Geneva, Switzerland.
- Biomarkers, Bioinformatics and Omics, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Basel, Switzerland.
- Late Stage Analytical Development, Small Molecules Technical Development, Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Basel, Switzerland.
| | - Pierre Lescuyer
- Division of Laboratory Medicine, Geneva University Hospitals, Geneva, Switzerland
- Clinical Proteomics and Chemistry Group, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | | | - Paul Cutler
- Biomarkers, Bioinformatics and Omics, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Basel, Switzerland
- Translational Biomarkers and Bioanalysis, Development Sciences, UCB Pharma, Slough, UK
| | - Axel Ducret
- Biomarkers, Bioinformatics and Omics, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Basel, Switzerland
| |
Collapse
|
25
|
Yun BH, Guo J, Turesky RJ. Formalin-Fixed Paraffin-Embedded Tissues-An Untapped Biospecimen for Biomonitoring DNA Adducts by Mass Spectrometry. TOXICS 2018; 6:E30. [PMID: 29865161 PMCID: PMC6027047 DOI: 10.3390/toxics6020030] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/28/2018] [Revised: 05/21/2018] [Accepted: 05/25/2018] [Indexed: 01/03/2023]
Abstract
The measurement of DNA adducts provides important information about human exposure to genotoxic chemicals and can be employed to elucidate mechanisms of DNA damage and repair. DNA adducts can serve as biomarkers for interspecies comparisons of the biologically effective dose of procarcinogens and permit extrapolation of genotoxicity data from animal studies for human risk assessment. One major challenge in DNA adduct biomarker research is the paucity of fresh frozen biopsy samples available for study. However, archived formalin-fixed paraffin-embedded (FFPE) tissues with clinical diagnosis of disease are often available. We have established robust methods to recover DNA free of crosslinks from FFPE tissues under mild conditions which permit quantitative measurements of DNA adducts by liquid chromatography-mass spectrometry. The technology is versatile and can be employed to screen for DNA adducts formed with a wide range of environmental and dietary carcinogens, some of which were retrieved from section-cuts of FFPE blocks stored at ambient temperature for up to nine years. The ability to retrospectively analyze FFPE tissues for DNA adducts for which there is clinical diagnosis of disease opens a previously untapped source of biospecimens for molecular epidemiology studies that seek to assess the causal role of environmental chemicals in cancer etiology.
Collapse
Affiliation(s)
- Byeong Hwa Yun
- Masonic Cancer Center and Department of Medicinal Chemistry, University of Minnesota, 2231 6th St. SE, Minneapolis, MN 55455, USA.
| | - Jingshu Guo
- Masonic Cancer Center and Department of Medicinal Chemistry, University of Minnesota, 2231 6th St. SE, Minneapolis, MN 55455, USA.
| | - Robert J Turesky
- Masonic Cancer Center and Department of Medicinal Chemistry, University of Minnesota, 2231 6th St. SE, Minneapolis, MN 55455, USA.
| |
Collapse
|
26
|
Biomedical analysis of formalin-fixed, paraffin-embedded tissue samples: The Holy Grail for molecular diagnostics. J Pharm Biomed Anal 2018; 155:125-134. [PMID: 29627729 DOI: 10.1016/j.jpba.2018.03.065] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Revised: 03/30/2018] [Accepted: 03/31/2018] [Indexed: 02/07/2023]
Abstract
More than a century ago in 1893, a revolutionary idea about fixing biological tissue specimens was introduced by Ferdinand Blum, a German physician. Since then, a plethora of fixation methods have been investigated and used. Formalin fixation with paraffin embedment became the most widely used types of fixation and preservation method, due to its proper architectural conservation of tissue structures and cellular shape. The huge collection of formalin-fixed, paraffin-embedded (FFPE) sample archives worldwide holds a large amount of unearthed information about diseases that could be the Holy Grail in contemporary biomarker research utilizing analytical omics based molecular diagnostics. The aim of this review is to critically evaluate the omics options for FFPE tissue sample analysis in the molecular diagnostics field.
Collapse
|
27
|
Zhao T, Wu J, Liu X, Zhang L, Chen G, Lu H. Diagnosis of thymic epithelial tumor subtypes by a quantitative proteomic approach. Analyst 2018; 143:2491-2500. [PMID: 29645059 DOI: 10.1039/c8an00218e] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
This study shows the first depth proteomic profiling of all TET subtypes and six candidate biomarkers were identified and validated.
Collapse
Affiliation(s)
- Ting Zhao
- Institutes of Biomedical Sciences and Department of Chemistry
- Fudan University
- Shanghai 200032
- P.R. China
| | - Jie Wu
- Department of Pathology
- Zhongshan Hospital
- Fudan University
- Shanghai 200032
- P.R. China
| | - Xiaohui Liu
- Institutes of Biomedical Sciences and Department of Chemistry
- Fudan University
- Shanghai 200032
- P.R. China
| | - Lei Zhang
- Institutes of Biomedical Sciences and Department of Chemistry
- Fudan University
- Shanghai 200032
- P.R. China
| | - Gang Chen
- Department of Pathology
- Zhongshan Hospital
- Fudan University
- Shanghai 200032
- P.R. China
| | - Haojie Lu
- Institutes of Biomedical Sciences and Department of Chemistry
- Fudan University
- Shanghai 200032
- P.R. China
- Key Laboratory of Glycoconjugates Research Ministry of Public Health
| |
Collapse
|
28
|
Bevilacqua C, Ducos B. Laser microdissection: A powerful tool for genomics at cell level. Mol Aspects Med 2017; 59:5-27. [PMID: 28927943 DOI: 10.1016/j.mam.2017.09.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2017] [Accepted: 09/13/2017] [Indexed: 12/18/2022]
Abstract
Laser microdissection (LM) has become widely democratized over the last fifteen years. Instruments have evolved to offer more powerful and efficient lasers as well as new options for sample collection and preparation. Technological evolutions have also focused on the post-microdissection analysis capabilities, opening up investigations in all disciplines of experimental and clinical biology, thanks to the advent of new high-throughput methods of genome analysis, including RNAseq and proteomics, now globally known as microgenomics, i.e. analysis of biomolecules at the cell level. In spite of the advances these rapidly developing methods have allowed, the workflow for sampling and collection by LM remains a critical step in insuring sample integrity in terms of histology (accurate cell identification) and biochemistry (reliable analyzes of biomolecules). In this review, we describe the sample processing as well as the strengths and limiting factors of LM applied to the specific selection of one or more cells of interest from a heterogeneous tissue. We will see how the latest developments in protocols and methods have made LM a powerful and sometimes essential tool for genomic and proteomic analyzes of tiny amounts of biomolecules extracted from few cells isolated from a complex tissue, in their physiological context, thus offering new opportunities for understanding fundamental physiological and/or patho-physiological processes.
Collapse
Affiliation(s)
- Claudia Bevilacqua
- GABI, Plateforme @BRIDGE, INRA, AgroParisTech, Université Paris-Saclay, Domaine de Vilvert, 78350 Jouy en Josas, France.
| | - Bertrand Ducos
- LPS-ENS, CNRS UMR 8550, UPMC, Université Denis Diderot, PSL Research University, 24 Rue Lhomond, 75005 Paris France; High Throughput qPCR Core Facility, IBENS, 46 Rue d'Ulm, 75005 Paris France; Laser Microdissection Facility of Montagne Sainte Geneviève, CIRB Collège de France, Place Marcellin Berthelot, 75005 Paris France.
| |
Collapse
|
29
|
Roos A, Thompson R, Horvath R, Lochmüller H, Sickmann A. Intersection of Proteomics and Genomics to "Solve the Unsolved" in Rare Disorders such as Neurodegenerative and Neuromuscular Diseases. Proteomics Clin Appl 2017; 12. [PMID: 29059504 DOI: 10.1002/prca.201700073] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Revised: 07/30/2017] [Indexed: 01/10/2023]
Abstract
Despite recent rapid advances in sequencing technologies, a significant proportion of patients with rare genetic disorders do not receive a genetic diagnosis after exhaustive testing, and even fewer have a potential therapeutic target identified. Taking rare neuromuscular and neurodegenerative disorders as a paradigm that can be extended to other rare Mendelian disorders, this viewpoint explores the opportunities that are brought about by the integration of genomics and proteomics, as well as the limitations and remaining challenges of this newly emerging field of proteogenomics. The relevance of combining proteomic findings with genetic results for diagnosis and gene discovery is illustrated, highlighting the insights the combined analysis provides into the underlying biology and aetiology as well as the limitations of the experimental techniques. A final discussion focuses on the importance of mechanisms to enable the sharing, reuse, and analysis of source experimental data and describes some of the international initiatives that are making progress in this area.
Collapse
Affiliation(s)
- Andreas Roos
- John Walton Muscular Dystrophy Research Centre, International Centre for Life, Institute of Genetic Medicine, Newcastle upon Tyne, England, UK.,Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., Dortmund, Germany
| | - Rachel Thompson
- John Walton Muscular Dystrophy Research Centre, International Centre for Life, Institute of Genetic Medicine, Newcastle upon Tyne, England, UK
| | - Rita Horvath
- John Walton Muscular Dystrophy Research Centre, International Centre for Life, Institute of Genetic Medicine, Newcastle upon Tyne, England, UK
| | - Hanns Lochmüller
- John Walton Muscular Dystrophy Research Centre, International Centre for Life, Institute of Genetic Medicine, Newcastle upon Tyne, England, UK
| | - Albert Sickmann
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., Dortmund, Germany.,Department of Chemistry, College of Physical Sciences, University of Aberdeen, Aberdeen, Scotland, UK.,Medizinisches Proteom-Center (MPC), Ruhr-Universitat Bochum, Bochum, Germany
| |
Collapse
|
30
|
DIGE Saturation Labeling for Scarce Amounts of Protein from Formalin-Fixed Paraffin-Embedded (FFPE) Tissue. Methods Mol Biol 2017. [PMID: 29019127 DOI: 10.1007/978-1-4939-7268-5_8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
Abstract
In this chapter, we describe the utility of difference gel electrophoresis (DIGE) as a proteomics platform for the global detection of expressed proteins in formalin-fixed paraffin-embedded (FFPE) tissues and its use for biomarker discovery/identification of proteins that may contribute to cancer development and progression. Formalin fixation and paraffin embedding of tissue is the standard processing methodology practiced in pathology laboratories worldwide, resulting in a highly stable form of tissue that is easily stored due to its inherent stability at room temperature. Consequently, FFPE tissues represent an attractive reservoir of clinical material for conducting retrospective protein biomarker analysis. A limitation for proteomics research in this type of clinical sample is the amount of viable protein that can be obtained from fixed tissues. Tissue biopsies are precious samples that can generally be acquired in very small amounts due to the invasive nature of the sample collection, mainly during surgery or biopsy. Subsequently, the amount of extracted protein can be, in many cases, very limited. The saturation DIGE technology has emerged as a useful method for protein analysis where only scarce amounts of protein are available. This approach can be adapted successfully to label low-level protein isolated from FFPE tissue.
Collapse
|
31
|
Dapic I, Uwugiaren N, Jansen PJ, Corthals GL. Fast and Simple Protocols for Mass Spectrometry-Based Proteomics of Small Fresh Frozen Uterine Tissue Sections. Anal Chem 2017; 89:10769-10775. [PMID: 28910098 PMCID: PMC5647562 DOI: 10.1021/acs.analchem.7b01937] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
![]()
Human
tissues are an important link between organ-specific spatial
molecular information, patient pathology, and patient treatment options.
However, patient tissues are uniquely obtained by time and location,
and limited in their availability and size. Currently, little knowledge
exists about appropriate and simplified protocols for routine MS-based
analysis of the various types and sizes of tissues. Following standard
procedures used in pathology, we selected small fresh frozen uterine
tissue samples to investigate how the tissue preparation protocol
affected the subsequent proteomics analysis. First, we observed that
protein extraction with 0.1% SDS followed by extraction with a 30%
ACN/urea resulted in a decrease in the number of identified proteins,
when compared to extraction with 30% ACN/urea only. The decrease in
the number of proteins was approximately 55% and 20%, for 10 and 16
μm thick tissue, respectively. Interestingly, the relative abundance
of the proteins shared between the two methods was higher when SDS/ACN/urea
was used, compared to the 30% ACN/urea extraction, indicating the
role of SDS to be beneficial for protein solubility. Second, the influence
of tissue thickness was investigated by comparing the results obtained
for 10, 16, and 20 μm thick (1 mm2) tissue using
urea/30% ACN. We observed an increase in the number of identified
proteins and corresponding quantity with an increase in the tissue
thickness. Finally, by analyzing very small amounts of tissues (∼0.2
mm2) of 10, 16, and 20 μm thickness, we observed
that the increase in tissue thickness resulted in a higher number
of protein identifications and corresponding quantitative values.
Collapse
Affiliation(s)
- Irena Dapic
- University of Amsterdam, Van 't Hoff Institute for Molecular Sciences (HIMS) , Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Naomi Uwugiaren
- University of Amsterdam, Van 't Hoff Institute for Molecular Sciences (HIMS) , Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Petra J Jansen
- University of Amsterdam, Van 't Hoff Institute for Molecular Sciences (HIMS) , Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Garry L Corthals
- University of Amsterdam, Van 't Hoff Institute for Molecular Sciences (HIMS) , Science Park 904, 1098 XH Amsterdam, The Netherlands
| |
Collapse
|
32
|
Mohammed SI, Ren W, Flowers L, Rajwa B, Chibwesha CJ, Parham GP, Irudayaraj JMK. Point-of-care test for cervical cancer in LMICs. Oncotarget 2017; 7:18787-97. [PMID: 26934314 PMCID: PMC4951329 DOI: 10.18632/oncotarget.7709] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2015] [Accepted: 02/09/2016] [Indexed: 12/21/2022] Open
Abstract
Cervical cancer screening using Papanicolaou's smear test has been highly effective in reducing death from this disease. However, this test is unaffordable in low- and middle-income countries, and its complexity has limited wide-scale uptake. Alternative tests, such as visual inspection with acetic acid or Lugol's iodine and human papillomavirus DNA, are sub-optimal in terms of specificity and sensitivity, thus sensitive and affordable tests with high specificity for on-site reporting are needed. Using proteomics and bioinformatics, we have identified valosin-containing protein (VCP) as differentially expressed between normal specimens and those with cervical intra-epithelial neoplasia grade 2/3 (CIN2/CIN3+) or worse. VCP-specific immunohistochemical staining (validated by a point-of-care technology) provided sensitive (93%) and specific (88%) identification of CIN2/CIN3+ and may serve as a critical biomarker for cervical-cancer screening. Future efforts will focus on further refinements to enhance analytic sensitivity and specificity of our proposed test, as well as on prototype development.
Collapse
Affiliation(s)
- Sulma I Mohammed
- Department of Comparative Pathobiology, Purdue University Center for Cancer Research, Purdue University, West Lafayette, Indiana 47907, USA.,Bindley Bioscience Center, Purdue University Center for Cancer Research, Purdue University, West Lafayette, Indiana 47907, USA
| | - Wen Ren
- Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, Indiana 47907, USA.,Bindley Bioscience Center, Purdue University Center for Cancer Research, Purdue University, West Lafayette, Indiana 47907, USA
| | - Lisa Flowers
- Department of Gynecology and Obstetrics, Emory University, Atlanta, Georgia 30322, USA
| | - Bartek Rajwa
- Bindley Bioscience Center, Purdue University Center for Cancer Research, Purdue University, West Lafayette, Indiana 47907, USA
| | - Carla J Chibwesha
- Division of Global Women's Health, Department of Obstetrics and Gynecology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, USA
| | - Groesbeck P Parham
- Division of Global Women's Health, Department of Obstetrics and Gynecology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, USA
| | - Joseph M K Irudayaraj
- Department of Agricultural and Biological Engineering, Purdue University, West Lafayette, Indiana 47907, USA.,Bindley Bioscience Center, Purdue University Center for Cancer Research, Purdue University, West Lafayette, Indiana 47907, USA
| |
Collapse
|
33
|
Ostasiewicz P, Wiśniewski J. A Protocol for Large-Scale Proteomic Analysis of Microdissected Formalin Fixed and Paraffin Embedded Tissue. Methods Enzymol 2017; 585:159-176. [DOI: 10.1016/bs.mie.2016.09.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
|
34
|
Psatha K, Kollipara L, Voutyraki C, Divanach P, Sickmann A, Rassidakis GZ, Drakos E, Aivaliotis M. Deciphering lymphoma pathogenesis via state-of-the-art mass spectrometry-based quantitative proteomics. J Chromatogr B Analyt Technol Biomed Life Sci 2016; 1047:2-14. [PMID: 27979587 DOI: 10.1016/j.jchromb.2016.11.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2016] [Revised: 10/18/2016] [Accepted: 11/04/2016] [Indexed: 12/13/2022]
Abstract
Mass spectrometry-based quantitative proteomics specifically applied to comprehend the pathogenesis of lymphoma has incremental value in deciphering the heterogeneity in complex deregulated molecular mechanisms/pathways of the lymphoma entities, implementing the current diagnostic and therapeutic strategies. Essential global, targeted and functional differential proteomics analyses although still evolving, have been successfully implemented to shed light on lymphoma pathogenesis to discover and explore the role of potential lymphoma biomarkers and drug targets. This review aims to outline and appraise the present status of MS-based quantitative proteomic approaches in lymphoma research, introducing the current state-of-the-art MS-based proteomic technologies, the opportunities they offer in biological discovery in human lymphomas and the related limitation issues arising from sample preparation to data evaluation. It is a synopsis containing information obtained from recent research articles, reviews and public proteomics repositories (PRIDE). We hope that this review article will aid, assimilate and assess all the information aiming to accelerate the development and validation of diagnostic, prognostic or therapeutic targets for an improved and empowered clinical proteomics application in lymphomas in the nearby future.
Collapse
Affiliation(s)
- Konstantina Psatha
- Institute of Molecular Biology and Biotechnology, FORTH, Heraklion, Greece; School of Medicine, National and Kapodistrian University of Athens, Athens, Greece; Department of Pathology, School of Medicine, University of Crete, Heraklion, Greece
| | - Laxmikanth Kollipara
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., Dortmund, Germany
| | | | - Peter Divanach
- Institute of Molecular Biology and Biotechnology, FORTH, Heraklion, Greece
| | - Albert Sickmann
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., Dortmund, Germany; Department of Chemistry, College of Physical Sciences, University of Aberdeen, Aberdeen, Scotland, United Kingdom; Medizinische Fakultät, Medizinische Proteom-Center (MPC), Ruhr-Universität Bochum, Bochum, Germany
| | - George Z Rassidakis
- School of Medicine, National and Kapodistrian University of Athens, Athens, Greece; Department of Pathology and Cytology, Karolinska University Hospital and Karolinska Institute, Radiumhemmet, Stockholm, SE-17176, Sweden
| | - Elias Drakos
- Department of Pathology, School of Medicine, University of Crete, Heraklion, Greece
| | | |
Collapse
|
35
|
Scoazec JY. [Not Available]. Bull Cancer 2016; 103:S55-62. [PMID: 27494975 DOI: 10.1016/s0007-4551(16)30146-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
MOLECULAR EVALUATION OF METASTATIC DISEASE WHY PATHOLOGY REMAINS (AND WILL REMAIN) MANDATORY?: Numerous techniques are now available for the molecular evaluation of a tissular or cellular sample in the context of metastatic disease. They include in situ molecular techniques, such as immunohistochemistry for the study of proteins and peptides, in situ hybridization for the study of nucleic acids and in situ cytogenetics (FISH and its variants) for the demonstration of chromosome alterations. They also include all the techniques of molecular biology, which can now be applied to frozen as well as fixed tissue samples. The combination of all these techniques makes it possible an integrated and coherent approach, not limited to the description of DNA abnormalities, but able to correlate genomic alterations with functional, and even structural changes. A second major interest of the analysis of tissue samples is that they make it possible to analyzing not only tumor cells, but also their environment, formed by the stroma and its populations. The study of stroma and of stromal cells, in particular of immune cells, is now of paramount importance for providing new prognostic and predictive biomarkers, especially for anti-angiogenic strategies and for cancer immunotherapy. Tissue analysis is therefore the only way to perform a « total », « phenogenomic » characterization of the tumor as an organ : this is particularly important in the moment in which descriptive genomics is substituted by functional genomics and integrated biology.
Collapse
Affiliation(s)
- Jean-Yves Scoazec
- Services de pathologie morphologique et moléculaire, Département de biologie et pathologie médicales; AMMICa, Inserm US23/CNRS UMS3655, Gustave Roussy Cancer Campus, 114, rue Edouard Vaillant, 94805 Villejuif cedex, France..
| |
Collapse
|
36
|
Pelekanos RA, Sardesai VS, Dekker Nitert M, Callaway LK, Fisk NM, Jeffery PL. Rapid method for growth hormone receptor exon 3 delete (GHRd3) SNP genotyping from archival human placental samples. Endocrine 2015; 49:643-52. [PMID: 26067082 DOI: 10.1007/s12020-015-0647-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Accepted: 06/01/2015] [Indexed: 12/15/2022]
Abstract
Analysis of archival samples from cohorts of pregnant women may be key to discovering prognosticators of stillbirth and pregnancy/perinatal complications. Growth hormone (GH) and its receptor (GHR) are pivotal in feto-placental development and pregnancy maintenance. We report a rapid, optimized method for genotyping the GHR full-length versus exon 3-deleted isoform (GHRd3). TaqMan single nucleotide polymorphism (SNP) genotyping proved superior to standard multiplex polymerase chain reaction (PCR) in allele detection and GHR genotyping from archived samples, including those with poor genomic deoxyribonucleic acid quality/quantity such as formalin fixed, paraffin embedded, blood, and serum. Furthermore, this assay is suitable for high through put 96 or 384-well plate quantitative PCR machines with automated genotype calling software. The TaqMan genotyping assay can increase the data obtained from precious archival human samples.
Collapse
Affiliation(s)
- Rebecca A Pelekanos
- Experimental Fetal Medicine Group, UQ Centre for Clinical Research, The University of Queensland, Herston, QLD, 4029, Australia,
| | | | | | | | | | | |
Collapse
|
37
|
Steiner C, Tille JC, Lamerz J, Kux van Geijtenbeek S, McKee TA, Venturi M, Rubbia-Brandt L, Hochstrasser D, Cutler P, Lescuyer P, Ducret A. Quantification of HER2 by Targeted Mass Spectrometry in Formalin-Fixed Paraffin-Embedded (FFPE) Breast Cancer Tissues. Mol Cell Proteomics 2015; 14:2786-99. [PMID: 26149442 DOI: 10.1074/mcp.o115.049049] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2015] [Indexed: 11/06/2022] Open
Abstract
The ability to accurately quantify proteins in formalin-fixed paraffin-embedded tissues using targeted mass spectrometry opens exciting perspectives for biomarker discovery. We have developed and evaluated a selectedreaction monitoring assay for the human receptor tyrosine-protein kinase erbB-2 (HER2) in formalin-fixed paraffin-embedded breast tumors. Peptide candidates were identified using an untargeted mass spectrometry approach in relevant cell lines. A multiplexed assay was developed for the six best candidate peptides and evaluated for linearity, precision and lower limit of quantification. Results showed a linear response over a calibration range of 0.012 to 100 fmol on column (R(2): 0.99-1.00).The lower limit of quantification was 0.155 fmol on column for all peptides evaluated. The six HER2 peptides were quantified by selected reaction monitoring in a cohort of 40 archival formalin-fixed paraffin-embedded tumor tissues from women with invasive breast carcinomas, which showed different levels of HER2 gene amplification as assessed by standard methods used in clinical pathology. The amounts of the six HER2 peptides were highly and significantly correlated with each other, indicating that peptide levels can be used as surrogates of protein amounts in formalin-fixed paraffin-embedded tissues. After normalization for sample size, selected reaction monitoring peptide measurements were able to correctly predict 90% of cases based on HER2 amplification as defined by the American Society of Clinical Oncology and College of American Pathologists. In conclusion, the developed assay showed good analytical performance and a high agreement with immunohistochemistry and fluorescence in situ hybridization data. This study demonstrated that selected reaction monitoring allows to accurately quantify protein expression in formalin-fixed paraffin-embedded tissues and represents therefore a powerful approach for biomarker discovery studies. The untargeted mass spectrometry data is available via ProteomeXchange whereas the quantification data by selected reaction monitoring is available on the Panorama Public website.
Collapse
Affiliation(s)
- Carine Steiner
- From the ‡Division of Laboratory Medicine, Geneva University Hospitals, Rue Gabrielle-Perret-Gentil 4, CH-1211 Geneva, Switzerland; §Translational Technologies and Bioinformatics, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Grenzacherstrasse 124, CH-4070 Basel, Switzerland;
| | - Jean-Christophe Tille
- ¶Division of Clinical Pathology, Geneva University Hospitals, Rue Gabrielle-Perret-Gentil 4, CH-1211 Geneva, Switzerland
| | - Jens Lamerz
- §Translational Technologies and Bioinformatics, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Grenzacherstrasse 124, CH-4070 Basel, Switzerland
| | - Sabine Kux van Geijtenbeek
- §Translational Technologies and Bioinformatics, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Grenzacherstrasse 124, CH-4070 Basel, Switzerland
| | - Thomas A McKee
- ¶Division of Clinical Pathology, Geneva University Hospitals, Rue Gabrielle-Perret-Gentil 4, CH-1211 Geneva, Switzerland
| | - Miro Venturi
- ‖Oncology Division, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Penzberg, Roche Diagnostics GmbH, Nonnenwald 2, D-82377 Penzberg, Germany
| | - Laura Rubbia-Brandt
- ¶Division of Clinical Pathology, Geneva University Hospitals, Rue Gabrielle-Perret-Gentil 4, CH-1211 Geneva, Switzerland
| | - Denis Hochstrasser
- From the ‡Division of Laboratory Medicine, Geneva University Hospitals, Rue Gabrielle-Perret-Gentil 4, CH-1211 Geneva, Switzerland
| | - Paul Cutler
- §Translational Technologies and Bioinformatics, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Grenzacherstrasse 124, CH-4070 Basel, Switzerland
| | - Pierre Lescuyer
- From the ‡Division of Laboratory Medicine, Geneva University Hospitals, Rue Gabrielle-Perret-Gentil 4, CH-1211 Geneva, Switzerland
| | - Axel Ducret
- §Translational Technologies and Bioinformatics, Pharmaceutical Sciences, Roche Pharma Research & Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche AG, Grenzacherstrasse 124, CH-4070 Basel, Switzerland
| |
Collapse
|
38
|
Roberts JN, Karvonen C, Graham K, Weinfeld M, Joy AA, Koebel M, Morris D, Robson PJ, Johnston RN, Brockton NT. Biobanking in the Twenty-First Century: Driving Population Metrics into Biobanking Quality. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2015; 864:95-114. [DOI: 10.1007/978-3-319-20579-3_8] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
|
39
|
Qualitative and quantitative proteomic analysis of formalin-fixed paraffin-embedded (FFPE) tissue. Methods Mol Biol 2015; 1295:109-15. [PMID: 25820718 DOI: 10.1007/978-1-4939-2550-6_10] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Formalin-fixed, paraffin-embedded (FFPE) tissue has recently gained interest as an alternative to fresh/frozen tissue for retrospective protein biomarker discovery. However, during the formalin fixation proteins undergo degradation and cross-linking, making conventional protein analysis technologies challenging. Cross-linking is even more challenging when quantitative proteome analysis of FFPE tissue is planned. The use of conventional protein labeling technologies on FFPE tissue has turned out to be problematic as the lysine residue labeling targets are frequently blocked by the formalin treatment. We have established a qualitative and quantitative proteomics analysis technique for FFPE tissues that combines label-free proteomic analysis with optimized protein extraction and separation conditions.
Collapse
|
40
|
Steiner C, Ducret A, Tille JC, Thomas M, McKee TA, Rubbia-Brandt L, Scherl A, Lescuyer P, Cutler P. Applications of mass spectrometry for quantitative protein analysis in formalin-fixed paraffin-embedded tissues. Proteomics 2014; 14:441-51. [PMID: 24339433 PMCID: PMC4265304 DOI: 10.1002/pmic.201300311] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2013] [Revised: 11/04/2013] [Accepted: 11/11/2013] [Indexed: 12/12/2022]
Abstract
Proteomic analysis of tissues has advanced in recent years as instruments and methodologies have evolved. The ability to retrieve peptides from formalin-fixed paraffin-embedded tissues followed by shotgun or targeted proteomic analysis is offering new opportunities in biomedical research. In particular, access to large collections of clinically annotated samples should enable the detailed analysis of pathologically relevant tissues in a manner previously considered unfeasible. In this paper, we review the current status of proteomic analysis of formalin-fixed paraffin-embedded tissues with a particular focus on targeted approaches and the potential for this technique to be used in clinical research and clinical diagnosis. We also discuss the limitations and perspectives of the technique, particularly with regard to application in clinical diagnosis and drug discovery.
Collapse
Affiliation(s)
- Carine Steiner
- Division of Laboratory Medicine, Geneva University Hospital, Geneva, Switzerland; Human Protein Sciences Department, University of Geneva, Geneva, Switzerland; Translational Technologies and Bioinformatics, Pharma Research and Early Development, F. Hoffmann-La Roche AG, Basel, Switzerland
| | | | | | | | | | | | | | | | | |
Collapse
|
41
|
Lai X, Schneider BP. Integrated and convenient procedure for protein extraction from formalin-fixed, paraffin-embedded tissues for LC-MS/MS analysis. Proteomics 2014; 14:2623-7. [DOI: 10.1002/pmic.201400110] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2014] [Revised: 07/09/2014] [Accepted: 07/31/2014] [Indexed: 11/10/2022]
Affiliation(s)
- Xianyin Lai
- Department of Biochemistry and Molecular Biology; Indiana University School of Medicine; Indianapolis IN USA
- Department of Cellular and Integrative Physiology; Indiana University School of Medicine; Indianapolis IN USA
| | - Bryan P. Schneider
- Department of Medicine; Indiana University School of Medicine; Indianapolis IN USA
- Department of Medical & Molecular Genetics; Indiana University School of Medicine; Indianapolis IN USA
| |
Collapse
|
42
|
Longuespée R, Fléron M, Pottier C, Quesada-Calvo F, Meuwis MA, Baiwir D, Smargiasso N, Mazzucchelli G, De Pauw-Gillet MC, Delvenne P, De Pauw E. Tissue Proteomics for the Next Decade? Towards a Molecular Dimension in Histology. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2014; 18:539-52. [DOI: 10.1089/omi.2014.0033] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Affiliation(s)
- Rémi Longuespée
- Mass Spectrometry Laboratory, GIGA-Research, Department of Chemistry, University of Liège, Liège, Belgium
| | - Maximilien Fléron
- Mammalian Cell Culture Laboratory, GIGA-Research, Department of Biomedical and Preclinical Sciences, University of Liège, Liège, Belgium
| | - Charles Pottier
- Laboratory of Experimental Pathology, GIGA-Cancer, Department of Pathology, University of Liège, Liège, Belgium
| | - Florence Quesada-Calvo
- Hepato-Gastroenterology and Digestive Oncology Department, Liège University Hospital, University of Liège, Liège, Belgium
| | - Marie-Alice Meuwis
- Hepato-Gastroenterology and Digestive Oncology Department, Liège University Hospital, University of Liège, Liège, Belgium
| | - Dominique Baiwir
- GIGA-R, GIGA Proteomic Facilities, University of Liège, Liège, Belgium
| | - Nicolas Smargiasso
- Mass Spectrometry Laboratory, GIGA-Research, Department of Chemistry, University of Liège, Liège, Belgium
| | - Gabriel Mazzucchelli
- Mass Spectrometry Laboratory, GIGA-Research, Department of Chemistry, University of Liège, Liège, Belgium
| | - Marie-Claire De Pauw-Gillet
- Mammalian Cell Culture Laboratory, GIGA-Research, Department of Biomedical and Preclinical Sciences, University of Liège, Liège, Belgium
| | - Philippe Delvenne
- Laboratory of Experimental Pathology, GIGA-Cancer, Department of Pathology, University of Liège, Liège, Belgium
| | - Edwin De Pauw
- Mass Spectrometry Laboratory, GIGA-Research, Department of Chemistry, University of Liège, Liège, Belgium
| |
Collapse
|
43
|
Mansour A, Chatila R, Bejjani N, Dagher C, Faour WH. A novel xylene-free deparaffinization method for the extraction of proteins from human derived formalin-fixed paraffin embedded (FFPE) archival tissue blocks. MethodsX 2014; 1:90-5. [PMID: 26150940 PMCID: PMC4472860 DOI: 10.1016/j.mex.2014.07.006] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2014] [Revised: 07/18/2014] [Accepted: 07/30/2014] [Indexed: 11/24/2022] Open
Abstract
Protein detection methods in formalin-fixed paraffin embedded (FFPE) tissue blocks are widely used in research and clinical setting in order to diagnose or to confirm a diagnosis of various types of diseases. Therefore, multiple protein extraction methods from FFPE tissue sections have been developed in this regard. However, the yield and the quality of proteins extracted from FFPE tissues are significantly reduced in blocks stored for longer periods of time. Regardless the protein extraction method used, tissue sections must be first deparaffinized with xylene, and then washed in serial dilutions of ethanol in order to remove the toxic organic solvent “xylene” and rehydrate the tissue. The objective of this study was first to develop a method to deparaffinize FFPE blocks that excludes the use of toxic solvent “xylene”. Second minimize the time required to perform the extraction. Here we describe a method where:The entire paraffin embedded blocks are deparaffinized and rehydrated using only hot distilled water as a substitute for both xylene and ethanol The entire procedure takes about 15 min Deparaffinized blocks are immediately homogenized in lysis buffer, and the obtained lysate analyzed by Western blot.
With this new modified technique, we were able to successfully detect actin and AKT proteins in lysates from blocks embedded in paraffin for up to 9 years.
Collapse
Affiliation(s)
- Anthony Mansour
- School of Medicine, Lebanese American University, Byblos, Lebanon
| | - Rajaa Chatila
- School of Medicine, Lebanese American University, Byblos, Lebanon ; Lebanese American University Medical Center - Rizk Hospital, Beirut, Lebanon
| | - Noha Bejjani
- Lebanese American University Medical Center - Rizk Hospital, Beirut, Lebanon
| | - Carole Dagher
- School of Medicine, Lebanese American University, Byblos, Lebanon
| | - Wissam H Faour
- School of Medicine, Lebanese American University, Byblos, Lebanon
| |
Collapse
|
44
|
Accessing microenvironment compartments in formalin-fixed paraffin-embedded tissues by protein expression analysis. Bioanalysis 2014; 5:2647-59. [PMID: 24180505 DOI: 10.4155/bio.13.222] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND Formalin-fixed paraffin-embedded (FFPE) samples are an outstanding source of new information regarding disease evolvements. Current research on new biomarkers and diseases features has recently invested resources in FFPE-related projects. RESULTS In order to initiate clinical protein-expression studies using minute amount of biological material, a workflow based on the combination of filter-assisted sample preparation with MS analysis and label-free quantification was developed. Xenograft lung tumor tissue was investigated as a model system. The workflow was optimized and characterized in terms of its reproducibility from a quantitative and qualitative point of view. We proposed a modification of the original filter-assisted sample preparation protocol to improve reproducibility and highlight its potential for the investigation of hydrophobic proteins. CONCLUSIONS Altogether the presented workflow allows analysis of FFPE samples with improvements in the analytical time and performance, and we show its application for lung cancer xenograft tissue samples.
Collapse
|
45
|
Tanca A, Abbondio M, Pisanu S, Pagnozzi D, Uzzau S, Addis MF. Critical comparison of sample preparation strategies for shotgun proteomic analysis of formalin-fixed, paraffin-embedded samples: insights from liver tissue. Clin Proteomics 2014; 11:28. [PMID: 25097466 PMCID: PMC4115481 DOI: 10.1186/1559-0275-11-28] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2014] [Accepted: 07/03/2014] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND The growing field of formalin-fixed paraffin-embedded (FFPE) tissue proteomics holds promise for improving translational research. Direct tissue trypsinization (DT) and protein extraction followed by in solution digestion (ISD) or filter-aided sample preparation (FASP) are the most common workflows for shotgun analysis of FFPE samples, but a critical comparison of the different methods is currently lacking. EXPERIMENTAL DESIGN DT, FASP and ISD workflows were compared by subjecting to the same label-free quantitative approach three independent technical replicates of each method applied to FFPE liver tissue. Data were evaluated in terms of method reproducibility and protein/peptide distribution according to localization, MW, pI and hydrophobicity. RESULTS DT showed lower reproducibility, good preservation of high-MW proteins, a general bias towards hydrophilic and acidic proteins, much lower keratin contamination, as well as higher abundance of non-tryptic peptides. Conversely, FASP and ISD proteomes were depleted in high-MW proteins and enriched in hydrophobic and membrane proteins; FASP provided higher identification yields, while ISD exhibited higher reproducibility. CONCLUSIONS These results highlight that diverse sample preparation strategies provide significantly different proteomic information, and present typical biases that should be taken into account when dealing with FFPE samples. When a sufficient amount of tissue is available, the complementary use of different methods is suggested to increase proteome coverage and depth.
Collapse
Affiliation(s)
- Alessandro Tanca
- Porto Conte Ricerche, S.P. 55 Porto Conte/Capo Caccia Km 8.400, Tramariglio, 07041 Alghero, Italy
| | - Marcello Abbondio
- Porto Conte Ricerche, S.P. 55 Porto Conte/Capo Caccia Km 8.400, Tramariglio, 07041 Alghero, Italy
| | - Salvatore Pisanu
- Porto Conte Ricerche, S.P. 55 Porto Conte/Capo Caccia Km 8.400, Tramariglio, 07041 Alghero, Italy
| | - Daniela Pagnozzi
- Porto Conte Ricerche, S.P. 55 Porto Conte/Capo Caccia Km 8.400, Tramariglio, 07041 Alghero, Italy
| | - Sergio Uzzau
- Porto Conte Ricerche, S.P. 55 Porto Conte/Capo Caccia Km 8.400, Tramariglio, 07041 Alghero, Italy ; Dipartimento di Scienze Biomediche, Università di Sassari, Viale San Pietro 43/B, 07100, Sassari, Italy
| | - Maria Filippa Addis
- Porto Conte Ricerche, S.P. 55 Porto Conte/Capo Caccia Km 8.400, Tramariglio, 07041 Alghero, Italy
| |
Collapse
|
46
|
|
47
|
Hammer E, Ernst FD, Thiele A, Karanam NK, Kujath C, Evert M, Völker U, Barthlen W. Kidney protein profiling of Wilms' tumor patients by analysis of formalin-fixed paraffin-embedded tissue samples. Clin Chim Acta 2014; 433:235-41. [PMID: 24680863 DOI: 10.1016/j.cca.2014.03.020] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2013] [Revised: 03/02/2014] [Accepted: 03/19/2014] [Indexed: 01/31/2023]
Abstract
UNLABELLED Wilms' tumor (nephroblastoma, WT) is the most frequent renal cancer in children. However, molecular details leading to WT have not been characterized sufficiently yet. Proteomic studies might provide new insights but are hampered by limited availability of fresh frozen tissue specimen. Therefore, we tested formalin-fixed paraffin-embedded (FFPE) tissue sections routinely collected for pathological inspection for their use in in-depth-proteomic analyses of WT samples in comparison to fresh frozen specimen. The overlap of the proteins identified was over 65%. Thus we used FFPE material from 7 patients for tandem mass spectrometry based comparison of the proteomes of WT and healthy renal tissues. We detected 262 proteins, which were differentially expressed in tumor compared to healthy renal tissue. The majority of these proteins displayed lower levels in the tumor tissue and only 30% higher levels. For selected candidates data were confirmed by immunohistochemical staining. Correlation analysis of blastemal proportions in WT and protein intensities revealed candidates for tumor stratification. CONCLUSION This proof of principle proteomic study of FFPE tissue sections from WT patients demonstrates that these archived tissues constitute a valuable resource for larger in-depth proteomic studies to identify markers to follow chemotherapy efficiency or for stratification of tumor subtypes.
Collapse
Affiliation(s)
- Elke Hammer
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Friedrich-Ludwig-Jahn-Str. 15a, D-17475 Greifswald, Germany.
| | - Florian D Ernst
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Friedrich-Ludwig-Jahn-Str. 15a, D-17475 Greifswald, Germany; Clinic for Pediatric Surgery, University Medicine Greifswald, Sauerbruchstr. 1, D-17475 Greifswald, Germany.
| | - Andrea Thiele
- Institute for Pathology, University Medicine Greifswald, Friedrich-Loeffler-Str. 23e, D-17489 Greifswald, Germany.
| | - Narasimha Kumar Karanam
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Friedrich-Ludwig-Jahn-Str. 15a, D-17475 Greifswald, Germany.
| | - Christina Kujath
- Clinic for Pediatric Surgery, University Medicine Greifswald, Sauerbruchstr. 1, D-17475 Greifswald, Germany.
| | - Matthias Evert
- Institute for Pathology, University Medicine Greifswald, Friedrich-Loeffler-Str. 23e, D-17489 Greifswald, Germany.
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Friedrich-Ludwig-Jahn-Str. 15a, D-17475 Greifswald, Germany.
| | - Winfried Barthlen
- Clinic for Pediatric Surgery, University Medicine Greifswald, Sauerbruchstr. 1, D-17475 Greifswald, Germany.
| |
Collapse
|
48
|
Gromov P, Moreira JMA, Gromova I. Proteomic analysis of tissue samples in translational breast cancer research. Expert Rev Proteomics 2014; 11:285-302. [DOI: 10.1586/14789450.2014.899469] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
|
49
|
Araújo JE, Oliveira E, Otero-Glez A, Santos Nores J, Igrejas G, Lodeiro C, Capelo JL, Santos HM. A comprehensive factorial design study of variables affecting protein extraction from formalin-fixed kidney tissue samples. Talanta 2013; 119:90-7. [PMID: 24401389 DOI: 10.1016/j.talanta.2013.10.019] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2013] [Revised: 10/03/2013] [Accepted: 10/15/2013] [Indexed: 12/25/2022]
Abstract
Formalin-fixed tissues are an important source of biological samples for biomedical research. However, proteomics analysis of formalin-fixed tissues has been set aside by formalin-induced protein modifications, which reduce protein extraction efficiency. In this study, a two level full factorial experimental design (2(4)) was used to determine the effects of the extracting conditions in the efficiency of protein recovery from formalin-fixed kidney samples. The following variables were assessed: temperature of extraction, pH of extraction, composition of the extracting buffer and the use ultrasonic energy applied with probe. It is clearly demonstrated that when hating and ultrasonic energy are used in conjunction, a 7-fold increase (p < 0.05) in protein extraction is obtained if compared to extracting conditions for which neither heating nor ultrasonic energy are used. The optimization study was done following the amount of protein extracted by UV (Nanodrop(®) technology, protein ABS at 280 nm) and by 1D SDS-PAGE. Extracts obtained with the optimized conditions were subjected to LC-MALDI MS/MS. A total of 112 proteins were identified.
Collapse
Affiliation(s)
- J E Araújo
- BIOSCOPE group, REQUIMTE, Department of Chemistry, Faculty of Science and Technology, University NOVA of Lisbon, Caparica, Portugal; Institute for Biotechnology and Bioengineering, Centre of Genomics and Biotechnology, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - E Oliveira
- BIOSCOPE group, REQUIMTE, Department of Chemistry, Faculty of Science and Technology, University NOVA of Lisbon, Caparica, Portugal
| | - A Otero-Glez
- Servicio de Nefrología, Complejo Hospitalario Universitario de Ourense, Ourense, España
| | - J Santos Nores
- Servicio de Nefrología, Complejo Hospitalario Universitario de Ourense, Ourense, España
| | - G Igrejas
- Institute for Biotechnology and Bioengineering, Centre of Genomics and Biotechnology, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal; Department of Genetics and Biotechnology, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - C Lodeiro
- BIOSCOPE group, REQUIMTE, Department of Chemistry, Faculty of Science and Technology, University NOVA of Lisbon, Caparica, Portugal
| | - J L Capelo
- BIOSCOPE group, REQUIMTE, Department of Chemistry, Faculty of Science and Technology, University NOVA of Lisbon, Caparica, Portugal
| | - H M Santos
- BIOSCOPE group, REQUIMTE, Department of Chemistry, Faculty of Science and Technology, University NOVA of Lisbon, Caparica, Portugal; Institute for Biotechnology and Bioengineering, Centre of Genomics and Biotechnology, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal.
| |
Collapse
|