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Youssef O, Loukola A, Zidi-Mouaffak YHS, Tamlander M, Ruotsalainen S, Kilpeläinen E, Mars N, Ripatti S, Palotie A, Donner K, Carpén O. High-Resolution Genotyping of Formalin-Fixed Tissue Accurately Estimates Polygenic Risk Scores in Human Diseases. J Transl Med 2024; 104:100325. [PMID: 38220043 DOI: 10.1016/j.labinv.2024.100325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 12/11/2023] [Accepted: 01/05/2024] [Indexed: 01/16/2024] Open
Abstract
Formalin-fixed paraffin-embedded (FFPE) tissues stored in biobanks and pathology archives are a vast but underutilized source for molecular studies on different diseases. Beyond being the "gold standard" for preservation of diagnostic human tissues, FFPE samples retain similar genetic information as matching blood samples, which could make FFPE samples an ideal resource for genomic analysis. However, research on this resource has been hindered by the perception that DNA extracted from FFPE samples is of poor quality. Here, we show that germline disease-predisposing variants and polygenic risk scores (PRS) can be identified from FFPE normal tissue (FFPE-NT) DNA with high accuracy. We optimized the performance of FFPE-NT DNA on a genome-wide array containing 657,675 variants. Via a series of testing and validation phases, we established a protocol for FFPE-NT genotyping with results comparable with blood genotyping. The median call rate of FFPE-NT samples in the validation phase was 99.85% (range 98.26%-99.94%) and median concordance with matching blood samples was 99.79% (range 98.85%-99.9%). We also demonstrated that a rare pathogenic PALB2 genetic variant predisposing to cancer can be correctly identified in FFPE-NT samples. We further imputed the FFPE-NT genotype data and calculated the FFPE-NT genome-wide PRS in 3 diseases and 4 disease risk variables. In all cases, FFPE-NT and matching blood PRS were highly concordant (all Pearson's r > 0.95). The ability to precisely genotype FFPE-NT on a genome-wide array enables translational genomics applications of archived FFPE-NT samples with the possibility to link to corresponding phenotypes and longitudinal health data.
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Affiliation(s)
- Omar Youssef
- Department of Pathology, University of Helsinki, Helsinki, Finland; Clinical and Chemical Pathology Department, National Cancer Institute, Cairo University, Cairo, Egypt; Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
| | - Anu Loukola
- Helsinki Biobank, Helsinki University Hospital (HUS), Helsinki, Finland
| | - Yossra H S Zidi-Mouaffak
- Department of Pathology, University of Helsinki, Helsinki, Finland; Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland; Helsinki Biobank, Helsinki University Hospital (HUS), Helsinki, Finland
| | - Max Tamlander
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Sanni Ruotsalainen
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Elina Kilpeläinen
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Nina Mars
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland; Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland; Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Clinicum, Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland; Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry, Analytic and Translational Genetics Unit, Department of Medicine, and the Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts
| | - Kati Donner
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Olli Carpén
- Department of Pathology, University of Helsinki, Helsinki, Finland; Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland; Helsinki Biobank, Helsinki University Hospital (HUS), Helsinki, Finland
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Kumar K, Hallikeri K, Oli A, Goni M, Jain A, Poyya J, Shilpasree AS, Javaregowda PK. Quantitative analysis of lncRNA in formalin-fixed paraffin-embedded tissues of oral squamous cell carcinoma. Biotechniques 2023; 75:133-142. [PMID: 37589188 DOI: 10.2144/btn-2023-0033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/18/2023] Open
Abstract
The study evaluated expression profiles of few regulatory lncRNAs in oral squamous cell carcinoma and normal mucosa adjacent to oral cancer using paired fresh frozen and formalin-fixed paraffin-embedded (FFPE) tissues stored at a different duration of time (1-5 years) using real-time quantitative PCR. The quantity and quality of total RNA isolated from FFPE tissues was less compared with that of fresh frozen tissues, which resulted in a noncorrelation of quantification cycle values. Following normalization, the expression of lncRNAs in the paired tissues did not differ significantly. The differential expression of the lncRNAs in the study was consistent with The Cancer Genome Atlas head and neck squamous cell carcinoma database. The study findings demonstrate the possibility of performing accurate quantitative analysis of lncRNAs using short amplicons and standardized real-time quantitative PCR assays in oral squamous cell carcinoma FFPE samples.
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Affiliation(s)
- Kiran Kumar
- Department of Oral and Maxillofacial Pathology and Oral Microbiology, SDM College of Dental Sciences and Hospital (a constituent unit of Shri Dharmasthala Manjunatheshwara University), Dharwad, Karnataka State, 580009, India
| | - Kaveri Hallikeri
- Department of Oral and Maxillofacial Pathology and Oral Microbiology, SDM College of Dental Sciences and Hospital (a constituent unit of Shri Dharmasthala Manjunatheshwara University), Dharwad, Karnataka State, 580009, India
| | - Ajaykumar Oli
- Department of Biomedical Science, SDM Research Institute for Biomedical Sciences (a constituent unit of Shri Dharmasthala Manjunatheshwara University), Dharwad, Karnataka State, 580009, India
| | - Mallikarjun Goni
- Department of Biomedical Science, SDM Research Institute for Biomedical Sciences (a constituent unit of Shri Dharmasthala Manjunatheshwara University), Dharwad, Karnataka State, 580009, India
| | - Apoorva Jain
- Department of Biomedical Science, SDM Research Institute for Biomedical Sciences (a constituent unit of Shri Dharmasthala Manjunatheshwara University), Dharwad, Karnataka State, 580009, India
| | - Jagadeesha Poyya
- Department of Biomedical Science, SDM Research Institute for Biomedical Sciences (a constituent unit of Shri Dharmasthala Manjunatheshwara University), Dharwad, Karnataka State, 580009, India
| | - Alagilavada S Shilpasree
- Department of Biochemistry, SDM College of Medical Sciences and Hospital (a constituent unit of Shri Dharmasthala Manjunatheshwara University), Dharwad, Karnataka State, 580009, India
| | - Palaksha Kanive Javaregowda
- Department of Biomedical Science, SDM Research Institute for Biomedical Sciences (a constituent unit of Shri Dharmasthala Manjunatheshwara University), Dharwad, Karnataka State, 580009, India
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Trecourt A, Rabodonirina M, Mauduit C, Traverse-Glehen A, Devouassoux-Shisheboran M, Meyronet D, Dijoud F, Ginevra C, Chapey-Picq E, Josse E, Martins-Simoes P, Bentaher A, Dupont D, Miossec C, Persat F, Wallon M, Ferry T, Pham F, Simon B, Menotti J. Fungal Integrated Histomolecular Diagnosis Using Targeted Next-Generation Sequencing on Formalin-Fixed Paraffin-Embedded Tissues. J Clin Microbiol 2023; 61:e0152022. [PMID: 36809009 PMCID: PMC10035294 DOI: 10.1128/jcm.01520-22] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 01/30/2023] [Indexed: 02/23/2023] Open
Abstract
Histopathology is the gold standard for fungal infection (FI) diagnosis, but it does not provide a genus and/or species identification. The objective of the present study was to develop targeted next-generation sequencing (NGS) on formalin-fixed tissue samples (FTs) to achieve a fungal integrated histomolecular diagnosis. Nucleic acid extraction was optimized on a first group of 30 FTs with Aspergillus fumigatus or Mucorales infection by macrodissecting the microscopically identified fungal-rich area and comparing Qiagen and Promega extraction methods through DNA amplification by A. fumigatus and Mucorales primers. Targeted NGS was developed on a second group of 74 FTs using three primer pairs (ITS-3/ITS-4, MITS-2A/MITS-2B, and 28S-12-F/28S-13-R) and two databases (UNITE and RefSeq). A prior fungal identification of this group was established on fresh tissues. Targeted NGS and Sanger sequencing results on FTs were compared. To be valid, the molecular identifications had to be compatible with the histopathological analysis. In the first group, the Qiagen method yielded a better extraction efficiency than the Promega method (100% and 86.7% of positive PCRs, respectively). In the second group, targeted NGS allowed fungal identification in 82.4% (61/74) of FTs using all primer pairs, in 73% (54/74) using ITS-3/ITS-4, in 68.9% (51/74) using MITS-2A/MITS-2B, and in 23% (17/74) using 28S-12-F/28S-13-R. The sensitivity varied according to the database used (81% [60/74] using UNITE compared to 50% [37/74] using RefSeq [P = 0.000002]). The sensitivity of targeted NGS (82.4%) was higher than that of Sanger sequencing (45.9%; P < 0.00001). To conclude, fungal integrated histomolecular diagnosis using targeted NGS is suitable on FTs and improves fungal detection and identification.
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Affiliation(s)
- Alexis Trecourt
- Service de Pathologie Multi-Site—Site Sud, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Lyon, France
- Faculté de Médecine Lyon-Sud Charles Mérieux, UR 3738–CICLY–Equipe Inflammation et Immunité de L’épithélium Respiratoire, Université Claude Bernard Lyon 1, Lyon, France
| | - Meja Rabodonirina
- Institut des Agents Infectieux, Service de Parasitologie et Mycologie Médicale, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Faculté de Médecine Lyon Sud Charles Mérieux, Université Claude Bernard Lyon 1, Lyon, France
| | - Claire Mauduit
- Service de Pathologie Multi-Site—Site Sud, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Lyon, France
- Faculté de Médecine Lyon Sud Charles Mérieux, Université Claude Bernard Lyon 1, Lyon, France
- Centre Méditerranéen de Médecine Moléculaire (C3M), Unité 1065, Institut National de la Santé et de la Recherche Médicale, Nice, France
| | - Alexandra Traverse-Glehen
- Service de Pathologie Multi-Site—Site Sud, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Lyon, France
- Faculté de Médecine Lyon Sud Charles Mérieux, Université Claude Bernard Lyon 1, Lyon, France
- Faculté de Médecine Lyon Sud Charles Mérieux, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Université Claude Bernard Lyon 1, Lyon, France
| | - Mojgan Devouassoux-Shisheboran
- Service de Pathologie Multi-Site—Site Sud, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Lyon, France
- Faculté de Médecine Lyon Est, Université Claude Bernard Lyon 1, Lyon, France
| | - David Meyronet
- Faculté de Médecine Lyon Est, Université Claude Bernard Lyon 1, Lyon, France
- Service de Pathologie Multi-site—Site Est, Hospices Civils de Lyon, Centre Hospitalier Lyon Est, Lyon, France
| | - Frédérique Dijoud
- Faculté de Médecine Lyon Est, Université Claude Bernard Lyon 1, Lyon, France
- Service de Pathologie Multi-site—Site Est, Hospices Civils de Lyon, Centre Hospitalier Lyon Est, Lyon, France
| | - Christophe Ginevra
- Institut des Agents Infectieux, Génomique Épidémiologique des Maladies Infectieuses (GENEPII), Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Institut des Agents Infectieux, Centre National de Référence des Légionelles, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
| | - Emmanuelle Chapey-Picq
- Institut des Agents Infectieux, Service de Parasitologie et Mycologie Médicale, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Faculté de Médecine Lyon Sud Charles Mérieux, Université Claude Bernard Lyon 1, Lyon, France
| | - Emilie Josse
- Institut des Agents Infectieux, Service de Parasitologie et Mycologie Médicale, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
| | - Patricia Martins-Simoes
- Institut des Agents Infectieux, Génomique Épidémiologique des Maladies Infectieuses (GENEPII), Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Institut des Agents Infectieux, Centre National de Référence des Staphyloccoques, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
| | - Abderrazzak Bentaher
- Faculté de Médecine Lyon-Sud Charles Mérieux, UR 3738–CICLY–Equipe Inflammation et Immunité de L’épithélium Respiratoire, Université Claude Bernard Lyon 1, Lyon, France
- Faculté de Médecine Lyon Sud Charles Mérieux, Université Claude Bernard Lyon 1, Lyon, France
| | - Damien Dupont
- Institut des Agents Infectieux, Service de Parasitologie et Mycologie Médicale, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Faculté de Médecine Lyon Est, Université Claude Bernard Lyon 1, Lyon, France
| | - Charline Miossec
- Institut des Agents Infectieux, Service de Parasitologie et Mycologie Médicale, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
| | - Florence Persat
- Faculté de Médecine Lyon-Sud Charles Mérieux, UR 3738–CICLY–Equipe Inflammation et Immunité de L’épithélium Respiratoire, Université Claude Bernard Lyon 1, Lyon, France
- Institut des Agents Infectieux, Service de Parasitologie et Mycologie Médicale, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Faculté de Médecine Lyon Est, Université Claude Bernard Lyon 1, Lyon, France
| | - Martine Wallon
- Institut des Agents Infectieux, Service de Parasitologie et Mycologie Médicale, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Faculté de Médecine Lyon Sud Charles Mérieux, Université Claude Bernard Lyon 1, Lyon, France
| | - Tristan Ferry
- Faculté de Médecine Lyon Est, Université Claude Bernard Lyon 1, Lyon, France
- Service de Maladies Infectieuses et Tropicales, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
| | - Félix Pham
- Service de Dermatologie, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Lyon, France
| | - Bruno Simon
- Institut des Agents Infectieux, Génomique Épidémiologique des Maladies Infectieuses (GENEPII), Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Institut des Agents Infectieux, Service de Virologie, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
| | - Jean Menotti
- Faculté de Médecine Lyon-Sud Charles Mérieux, UR 3738–CICLY–Equipe Inflammation et Immunité de L’épithélium Respiratoire, Université Claude Bernard Lyon 1, Lyon, France
- Institut des Agents Infectieux, Service de Parasitologie et Mycologie Médicale, Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
- Faculté de Médecine Lyon Est, Université Claude Bernard Lyon 1, Lyon, France
- Institut des Agents Infectieux, Génomique Épidémiologique des Maladies Infectieuses (GENEPII), Hospices Civils de Lyon, Hôpital Croix-Rousse, Lyon, France
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4
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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: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [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.
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5
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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: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 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.
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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
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Bulane A, Goedhals D, Seedat RY, Goedhals J, Burt F. Human papillomavirus DNA in head and neck squamous cell carcinomas in the Free State, South Africa. J Med Virol 2020; 92:227-233. [PMID: 31347711 DOI: 10.1002/jmv.25556] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2019] [Accepted: 07/24/2019] [Indexed: 01/01/2023]
Abstract
Human papillomaviruses (HPVs) have been associated with a subset of head and neck squamous cell carcinomas (HNSCCs). The aim of this study was to determine the prevalence of HPV DNA in archived formalin-fixed paraffin-embedded tissue from patients with histologically confirmed HNSCCs in a South African cohort. A nested PCR was used for the detection of HPV DNA targeting the L1 gene. Positive samples were confirmed using an in-house hemi-nested PCR targeting the E6 gene and genotyped by sequence determination of amplicons. HPV DNA was detected in 57/780 (7.3%) samples, with the highest prevalence being in the sinonasal tract (16.0%) and oropharynx (10.8%). HPV16 was the most frequently detected type, being found in 26/57 (45.6%) positive samples. The prevalence of HPV DNA in HNSCCs found in this study was lower than that found in developed countries.
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Affiliation(s)
- Atang Bulane
- Division of Virology, University of the Free State, Bloemfontein, South Africa
| | - Dominique Goedhals
- Division of Virology, University of the Free State, Bloemfontein, South Africa.,Division of Virology, National Health Laboratory Service, Bloemfontein, South Africa
| | - Riaz Y Seedat
- Department of Otorhinolaryngology, University of the Free State, Bloemfontein, South Africa.,Department of Otorhinolaryngology, Universitas Academic Hospital, Bloemfontein, South Africa
| | - Jacqueline Goedhals
- Department of Anatomical Pathology, University of the Free State, Bloemfontein, South Africa.,Department of Anatomical Pathology, National Health Laboratory Service, Bloemfontein, South Africa
| | - Felicity Burt
- Division of Virology, University of the Free State, Bloemfontein, South Africa.,Division of Virology, National Health Laboratory Service, Bloemfontein, South Africa
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Lee DK, Rubakhin SS, Kusmartseva I, Wasserfall C, Atkinson MA, Sweedler JV. Removing Formaldehyde-Induced Peptidyl Crosslinks Enables Mass Spectrometry Imaging of Peptide Hormone Distributions from Formalin-Fixed Paraffin-Embedded Tissues. Angew Chem Int Ed Engl 2020; 59:22584-22590. [PMID: 32762062 DOI: 10.1002/anie.202008847] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 08/05/2020] [Indexed: 12/14/2022]
Abstract
Linking molecular and chemical changes to human disease states depends on the availability of appropriate clinical samples, mostly preserved as formalin-fixed paraffin-embedded (FFPE) specimens stored in tissue banks. Mass spectrometry imaging (MSI) enables the visualization of the spatiotemporal distribution of molecules in biological samples. However, MSI is not effective for imaging FFPE tissues because of the chemical modifications of analytes, including complex crosslinking between nucleophilic moieties. Here we used an MS-compatible inorganic nucleophile, hydroxylamine hydrochloride, to chemically reverse inter- and intra-crosslinks from endogenous molecules. The analyte restoration appears specific for formaldehyde-reactive amino acids. This approach enabled the MSI-assisted localization of pancreatic peptides expressed in the alpha, beta, and gamma cells. Pancreatic islet-like distributions of islet hormones were observed in human FFPE tissues preserved for more than five years, demonstrating that samples from biobanks can effectively be investigated with MSI.
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Affiliation(s)
- Dong-Kyu Lee
- Department of Chemistry and Beckman institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 S. Mathews Ave., Urbana, IL, 61801, USA
| | - Stanislav S Rubakhin
- Department of Chemistry and Beckman institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 S. Mathews Ave., Urbana, IL, 61801, USA
| | - Irina Kusmartseva
- Department of Pathology, Immunology and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL, 32610, USA
| | - Clive Wasserfall
- Department of Pathology, Immunology and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL, 32610, USA
| | - Mark A Atkinson
- Department of Pathology, Immunology and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL, 32610, USA
| | - Jonathan V Sweedler
- Department of Chemistry and Beckman institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 S. Mathews Ave., Urbana, IL, 61801, USA
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8
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Youssef O, Almangush A, Zidi YHS, Loukola A, Carpén O. Nonmalignant Formalin-Fixed Paraffin-Embedded Tissues as a Source to Study Germline Variants and Cancer Predisposition: A Systematic Review. Biopreserv Biobank 2020; 18:337-345. [PMID: 32551987 DOI: 10.1089/bio.2020.0021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Background: Archived formalin-fixed paraffin-embedded (FFPE) specimens from nonmalignant tissues derived from cancer patients are a vast and potentially valuable resource for high-quality genotyping analyses and could have a role in establishing inherited cancer risk. Methods: We systematically searched PubMed, Ovid MEDLINE, and Scopus databases for all articles that compared genotyping performance of DNA from nonmalignant FFPE tissue with blood DNA derived from cancer patients irrespective of tumor type. Two independent researchers screened the retrieved studies, removed duplicates, excluded irrelevant studies, and extracted genotyping data from the eligible studies. These studies included, but were not limited to, genotyping technique, reported call rate, and concordance. Results: Thirteen studies were reviewed, in which DNA from nonmalignant FFPE tissues derived from cancer patients was successfully purified and genotyped. All these studies used different approaches for genotyping of DNA from nonmalignant FFPE tissues to amplify single nucleotide polymorphisms (SNPs) and to estimate of loss of heterozygosity. The concordance between genotypes from nonmalignant FFPE tissues and blood derived from cancer patients was observed to be high, whereas the call rate of the tested SNPs was not reported in all included studies. Conclusion: This review illustrates that DNA from nonmalignant FFPE tissues derived from cancer patients can serve as an alternative and reliable source for assessment of germline DNA for various purposes, including assessment of cancer predisposition.
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Affiliation(s)
- Omar Youssef
- Department of Pathology, University of Helsinki, Helsinki, Finland.,Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Alhadi Almangush
- Department of Pathology, University of Helsinki, Helsinki, Finland.,Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Department of Pathology, Institute of Biomedicine, University of Turku, Turku, Finland
| | - Yossra H S Zidi
- Department of Pathology, University of Helsinki, Helsinki, Finland.,Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Anu Loukola
- Department of Pathology, University of Helsinki, Helsinki, Finland.,Helsinki Biobank, HUS Helsinki University Hospital, Helsinki, Finland
| | - Olli Carpén
- Department of Pathology, University of Helsinki, Helsinki, Finland.,Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Helsinki Biobank, HUS Helsinki University Hospital, Helsinki, Finland
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Njau AN, Gakinya SM, Sayed S, Moloo Z. Xpert ® MTB/RIF assay on formalin-fixed paraffin-embedded tissues in the diagnosis of extrapulmonary tuberculosis. Afr J Lab Med 2019; 8:748. [PMID: 31616616 PMCID: PMC6779992 DOI: 10.4102/ajlm.v8i1.748] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2017] [Accepted: 02/08/2019] [Indexed: 11/22/2022] Open
Abstract
Background Diagnosis of extrapulmonary tuberculosis continues to be a challenge due to the complexity of the causative organism and the wide array of pathologic features seen in this infection. Xpert MTB/RIF can be used on fresh or frozen tissue specimens for diagnosis of tuberculosis with good results. However, there is little data on its use with formalin-fixed paraffin-embedded (FFPE) tissues. Objectives The aim of this study was to demonstrate the potential utility of Xpert MTB/RIF and to compare its performance to Ziehl-Neelsen staining for the detection of Mycobacterium tuberculosis from FFPE tissues using histological features from haematoxylin and eosin staining as the gold standard. Methods Eighty randomly selected archival FFPE tissues exhibiting histological features of tuberculosis were included in the study. After deparaffinisation and lysis, all the tissue specimens were subjected to the Xpert® MTB/RIF assay. The outcome measures were proportions of positively identified cases by each test. Results Using histology as the gold standard, the sensitivity of Ziehl-Neelsen staining was 20.3% (95% confidence interval: 12% – 30.8%), and the sensitivity of the Xpert® MTB/RIF assay was 53.2% (95% confidence interval: 41.6% – 64.9%); the difference was statistically significant (p = 0.002). None of the cases tested positive for rifampicin resistance. Conclusion With prior deparaffinisation and lysis, FFPE tissues are amenable to testing by Xpert® MTB/RIF assay. A validation study to determine the clinical utility, analytical optimisation and cost implications of this assay for FFPE tissues is recommended.
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Affiliation(s)
- Allan N Njau
- Department of Pathology and Laboratory Medicine, Aga Khan University Hospital, Nairobi, Kenya
| | - Samuel M Gakinya
- Department of Pathology and Laboratory Medicine, Aga Khan University Hospital, Nairobi, Kenya
| | - Shahin Sayed
- Department of Pathology and Laboratory Medicine, Aga Khan University Hospital, Nairobi, Kenya
| | - Zahir Moloo
- Department of Pathology and Laboratory Medicine, Aga Khan University Hospital, Nairobi, Kenya
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Auerbach SS, Xu M, Merrick BA, Hoenerhoff MJ, Phadke D, Taxman DJ, Shah R, Hong HHL, Ton TV, Kovi RC, Sills RC, Pandiri AR. Exome Sequencing of Fresh-frozen or Formalin-fixed Paraffin-embedded B6C3F1/N Mouse Hepatocellular Carcinomas Arising Either Spontaneously or due to Chronic Chemical Exposure. Toxicol Pathol 2018; 46:706-718. [PMID: 30045675 DOI: 10.1177/0192623318789398] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Hepatocellular carcinoma (HCC) is the third leading cause of cancer-related death worldwide; however, the mutational properties of HCC-associated carcinogens remain largely uncharacterized. We hypothesized that mechanisms underlying chemical-induced HCC can be characterized by evaluating the mutational spectra of these tumors. To test this hypothesis, we performed exome sequencing of B6C3F1/N HCCs that arose either spontaneously in vehicle controls ( n = 3) or due to chronic exposure to gingko biloba extract (GBE; n = 4) or methyleugenol (MEG; n = 3). Most archived tumor samples are available as formalin-fixed paraffin-embedded (FFPE) blocks, rather than fresh-frozen (FF) samples; hence, exome sequencing from paired FF and FFPE samples was compared. FF and FFPE samples showed 63% to 70% mutation concordance. Multiple known (e.g., Ctnnb1T41A, BrafV637E) and novel (e.g., Erbb4C559S, Card10A700V, and Klf11P358L) mutations in cancer-related genes were identified. The overall mutational burden was greater for MEG than for GBE or spontaneous HCC samples. To characterize the mutagenic mechanisms, we analyzed the mutational spectra in the HCCs according to their trinucleotide motifs. The MEG tumors clustered closest to Catalogue of Somatic Mutations in Cancer signatures 4 and 24, which are, respectively, associated with benzo(a)pyrene- and aflatoxin-induced HCCs in humans. These results establish a novel approach for classifying liver carcinogens and understanding the mechanisms of hepatocellular carcinogenesis.
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Affiliation(s)
- Scott S Auerbach
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA
| | - Miaofei Xu
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA
| | - B Alex Merrick
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA
| | - Mark J Hoenerhoff
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA.,2 Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Dhiral Phadke
- 3 Sciome LLC, Research Triangle Park, North Carolina, USA
| | - Debra J Taxman
- 3 Sciome LLC, Research Triangle Park, North Carolina, USA
| | - Ruchir Shah
- 3 Sciome LLC, Research Triangle Park, North Carolina, USA
| | - Hue-Hua L Hong
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA
| | - Thai-Vu Ton
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA
| | - Ramesh C Kovi
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA.,4 Experimental Pathology Laboratories Inc., Research Triangle Park, North Carolina, USA
| | - Robert C Sills
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA
| | - Arun R Pandiri
- 1 Division of the National Toxicology Program, NIEHS, Research Triangle Park, North Carolina, USA
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11
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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: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [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.
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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.
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12
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Lim JCT, Yeong JPS, Lim CJ, Ong CCH, Wong SC, Chew VSP, Ahmed SS, Tan PH, Iqbal J. An automated staining protocol for seven-colour immunofluorescence of human tissue sections for diagnostic and prognostic use. Pathology 2018; 50:333-341. [PMID: 29429740 DOI: 10.1016/j.pathol.2017.11.087] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Revised: 11/09/2017] [Accepted: 11/14/2017] [Indexed: 02/06/2023]
Abstract
Multiplex immunofluorescence (mIF) allows simultaneous antibody-based detection and quantification of the expression of up to six markers, plus a nuclear counterstain, on a single tissue section. Recent studies have shown the potential for mIF to advance our understanding of complex disease processes, including cancer. It is important that the technique be standardised and validated to facilitate its transition into clinical use. Traditional approaches to mIF rely on manual processing of sections, which is time-consuming and a source of significant variation between samples/individuals. Here we determined if an automated diagnostic tissue stainer could be used for mIF incorporating tyramide signal amplification (TSA), and how the final image quality compared with sections stained semi-automatically or manually. Using tissue microarrays of fixed human breast tumour sections, we observed comparable antibody labelling between the diagnostic autostainer and manual technique. The diagnostic autostainer produced higher signal intensity with similar spectral unmixing efficiency. We also found that microwave treatment for antibody stripping during TSA labelling could be replaced by the heating option incorporated within the diagnostic-use autostainer. These data show that diagnostic autostainers used for traditional immunohistochemistry protocols can be readily adapted to achieve rapid preparation of high-quality sections using a TSA method for clinical mIF.
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Affiliation(s)
| | - Joe Poh Sheng Yeong
- Department of Anatomical Pathology, Singapore General Hospital, Singapore; Singapore Immunology Network, Agency of Science, Technology and Research, Singapore
| | - Chun Jye Lim
- SingHealth Translational Immunology and Inflammation Centre, Singapore
| | | | - Siew Cheng Wong
- Singapore Immunology Network, Agency of Science, Technology and Research, Singapore
| | | | | | - Puay Hoon Tan
- Division of Pathology, Singapore General Hospital, Singapore; Duke-NUS Medical School, Singapore
| | - Jabed Iqbal
- Department of Anatomical Pathology, Singapore General Hospital, Singapore; Duke-NUS Medical School, Singapore.
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13
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Graveel CR, Calderone HM, Westerhuis JJ, Winn ME, Sempere LF. Critical analysis of the potential for microRNA biomarkers in breast cancer management. Breast Cancer (Dove Med Press) 2015; 7:59-79. [PMID: 25759599 PMCID: PMC4346363 DOI: 10.2147/bctt.s43799] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Breast cancer is a complex and heterogeneous disease. Signaling by estrogen receptor (ER), progesterone receptor (PR), and/or human EGF-like receptor 2 (HER2) is a main driver in the development and progression of a large majority of breast tumors. Molecular characterization of primary tumors has identified major subtypes that correlate with ER/PR/HER2 status, and also subgroup divisions that indicate other molecular and cellular features of the tumors. While some of these research findings have been incorporated into clinical practice, several challenges remain to improve breast cancer management and patient survival, for which the integration of novel biomarkers into current practice should be beneficial. microRNAs (miRNAs) are a class of short non-coding regulatory RNAs with an etiological contribution to breast carcinogenesis. miRNA-based diagnostic and therapeutic applications are rapidly emerging as novel potential approaches to manage and treat breast cancer. Rapid technological development enables specific and sensitive detection of individual miRNAs or the entire miRNome in tissues, blood, and other biological specimens from breast cancer patients. This review focuses on recent miRNA research and its potential to address unmet clinical needs and challenges. The four sections presented discuss miRNA findings in the context of the following clinical challenges: biomarkers for early detection; prognostic and predictive biomarkers for treatment decisions using targeted therapies against ER and HER2; diagnostic and prognostic biomarkers for subgrouping of triple-negative breast cancer, for which there are currently no targeted therapies; and biomarkers for monitoring and characterization of metastatic breast cancer. The review concludes with a critical analysis of the current state of miRNA breast cancer research and the need for further studies using large patient cohorts under well-controlled conditions before considering the clinical implementation of miRNA biomarkers.
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Affiliation(s)
- Carrie R Graveel
- Breast Cancer Signaling and Therapeutics Team, Program in Molecular Oncology and Pre-clinical Therapeutics, Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, MI, USA
| | - Heather M Calderone
- Laboratory of microRNA Diagnostics and Therapeutics, Program in Skeletal Disease and Tumor Microenvironment, Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, MI, USA
| | - Jennifer J Westerhuis
- Laboratory of microRNA Diagnostics and Therapeutics, Program in Skeletal Disease and Tumor Microenvironment, Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, MI, USA
| | - Mary E Winn
- Bioinformatics and Biostatistics Core, Program for Technologies and Cores, Van Andel Research Institute, Grand Rapids, MI, USA
| | - Lorenzo F Sempere
- Laboratory of microRNA Diagnostics and Therapeutics, Program in Skeletal Disease and Tumor Microenvironment, Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, MI, USA
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14
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Abstract
miRNAs are short, non-coding, regulatory RNAs that exert cell type-dependent, context-dependent, transcriptome-wide gene expression control under physiological and pathological conditions. Tissue slide-based assays provide qualitative (tumor compartment) and semi-quantitative (expression levels) information about altered miRNA expression at single-cell resolution in clinical tumor specimens. Reviewed here are key technological advances in the last 5 years that have led to implementation of fully automated, robust and reproducible tissue slide-based assays for in situ miRNA detection on US FDA-approved instruments; recent tissue slide-based discovery studies that suggest potential clinical applications of specific miRNAs in cancer medicine are highlighted; and the challenges in bringing tissue slide-based miRNA assays into the clinic are discussed, including clinical validation, biomarker performance, biomarker space and integration with other biomarkers.
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Affiliation(s)
- Lorenzo F Sempere
- Laboratory of microRNA Diagnostics and Therapeutics, Van Andel Research Institute, 333 Bostwick Ave, N.E, Grand Rapids, MI 49503, USA
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15
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Chung JY, Yi JM, Xie R, Brown V, Lee O, Ahuja N, Braunschweig T, Hewitt SM. A pressure cooking-based DNA extraction from archival formalin-fixed, paraffin-embedded tissue. Anal Biochem 2012; 425:128-34. [PMID: 22449494 PMCID: PMC3358925 DOI: 10.1016/j.ab.2012.03.012] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2012] [Revised: 03/15/2012] [Accepted: 03/16/2012] [Indexed: 12/18/2022]
Abstract
As emerging novel DNA-based methodologies are adopted, nucleic acid-based assays depend critically on the quality and quantity of extracted DNA. Formalin-fixed, paraffin embedded (FFPE) tissue samples provide an invaluable resource for subsequent molecular studies of clinical phenotypes, but high-quality DNA extraction from archival FFPE tissue specimens remains complex and time-consuming. To address this challenge, we have developed a reliable rapid DNA extraction method for FFPE tissue specimens. It is based on deparaffinization at high temperature coupled with relieving crosslink in a pressure cooker. The DNA yield by this rapid method resulted in an average 1.8-fold increase in comparison with the commercial kit and OD 260/280 ratios between 1.87 and 1.95. The DNA obtained by the rapid method was suitable for methylation analyses in colon cancer patients. These data suggest that this new DNA extraction method coupled with methylation-specific polymerase chain reaction can be used for epigenetic studies with the advantages of rapidity and high quality and may contribute to the development of biomarkers in clinical studies.
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Affiliation(s)
- Joon-Yong Chung
- Tissue Array Research Program, Laboratory of Pathology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Joo Mi Yi
- Departments of Oncology, Johns Hopkins University, Baltimore, MD 21287, USA
| | - Ran Xie
- Tissue Array Research Program, Laboratory of Pathology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Victoria Brown
- Tissue Array Research Program, Laboratory of Pathology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Olivia Lee
- Tissue Array Research Program, Laboratory of Pathology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Nita Ahuja
- Departments of Surgery, Johns Hopkins University, Baltimore, MD 21287, USA
| | | | - Stephen M. Hewitt
- Tissue Array Research Program, Laboratory of Pathology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
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