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Azzalini E, Di Stefano B, Canzonieri V, Venesio T, Miglio U, Marchiò C, Sapino A, Previderè C, Fattorini P, Bonin S. Quantifying mRNA in Highly Degraded Fixed Tissues by Nanostring Technology: A Comparative Study. Methods Protoc 2024; 7:40. [PMID: 38804334 PMCID: PMC11130824 DOI: 10.3390/mps7030040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 05/01/2024] [Accepted: 05/02/2024] [Indexed: 05/29/2024] Open
Abstract
Archive tissues are the most available source of human tissues useful for molecular analysis in translational research. The main issues for those specimens are the modification and degradation of biomolecules, namely proteins, DNA, and RNA. In the last decade, several high-throughput analytical methods have been applied to archive tissues. Although histological tissues are fixed in neutral-buffered formalin nowadays, in the recent past, Bouin's solution was also used in tissue processing. The present study aims to investigate the feasibility of nCounter Nanostring hybridization in quantifying mRNA in highly degraded samples, such as Bouin's fixed and paraffin-embedded (BFPE) tissues, in comparison to the standard formalin-fixed and paraffin-embedded (FFPE) tissues as a source of RNA. A total of 16 paraffin-embedded tissue blocks from eight patients were analyzed (8 were FFPE and 8 were BEPE). Nanostring technology was applied to 300 ng of each RNA sample, whereas 360 ng of the same templates were retrotranscribed and submitted to qPCR and ddPCR. Our results show that the Nanostring technology outperforms the reference methods (ddPCR and qPCR) in detecting target mRNA in FFPE and BFPE samples. However, even Nanostring technology does not escape the limitation imposed by the degradation of the RNA templates, which could lead to misleading conclusions on the gene expression level.
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Affiliation(s)
- Eros Azzalini
- Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.A.); (B.D.S.); (V.C.); (S.B.)
| | - Barbara Di Stefano
- Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.A.); (B.D.S.); (V.C.); (S.B.)
| | - Vincenzo Canzonieri
- Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.A.); (B.D.S.); (V.C.); (S.B.)
- Pathology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, Aviano-National Cancer Institute, 33081 Pordenone, Italy
| | - Tiziana Venesio
- Candiolo Cancer Institute, Fondazione del Piemonte per l’Oncologia-IRCCS, 10060 Candiolo, Italy; (T.V.); (U.M.); (C.M.); (A.S.)
| | - Umberto Miglio
- Candiolo Cancer Institute, Fondazione del Piemonte per l’Oncologia-IRCCS, 10060 Candiolo, Italy; (T.V.); (U.M.); (C.M.); (A.S.)
| | - Caterina Marchiò
- Candiolo Cancer Institute, Fondazione del Piemonte per l’Oncologia-IRCCS, 10060 Candiolo, Italy; (T.V.); (U.M.); (C.M.); (A.S.)
- Department of Medical Sciences, University of Turin, 10126 Turin, Italy
| | - Anna Sapino
- Candiolo Cancer Institute, Fondazione del Piemonte per l’Oncologia-IRCCS, 10060 Candiolo, Italy; (T.V.); (U.M.); (C.M.); (A.S.)
- Department of Medical Sciences, University of Turin, 10126 Turin, Italy
| | - Carlo Previderè
- Laboratorio di Genetica Forense, Dipartimento di Sanità Pubblica, Medicina Sperimentale e Forense, Università di Pavia, 27100 Pavia, Italy;
| | - Paolo Fattorini
- Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.A.); (B.D.S.); (V.C.); (S.B.)
| | - Serena Bonin
- Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.A.); (B.D.S.); (V.C.); (S.B.)
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Spiess B, Kleiner H, Tarnopolscaia I, Naumann N, Fabarius A, Hofmann WK, Saussele S, Seifarth W. Reverse Transcription Can Critically Impact the Diagnostic Outcome of BCR::ABL1 Quantitative Real-Time RT-PCR. Cancers (Basel) 2023; 15:3914. [PMID: 37568730 PMCID: PMC10417499 DOI: 10.3390/cancers15153914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 07/26/2023] [Accepted: 07/27/2023] [Indexed: 08/13/2023] Open
Abstract
Reverse transcriptases (RT) are essential tools in BCR::ABL1 fusion transcript monitoring in chronic myeloid leukemia (CML). The RT type and cDNA priming method may impair the stoichiometry of cDNA synthesis, thereby potentially introducing a bias in BCR::ABL1 qRT-PCR data. Using the Acrometrix™ BCR::ABL1 reference panel and 37 clinical specimens, we have comparatively investigated the performance of the RTs MLV and SuperScript IV with random hexamer vs. target-specific priming. Quantitative RT-PCR results identified the priming type and RT type as major factors for diagnostic data variation, mainly due to the different efficacies of processing BCR::ABL1 low-copy-numbers (<50) compared to GUSB or ABL1 high-copy targets. The impairment of SuperScript IV in processing low- and high-copy-number RNA targets equally was not reflected by the diagnostically relevant Log (BCR::ABL1/GUSB%) values. Therefore, the correct representation of housekeeping and BCR::ABL1 target genes should have priority when aiming at as high a number of housekeeping gene copies as possible. Our data suggest that for improving BCR::ABL1 assay sensitivity, increased RNA/cDNA amounts and the use of distinct RT/priming combinations are advantageous. However, for inter-laboratory harmonization, the proper conversion factor according to the CML international standard (IS) has to be reevaluated each time the grade of RT is changed.
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Affiliation(s)
- Birgit Spiess
- Department of Hematology and Oncology, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany; (H.K.); (I.T.); (N.N.); (A.F.); (W.-K.H.); (S.S.); (W.S.)
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Oscorbin IP, Novikova LM, Filipenko ML. Comparison of Reverse Transcriptase (RT) Activities of Various M-MuLV RTs for RT-LAMP Assays. BIOLOGY 2022; 11:biology11121809. [PMID: 36552320 PMCID: PMC9775983 DOI: 10.3390/biology11121809] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 12/10/2022] [Accepted: 12/12/2022] [Indexed: 12/15/2022]
Abstract
Reverse transcriptases (RTs) are a family of enzymes synthesizing DNA using RNA as a template and serving as indispensable tools in studies related to RNA. M-MuLV RT and its analogs are the most commonly used RTs. RTs are widely applied in various diagnostics methods, including reverse-transcription loop-mediated isothermal amplification (RT-LAMP). However, the performance of different RTs in LAMP remains relatively unknown. Here, we report on the first direct comparison of various M-MuLV RTs in RT-LAMP, including enzymes with a different number of mutations and fusions with Sto7d. Several parameters were assessed, namely: optimal reaction temperature, enzyme concentration, reverse transcription time, a minimal amount of RNA template, and tolerance to inhibitors. Mutations increased the optimal reaction temperature from 55 °C to 60-65 °C. All of the RTs were suitable for RT-LAMP with RNA templates in the range of 101-106 copies per reaction. Highly mutated enzymes were 1.5-3-fold more tolerant to whole blood, blood plasma, and guanidinium, but they were two-fold more sensitive to high concentrations of NaCl. The comparison of different RTs presented here could be helpful for selecting the optimal enzyme when developing novel LAMP-based diagnostic tests.
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Pavlič A, Boštjančič E, Kavalar R, Ilijevec B, Bonin S, Zanconati F, Zidar N. Tumour budding and poorly differentiated clusters in colon cancer - different manifestations of partial epithelial-mesenchymal transition. J Pathol 2022; 258:278-288. [PMID: 36062412 PMCID: PMC9825925 DOI: 10.1002/path.5998] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 07/24/2022] [Accepted: 08/04/2022] [Indexed: 01/11/2023]
Abstract
Morphological features including infiltrative growth, tumour budding (TB), and poorly differentiated clusters (PDCs) have a firmly established negative predictive value in colorectal cancer (CRC). Despite extensive research, the mechanisms underlying different tumour growth patterns remain poorly understood. The aim of this study was to investigate the involvement of epithelial-mesenchymal transition (EMT) in TB and PDCs in CRC. Using laser-capture microdissection, we obtained distinct parts of the primary CRC including TB, PDCs, expansive tumour front, and the central part of the tumour, and analysed the expression of EMT-related markers, i.e. the miR-200 family, ZEB1/2, RND3, and CDH1. In TB, the miR-200 family and CDH1 were significantly downregulated, while ZEB2 was significantly upregulated. In PDCs, miR-141, miR-200c, and CDH1 were significantly downregulated. No significant differences were observed in the expression of any EMT-related markers between the expansive tumour front and the central part of the tumour. Our results suggest that both TB and PDCs are related to partial EMT. Discrete differences in morphology and expression of EMT-related markers between TB and PDCs indicate that they represent different manifestations of partial EMT. TB seems to be closer to complete EMT than PDCs. © 2022 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Ana Pavlič
- Institute of Pathology, Faculty of MedicineUniversity of LjubljanaLjubljanaSlovenia
| | - Emanuela Boštjančič
- Institute of Pathology, Faculty of MedicineUniversity of LjubljanaLjubljanaSlovenia
| | - Rajko Kavalar
- Department of PathologyUniversity Medical Centre MariborMariborSlovenia
| | - Bojan Ilijevec
- Department of Abdominal and General SurgeryUniversity Medical Centre MariborMariborSlovenia
| | - Serena Bonin
- Department of Medical SciencesUniversity of TriesteTriesteItaly
| | | | - Nina Zidar
- Institute of Pathology, Faculty of MedicineUniversity of LjubljanaLjubljanaSlovenia
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De Martino E, Medeot C, D'Amico L, Stanta G, Bonin S. Impact of standardization in tissue processing: the performance of different fixatives. N Biotechnol 2022; 71:30-36. [PMID: 35878783 DOI: 10.1016/j.nbt.2022.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 07/21/2022] [Accepted: 07/21/2022] [Indexed: 10/31/2022]
Abstract
Most tissues in clinical practice are formalin-fixed and paraffin-embedded for histological as well as molecular analyses. The reproducibility and uniformity of molecular analyses is strictly dependent on the quality of the biomolecules, which is highly influenced by pre-analytical processes. In this study, the effect of different fixatives was compared, including formalin, Bouin's solution, RCL2® and TAG-1™ fixatives, by stringent application of ISO standards in mouse liver tissue processing, including formalin-free transport of tissues and tissue grossing in a refrigerated environment. The effect of fixatives was studied in terms of nucleic acid quality at the time of tissue processing and after one year of tissue storage at room temperature in the dark. Furthermore, a microcomputed tomography (CT) scan analysis was applied to investigate the paraffin embedding. The results show that the application of ISO standards in tissue processing allows analysis of 400 bases amplicons from RNA and 1000 bases from DNA, even in extracts from formalin-fixed and paraffin-embedded tissues. However, after one year storage at room temperature in the dark, a degradation of the nucleic acids was observed. Nevertheless, extracts can still be analyzed, but for metachronous tests it is highly recommended to repeat the quantitation of housekeeping genes in order to standardize the extent of nucleic acid degradation.
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Affiliation(s)
| | - Caterina Medeot
- Department of Medical Sciences, University of Trieste, Trieste, Italy
| | - Lorenzo D'Amico
- Department of Physics, University of Trieste, Trieste, Italy; Elettra-Sincrotrone Trieste S.C.p.A., Area Science Park, Trieste, Italy
| | - Giorgio Stanta
- Department of Medical Sciences, University of Trieste, Trieste, Italy
| | - Serena Bonin
- Department of Medical Sciences, University of Trieste, Trieste, Italy.
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6
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Mitiushkina NV, Romanko AA, Preobrazhenskaya EV, Tiurin VI, Ermachenkova TI, Martianov AS, Mulkidjan RS, Sokolova TN, Kholmatov MM, Bizin IV, Ivantsov AO, Yatsuk OS, Zaitseva OA, Iyevleva AG, Kuligina ES, Imyanitov EN. Comprehensive evaluation of the test for 5'-/3'-end mRNA unbalanced expression as a screening tool for ALK and ROS1 fusions in lung cancer. Cancer Med 2022; 11:3226-3237. [PMID: 35322575 PMCID: PMC9468436 DOI: 10.1002/cam4.4686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 02/02/2022] [Accepted: 03/04/2022] [Indexed: 11/19/2022] Open
Abstract
Background Despite the progress in the development of next‐generation sequencing (NGS), diagnostic PCR assays remain to be utilized in clinical routine due to their simplicity and low cost. Tests for 5′‐/3′‐end mRNA unbalanced expression can be used for variant‐independent detection of translocations, however, many technical aspects of this methodology require additional investigations. Methods Known ALK/ROS1 fusions and 5′‐/3′‐end unbalanced expression were analyzed in 2009 EGFR mutation‐negative non‐small cell lung cancer (NSCLC) samples with RT‐PCR tests, which were optimized for the use with FFPE‐derived RNA. Results Variant‐specific PCR tests for 4 common ALK and 15 common ROS1 translocations detected 115 (5.7%) and 44 (2.2%) rearrangements, respectively. Virtually all samples with common ALK fusions demonstrated some level of 5′/3′ mRNA ends unbalanced expression, and 8 additional NSCLCs with rare ALK fusions were further identified by PCR or NGS among 48 cases selected based on ALK expression measurements. Interestingly, NSCLCs with unbalanced 5′‐/3′‐end ALK expression but without identified ALK translocations had elevated frequency of RAS mutations (21/40, 53%) suggesting the role of RAS activation in the alternative splicing of ALK gene. In contrast to ALK, only a minority of ROS1 translocation‐positive cases demonstrated unbalanced gene expression, with both 5′‐ and 3′‐end mRNA expression being elevated in most of the samples with translocations. Surprisingly, high ROS1 expression level was also found to be characteristic for NSCLCs with activating mutations in other tyrosine kinases such as EGFR, ALK, or MET. Conclusions Comprehensive ALK analysis can be performed by the test for 5′‐/3′‐end unbalanced expression with minimal risk of missing an ALK rearrangement. In contrast, the use of the test for 5′‐/3′‐end unbalanced expression for the detection of ROS1 fusions is complicated; hence, the utilization of variant‐specific PCR assays for ROS1 testing is preferable.
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Affiliation(s)
- Natalia V Mitiushkina
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Alexandr A Romanko
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Elena V Preobrazhenskaya
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia.,Department of Medical Genetics, St.-Petersburg Pediatric Medical University, St.-Petersburg, Russia
| | - Vladislav I Tiurin
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Tatiana I Ermachenkova
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Alexandr S Martianov
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia.,Department of Medical Genetics, St.-Petersburg Pediatric Medical University, St.-Petersburg, Russia
| | - Rimma S Mulkidjan
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Tatiana N Sokolova
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Maksim M Kholmatov
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Ilya V Bizin
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Alexandr O Ivantsov
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia.,Department of Medical Genetics, St.-Petersburg Pediatric Medical University, St.-Petersburg, Russia
| | - Olga S Yatsuk
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Olga A Zaitseva
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Aglaya G Iyevleva
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia.,Department of Medical Genetics, St.-Petersburg Pediatric Medical University, St.-Petersburg, Russia
| | - Ekatherina Sh Kuligina
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia
| | - Evgeny N Imyanitov
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, St.-Petersburg, Russia.,Department of Medical Genetics, St.-Petersburg Pediatric Medical University, St.-Petersburg, Russia.,Department of Oncology, I.I. Mechnikov North-Western Medical University, St.-Petersburg, Russia.,Department of Oncology, I.P. Pavlov St.-Petersburg State Medical University, St.-Petersburg, Russia
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Azzalini E, Tierno D, Bartoletti M, Barbazza R, Giorda G, Puglisi F, Cecere SC, Losito NS, Russo D, Stanta G, Canzonieri V, Bonin S. AKT Isoforms Interplay in High-Grade Serous Ovarian Cancer Prognosis and Characterization. Cancers (Basel) 2022; 14:cancers14020304. [PMID: 35053468 PMCID: PMC8773580 DOI: 10.3390/cancers14020304] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 12/29/2021] [Accepted: 01/05/2022] [Indexed: 01/10/2023] Open
Abstract
Simple Summary New therapeutical strategies are needed to improve survival in high-grade serous ovarian cancer (HGSOC) patients. AKT inhibitors are promising agents able to act in synergy with PARP inhibitors and platinum-based therapies, but the subset of patients who could benefit from this approach is still unclear. We analyzed AKT isoforms expression in a retrospective cohort and we identified four AKT expression groups related to patients’ survival, tumor morphology and the BRCA status that could help in stratifying patients for future clinical trials. Abstract High-grade serous ovarian cancer (HGSOC) is among the deadliest gynecological malignancies. The acquired resistance to platinum-based therapies and the intrinsic heterogeneity of the disease contribute to the low survival rate. To improve patients’ outcomes, new combinatorial approaches able to target different tumor vulnerabilities and enhance the efficacy of the current therapies are required. AKT inhibitors are promising antineoplastic agents able to act in synergy with PARP inhibitors, but the spectrum of patients who can benefit from this combination is unclear, since the role of the three different isoforms of AKT is still unknown. Here, we study the expression of AKT isoforms on a retrospective cohort of archive tissue by RT-droplet digital PCR (ddPCR) analyzing their association with the clinicopathological features of patients. Based on AKT1/AKT2 and AKT1/AKT3 ratios, we define four AKT classes which were related to patients’ survival, tumor morphology and BRCA1 expression. Moreover, our results show that high AKT3 expression levels were frequently associated with tumors having classic features, a low number of mitoses and the presence of psammoma bodies. Overall, our study obtains new insights on AKT isoforms and their associations with the clinicopathological features of HGSOC patients. These evidences could help to better define the subsets of patients who can benefit from AKT and PARP inhibitors therapy in future clinical trials.
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Affiliation(s)
- Eros Azzalini
- Department of Medical Sciences (DSM), University of Trieste, 34147 Trieste, Italy; (E.A.); (D.T.); (R.B.); (G.S.)
- Pathology Unit, IRCCS CRO Aviano-National Cancer Institute, 33081 Aviano, Italy
| | - Domenico Tierno
- Department of Medical Sciences (DSM), University of Trieste, 34147 Trieste, Italy; (E.A.); (D.T.); (R.B.); (G.S.)
| | - Michele Bartoletti
- Unit of Medical Oncology and Cancer Prevention, Department of Medical Oncology, IRCCS CRO Aviano-National Cancer Institute, 33081 Aviano, Italy; (M.B.); (F.P.)
- Department of Medicine (DAME), University of Udine, 33100 Udine, Italy
| | - Renzo Barbazza
- Department of Medical Sciences (DSM), University of Trieste, 34147 Trieste, Italy; (E.A.); (D.T.); (R.B.); (G.S.)
| | - Giorgio Giorda
- Unit of Gynecologic Oncology Surgery, IRCCS CRO Aviano, National Cancer Institute, 33081 Aviano, Italy;
| | - Fabio Puglisi
- Unit of Medical Oncology and Cancer Prevention, Department of Medical Oncology, IRCCS CRO Aviano-National Cancer Institute, 33081 Aviano, Italy; (M.B.); (F.P.)
- Department of Medicine (DAME), University of Udine, 33100 Udine, Italy
| | - Sabrina Chiara Cecere
- Istituto Nazionale Tumori IRCCS—Fondazione G. Pascale, 80131 Napoli, Italy; (S.C.C.); (N.S.L.); (D.R.)
| | - Nunzia Simona Losito
- Istituto Nazionale Tumori IRCCS—Fondazione G. Pascale, 80131 Napoli, Italy; (S.C.C.); (N.S.L.); (D.R.)
| | - Daniela Russo
- Istituto Nazionale Tumori IRCCS—Fondazione G. Pascale, 80131 Napoli, Italy; (S.C.C.); (N.S.L.); (D.R.)
| | - Giorgio Stanta
- Department of Medical Sciences (DSM), University of Trieste, 34147 Trieste, Italy; (E.A.); (D.T.); (R.B.); (G.S.)
| | - Vincenzo Canzonieri
- Department of Medical Sciences (DSM), University of Trieste, 34147 Trieste, Italy; (E.A.); (D.T.); (R.B.); (G.S.)
- Pathology Unit, IRCCS CRO Aviano-National Cancer Institute, 33081 Aviano, Italy
- Correspondence: (V.C.); (S.B.); Tel.: +39−0434−659−618 (V.C.); +39−040−399−3266 (S.B.)
| | - Serena Bonin
- Department of Medical Sciences (DSM), University of Trieste, 34147 Trieste, Italy; (E.A.); (D.T.); (R.B.); (G.S.)
- Correspondence: (V.C.); (S.B.); Tel.: +39−0434−659−618 (V.C.); +39−040−399−3266 (S.B.)
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Zucha D, Kubista M, Valihrach L. Tutorial: Guidelines for Single-Cell RT-qPCR. Cells 2021; 10:cells10102607. [PMID: 34685587 PMCID: PMC8534298 DOI: 10.3390/cells10102607] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 09/24/2021] [Accepted: 09/27/2021] [Indexed: 01/05/2023] Open
Abstract
Reverse transcription quantitative PCR (RT-qPCR) has delivered significant insights in understanding the gene expression landscape. Thanks to its precision, sensitivity, flexibility, and cost effectiveness, RT-qPCR has also found utility in advanced single-cell analysis. Single-cell RT-qPCR now represents a well-established method, suitable for an efficient screening prior to single-cell RNA sequencing (scRNA-Seq) experiments, or, oppositely, for validation of hypotheses formulated from high-throughput approaches. Here, we aim to provide a comprehensive summary of the scRT-qPCR method by discussing the limitations of single-cell collection methods, describing the importance of reverse transcription, providing recommendations for the preamplification and primer design, and summarizing essential data processing steps. With the detailed protocol attached in the appendix, this tutorial provides a set of guidelines that allow any researcher to perform scRT-qPCR measurements of the highest standard.
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Affiliation(s)
- Daniel Zucha
- Laboratory of Gene Expression, Institute of Biotechnology CAS, 252 50 Vestec, Czech Republic; (D.Z.); (M.K.)
- Department of Informatics and Chemistry, Faculty of Chemical Technology, University of Chemistry and Technology, 166 28 Prague, Czech Republic
| | - Mikael Kubista
- Laboratory of Gene Expression, Institute of Biotechnology CAS, 252 50 Vestec, Czech Republic; (D.Z.); (M.K.)
- TATAA Biocenter AB, 411 03 Gothenburg, Sweden
| | - Lukas Valihrach
- Laboratory of Gene Expression, Institute of Biotechnology CAS, 252 50 Vestec, Czech Republic; (D.Z.); (M.K.)
- Correspondence:
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9
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Fattorini P, Forzato C, Tierno D, De Martino E, Azzalini E, Canzonieri V, Stanta G, Bonin S. A Novel HPLC-Based Method to Investigate on RNA after Fixation. Int J Mol Sci 2020; 21:ijms21207540. [PMID: 33066070 PMCID: PMC7588918 DOI: 10.3390/ijms21207540] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 09/24/2020] [Accepted: 10/09/2020] [Indexed: 12/13/2022] Open
Abstract
RNA isolated from fixed and paraffin-embedded tissues is widely used in biomedical research and molecular pathology for diagnosis. In the present study, we have set-up a method based on high performance liquid chromatography (HPLC) to investigate the effects of different fixatives on RNA. By the application of the presented method, which is based on the Nuclease S1 enzymatic digestion of RNA extracts followed by a HPLC analysis, it is possible to quantify the unmodified nucleotide monophosphates (NMPs) in the mixture and recognize their hydroxymethyl derivatives as well as other un-canonical RNA moieties. The results obtained from a set of mouse livers fixed/embedded with different protocols as well from a set of clinical samples aged 0 to 30 years-old show that alcohol-based fixatives do not induce chemical modification of the nucleic acid under ISO standard recommendations and confirm that pre-analytical conditions play a major role in RNA preservation.
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Affiliation(s)
- Paolo Fattorini
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (P.F.); (D.T.); (E.D.M.); (E.A.); (V.C.); (G.S.)
| | - Cristina Forzato
- Department of Chemical and Pharmaceutical Sciences, University of Trieste, 34127 Trieste, Italy;
| | - Domenico Tierno
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (P.F.); (D.T.); (E.D.M.); (E.A.); (V.C.); (G.S.)
- Doctorate of Nanotechnology, University of Trieste, 34100 Trieste, Italy
| | - Eleonora De Martino
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (P.F.); (D.T.); (E.D.M.); (E.A.); (V.C.); (G.S.)
| | - Eros Azzalini
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (P.F.); (D.T.); (E.D.M.); (E.A.); (V.C.); (G.S.)
| | - Vincenzo Canzonieri
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (P.F.); (D.T.); (E.D.M.); (E.A.); (V.C.); (G.S.)
- Pathology Unit, IRCCS CRO Aviano-National Cancer Institute, 33081 Aviano, Italy
| | - Giorgio Stanta
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (P.F.); (D.T.); (E.D.M.); (E.A.); (V.C.); (G.S.)
| | - Serena Bonin
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (P.F.); (D.T.); (E.D.M.); (E.A.); (V.C.); (G.S.)
- Correspondence: ; Tel.: +39-040-399-3266
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De Martino E, Brunetti D, Canzonieri V, Conforti C, Eisendle K, Mazzoleni G, Nobile C, Rao F, Zschocke J, Jukic E, Jaschke W, Weinlich G, Zelger B, Schmuth M, Stanta G, Zanconati F, Zalaudek I, Bonin S. The Association of Residential Altitude on the Molecular Profile and Survival of Melanoma: Results of an Interreg Study. Cancers (Basel) 2020; 12:E2796. [PMID: 33003444 PMCID: PMC7599639 DOI: 10.3390/cancers12102796] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 09/04/2020] [Accepted: 09/22/2020] [Indexed: 12/11/2022] Open
Abstract
Cutaneous melanoma (CM) incidence is rising worldwide and is the primary cause of death from skin disease in the Western world. Personal risk factors linked to environmental ultraviolet radiation (UVR) are well-known etiological factors contributing to its development. Nevertheless, UVR can contribute to the development of CM in different patterns and to varying degrees. The present study aimed at investigating whether altitude of residence can contribute to the development of specific types of CM and/or influence its progression. To this aim, 306 formalin-fixed and paraffin-embedded (FFPE) tissues from primary CM diagnosed in different geographical areas were submitted to B-RAF proto-oncogene serine/threonine kinase (BRAF) and N-RAS proto-oncogene GTPase (NRAS) mutational status detection and mRNA and miRNA profiling by qPCR. Genes were chosen for their functions in specific processes, such as immune response (CD2, PDL1, or CD274) and pigmentation (MITF, TYRP1, and TRPM1). Furthermore, four microRNAs, namely miR-150-5p, miR-155-5p, miR-204-5p, and miR-211-5p, were included in the profiling. Our results highlight differences in the gene expression profile of primary CM with respect to the geographical area and the altitude of residence. Melanoma-specific survival was influenced by the gene expression of mRNA and miRNAs and varied with the altitude of patients' residence. In detail, TYRP1 and miR-204-5p were highly expressed in patients living at higher altitudes, unlike miR-150-5p, miR-155-5p, and miR-211-5p. Since miRNAs are highly regulated by reactive oxygen species, it is possible that different regulatory mechanisms characterize CMs at different altitudes due to the different environment and UVR intensity.
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Affiliation(s)
- Eleonora De Martino
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.D.M.); (D.B.); (V.C.); (C.C.); (G.S.); (F.Z.); (I.Z.)
| | - Davide Brunetti
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.D.M.); (D.B.); (V.C.); (C.C.); (G.S.); (F.Z.); (I.Z.)
| | - Vincenzo Canzonieri
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.D.M.); (D.B.); (V.C.); (C.C.); (G.S.); (F.Z.); (I.Z.)
- Pathology Unit, IRCCS CRO Aviano-National Cancer Institute, 33081 Aviano, Italy;
| | - Claudio Conforti
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.D.M.); (D.B.); (V.C.); (C.C.); (G.S.); (F.Z.); (I.Z.)
- ASU GI-Azienda sanitaria universitaria Giuliano Isontina, 34128 Trieste, Italy
| | - Klaus Eisendle
- Azienda Sanitaria dell’Alto Adige, 39100 Bolzano, Italy; (K.E.); (G.M.); (C.N.)
| | - Guido Mazzoleni
- Azienda Sanitaria dell’Alto Adige, 39100 Bolzano, Italy; (K.E.); (G.M.); (C.N.)
| | - Carla Nobile
- Azienda Sanitaria dell’Alto Adige, 39100 Bolzano, Italy; (K.E.); (G.M.); (C.N.)
| | - Federica Rao
- Pathology Unit, IRCCS CRO Aviano-National Cancer Institute, 33081 Aviano, Italy;
| | - Johannes Zschocke
- Institute for Human Genetics, Medical University of Innsbruck, 6020 Innsbruck, Austria; (J.Z.); (E.J.)
| | - Emina Jukic
- Institute for Human Genetics, Medical University of Innsbruck, 6020 Innsbruck, Austria; (J.Z.); (E.J.)
| | - Wolfram Jaschke
- Department of Dermatology, Venereology and Allergology, Medical University of Innsbruck, 6020 Innsbruck, Austria; (W.J.); (G.W.); (B.Z.); (M.S.)
| | - Georg Weinlich
- Department of Dermatology, Venereology and Allergology, Medical University of Innsbruck, 6020 Innsbruck, Austria; (W.J.); (G.W.); (B.Z.); (M.S.)
| | - Bernhard Zelger
- Department of Dermatology, Venereology and Allergology, Medical University of Innsbruck, 6020 Innsbruck, Austria; (W.J.); (G.W.); (B.Z.); (M.S.)
| | - Matthias Schmuth
- Department of Dermatology, Venereology and Allergology, Medical University of Innsbruck, 6020 Innsbruck, Austria; (W.J.); (G.W.); (B.Z.); (M.S.)
| | - Giorgio Stanta
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.D.M.); (D.B.); (V.C.); (C.C.); (G.S.); (F.Z.); (I.Z.)
| | - Fabrizio Zanconati
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.D.M.); (D.B.); (V.C.); (C.C.); (G.S.); (F.Z.); (I.Z.)
- ASU GI-Azienda sanitaria universitaria Giuliano Isontina, 34128 Trieste, Italy
| | - Iris Zalaudek
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.D.M.); (D.B.); (V.C.); (C.C.); (G.S.); (F.Z.); (I.Z.)
- ASU GI-Azienda sanitaria universitaria Giuliano Isontina, 34128 Trieste, Italy
| | - Serena Bonin
- DSM-Department of Medical Sciences, University of Trieste, 34149 Trieste, Italy; (E.D.M.); (D.B.); (V.C.); (C.C.); (G.S.); (F.Z.); (I.Z.)
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Pre-analytics and tumor heterogeneity. N Biotechnol 2020; 55:30-35. [DOI: 10.1016/j.nbt.2019.09.007] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Revised: 09/19/2019] [Accepted: 09/29/2019] [Indexed: 12/11/2022]
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12
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PI3K/AKT Signaling in Breast Cancer Molecular Subtyping and Lymph Node Involvement. DISEASE MARKERS 2019; 2019:7832376. [PMID: 31781306 PMCID: PMC6875411 DOI: 10.1155/2019/7832376] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Revised: 07/25/2019] [Accepted: 08/19/2019] [Indexed: 12/30/2022]
Abstract
Lymph node metastatic involvement persists to be among the most important predictors of recurrence and survival in breast carcinoma (BC). This study is aimed at investigating possible gene expression differences in primary BC between patients with or without lymph node involvement at the time of diagnosis. In a retrospective study, we investigated the potential prognostic role of 9 candidate biomarkers at the mRNA level in a cohort of 305 breast cancer patients, 151 lymph node-negative (LN-) and 154 lymph node-positive (LN+) individuals. The analyzed genes belonged to the RAS pathway (RAF1, ERBB2, PIK3CB, AKT1, AKT2, and AKT3), RB pathway (RB1 and CDK2), and cellular differentiation (KRT8). Their expression profiles were investigated by RT-qPCR and were correlated to immunohistochemically based molecular subtypes and BC clinical and pathological features. The differential expression of several genes in the primary tumor tissue was related to the LN involvement. Some of those genes, including PIK3CB, RB1, and AKT3, were more expressed in LN- BC patients, while some others, notably ERBB2 and AKT1, in LN+ ones. Among the candidate biomarkers, the expression levels of AKT isoforms influenced also patients' survival rates. In detail, higher expression levels of AKT1 and AKT2 negatively influenced overall patients' survival, and in particular, AKT2 expression levels defined a group of luminal B BC patients with shorter cancer-specific survival. On the contrary, longer cancer-specific survival was recorded in luminal A BC patients with higher expression levels of AKT3. That finding was also confirmed by Cox multivariate analysis. The same AKT3 resulted to be a possible candidate predictive biomarker for Tamoxifen response. In conclusion, our study highlighted the complex regulation of the PI3K/AKT pathway in BC and its differences in BC patients with and without lymph node involvement.
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Bonin S, Parascandolo A, Aversa C, Barbazza R, Tsuchida N, Castellone MD, Stanta G, Vecchio G. Reduced expression of α-L-Fucosidase-1 (FUCA-1) predicts recurrence and shorter cancer specific survival in luminal B LN+ breast cancer patients. Oncotarget 2018; 9:15228-15238. [PMID: 29632639 PMCID: PMC5880599 DOI: 10.18632/oncotarget.24445] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2017] [Accepted: 02/01/2018] [Indexed: 01/11/2023] Open
Abstract
Background The lysosomal enzyme α-L-Fucosidase-1 (FUCA-1) catalyzes the hydrolytic cleavage of terminal fucose residues. FUCA-1 gene is down-regulated in highly aggressive and metastatic human tumors as its inactivation perturbs the fucosylation of proteins involved in cell adhesion, migration and metastases. Results Negativity to FUCA-1 was significantly related to the development of later recurrences in breast cancer patients with lymph node involvement at diagnosis. Cancer specific survival of luminal B LN+ patients was influenced by FUCA-1 expression as luminal B LN+ patients with positive expression had a longer cancer specific survival. FUCA-1 mRNA expression was inversely related to cancer stage and lymph node involvement. WB and qPCR analysis of FUCA-1 expression in breast cancer-derived cell lines confirmed an inverse relationship with tumor aggressiveness. Conclusions This study shows that, within LN+ breast cancer patients, FUCA-1 is able to identify a sub-set of non recurrent patients characterized by the positive expression of FUCA-1 and that, within luminal B LN+ patients, the expression of FUCA-1 predicts longer cancer specific survival. Methods We have analyzed FUCA-1 in 305 breast cancer patients by Immunohistochemistry (IHC), and by qPCR in breast cancer patients and in breast cancer cell lines.
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Affiliation(s)
- Serena Bonin
- Dipartimento di Scienze Mediche, Università di Trieste-Cattinara, Trieste, Italy
| | | | - Cinzia Aversa
- Dipartimento di Scienze Mediche, Università di Trieste-Cattinara, Trieste, Italy
| | - Renzo Barbazza
- Dipartimento di Scienze Mediche, Università di Trieste-Cattinara, Trieste, Italy
| | - Nobuo Tsuchida
- Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | | | - Giorgio Stanta
- Dipartimento di Scienze Mediche, Università di Trieste-Cattinara, Trieste, Italy
| | - Giancarlo Vecchio
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università di Napoli Federico II, Naples, Italy.,Istituto Superiore di Oncologia, Naples, Italy.,Istituto Superiore di Oncologia, Genoa, Italy
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Furihata C, Watanabe T, Suzuki T, Hamada S, Nakajima M. Collaborative studies in toxicogenomics in rodent liver in JEMS·MMS; a useful application of principal component analysis on toxicogenomics. Genes Environ 2016; 38:15. [PMID: 27482301 PMCID: PMC4968012 DOI: 10.1186/s41021-016-0041-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2016] [Accepted: 04/19/2016] [Indexed: 01/30/2023] Open
Abstract
Toxicogenomics is a rapidly developing discipline focused on the elucidation of the molecular and cellular effects of chemicals on biological systems. As a collaborative study group of Toxicogenomics/JEMS·MMS, we conducted studies on hepatocarcinogens in rodent liver in which 100 candidate marker genes were selected to discriminate genotoxic hepatocarcinogens from non-genotoxic hepatocarcinogens. Differential gene expression induced by 13 chemicals were examined using DNA microarray and quantitative real-time PCR (qPCR), including eight genotoxic hepatocarcinogens [o-aminoazotoluene, chrysene, dibenzo[a,l]pyrene, diethylnitrosamine (DEN), 7,12-dimethylbenz[a]anthracene, dimethylnitrosamine, dipropylnitrosamine and ethylnitrosourea (ENU)], four non-genotoxic hepatocarcinogens [carbon tetrachloride, di(2-ethylhexyl)phthalate (DEHP), phenobarbital and trichloroethylene] and a non-genotoxic non-hepatocarcinogen [ethanol]. Using qPCR, 30 key genes were extracted from mouse livers at 4 h and 28 days following dose-dependent gene expression alteration induced by DEN and ENU: the most significant changes in gene expression were observed at 4 h. Next, we selected key point times at 4 and 48 h from changes in time-dependent gene expression during the acute phase following administration of chrysene by qPCR. We successfully showed discrimination of eight genotoxic hepatocarcinogens [2-acetylaminofluorene, 2,4-diaminotoluene, diisopropanolnitrosamine, 4-dimethylaminoazobenzene, 4-(methylnitsosamino)-1-(3-pyridyl)-1-butanone, N-nitrosomorpholine, quinoline and urethane] from four non-genotoxic hepatocarcinogens [1,4-dichlorobenzene, dichlorodiphenyltrichloroethane, DEHP and furan] using qPCR and principal component analysis. Additionally, we successfully identified two rat genotoxic hepatocarcinogens [DEN and 2,6-dinitrotoluene] from a nongenotoxic-hepatocarcinogen [DEHP] and a non-genotoxic non-hepatocarcinogen [phenacetin] at 4 and 48 h. The subsequent gene pathway analysis by Ingenuity Pathway Analysis extracted the DNA damage response, resulting from the signal transduction of a p53-class mediator leading to the induction of apoptosis. The present review of these studies suggests that application of principal component analysis on the gene expression profile in rodent liver during the acute phase is useful to predict genotoxic hepatocarcinogens in comparison to non-genotoxic hepatocarcinogens and/or non-carcinogenic hepatotoxins.
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Affiliation(s)
- Chie Furihata
- School of Science and Engineering, Aoyama Gakuin University, Sagamihara, Kanagawa 252-5258 Japan ; Division of Molecular Target and Gene Therapy Products, National Institute of Health Sciences, Setagaya-ku, Tokyo, 158-8501 Japan
| | - Takashi Watanabe
- School of Science and Engineering, Aoyama Gakuin University, Sagamihara, Kanagawa 252-5258 Japan ; Laboratory for Integrative Genomics, RIKEN Center for Integrative Genomics, RIKEN Yokohama Institute, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045 Japan
| | - Takayoshi Suzuki
- Division of Molecular Target and Gene Therapy Products, National Institute of Health Sciences, Setagaya-ku, Tokyo, 158-8501 Japan
| | - Shuichi Hamada
- Nonclinical Research Center, Drug Development Service Segment, LSI Medience Corporation, Kamisu-shi, Ibaraki 314-0255 Japan
| | - Madoka Nakajima
- Genetic Toxicology Group, Biosafety Research Center, Foods, Drugs, and Pesticides, Shioshinden 582-2, Fukude-cho, Iwata-gun, Shizuoka 437-1213 Japan ; Education and Research Department, University of Shizuoka, Shizuoka, 422-8526 Japan
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Zeka F, Vanderheyden K, De Smet E, Cuvelier CA, Mestdagh P, Vandesompele J. Straightforward and sensitive RT-qPCR based gene expression analysis of FFPE samples. Sci Rep 2016; 6:21418. [PMID: 26898768 PMCID: PMC4761903 DOI: 10.1038/srep21418] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2015] [Accepted: 01/19/2016] [Indexed: 01/10/2023] Open
Abstract
Fragmented RNA from formalin-fixed paraffin-embedded (FFPE) tissue is a known obstacle to gene expression analysis. In this study, the impact of RNA integrity, gene-specific reverse transcription and targeted cDNA preamplification was quantified in terms of reverse transcription polymerase chain reaction (RT-qPCR) sensitivity by measuring 48 protein coding genes on eight duplicate cultured cancer cell pellet FFPE samples and twenty cancer tissue FFPE samples. More intact RNA modestly increased gene detection sensitivity by 1.6 fold (earlier detection by 0.7 PCR cycles, 95% CI = 0.593-0.850). Application of gene-specific priming instead of whole transcriptome priming during reverse transcription further improved RT-qPCR sensitivity by a considerable 4.0 fold increase (earlier detection by 2.0 PCR cycles, 95% CI = 1.73-2.32). Targeted cDNA preamplification resulted in the strongest increase of RT-qPCR sensitivity and enabled earlier detection by an average of 172.4 fold (7.43 PCR cycles, 95% CI = 6.83-7.05). We conclude that gene-specific reverse transcription and targeted cDNA preamplification are adequate methods for accurate and sensitive RT-qPCR based gene expression analysis of FFPE material. The presented methods do not involve expensive or complex procedures and can be easily implemented in any routine RT-qPCR practice.
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Affiliation(s)
- Fjoralba Zeka
- Center for Medical Genetics, Ghent University, Belgium
- Cancer Research Institute Ghent, Ghent University, Belgium
| | - Katrien Vanderheyden
- Center for Medical Genetics, Ghent University, Belgium
- Cancer Research Institute Ghent, Ghent University, Belgium
| | - Els De Smet
- Center for Medical Genetics, Ghent University, Belgium
- Cancer Research Institute Ghent, Ghent University, Belgium
| | | | - Pieter Mestdagh
- Center for Medical Genetics, Ghent University, Belgium
- Cancer Research Institute Ghent, Ghent University, Belgium
| | - Jo Vandesompele
- Center for Medical Genetics, Ghent University, Belgium
- Cancer Research Institute Ghent, Ghent University, Belgium
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A synonymous EGFR polymorphism predicting responsiveness to anti-EGFR therapy in metastatic colorectal cancer patients. Tumour Biol 2015; 37:7295-303. [PMID: 26666825 DOI: 10.1007/s13277-015-4543-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2015] [Accepted: 11/27/2015] [Indexed: 02/06/2023] Open
Abstract
Genetic factors are known to affect the efficiency of therapy with monoclonal antibodies (mAbs) targeting the epidermal growth factor receptor (EGFR) in patients with metastatic colorectal cancer (mCRC). At present, the only accepted molecular marker predictive of the response to anti-EGFR mAbs is the somatic mutation of KRAS and NRAS as a marker of resistance to anti-EGFR. However, only a fraction of KRAS wild-type patients benefit from that treatment. In this study, we show that the EGFR gene polymorphism rs1050171 defines, independently of RAS mutational status, a sub-population of 11 % of patients with a better clinical outcome after anti-EGFR treatment. Median PFS for patients with the GG genotype was 10.17 months compared to 5.37 of those with AG + AA genotypes. Taken together, our findings could be used to better define CRC populations responding to anti-EGFR therapy. Further studies in larger independent cohorts are necessary to validate the present observation that a synonymous polymorphism in EGFR gene impacts on clinical responsiveness.
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Bonin S, Stanta G. Nucleic acid extraction methods from fixed and paraffin-embedded tissues in cancer diagnostics. Expert Rev Mol Diagn 2014; 13:271-82. [DOI: 10.1586/erm.13.14] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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Kashofer K, Viertler C, Pichler M, Zatloukal K. Quality control of RNA preservation and extraction from paraffin-embedded tissue: implications for RT-PCR and microarray analysis. PLoS One 2013; 8:e70714. [PMID: 23936242 PMCID: PMC3729557 DOI: 10.1371/journal.pone.0070714] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2012] [Accepted: 06/28/2013] [Indexed: 12/20/2022] Open
Abstract
Analysis of RNA isolated from fixed and paraffin-embedded tissues is widely used in biomedical research and molecular pathological diagnostics. We have performed a comprehensive and systematic investigation of the impact of factors in the pre-analytical workflow, such as different fixatives, fixation time, RNA extraction method and storage of tissues in paraffin blocks, on several downstream reactions including complementary DNA (cDNA) synthesis, quantitative reverse transcription polymerase chain reaction (qRT-PCR) and microarray hybridization. We compared the effects of routine formalin fixation with the non-crosslinking, alcohol-based Tissue Tek Xpress Molecular Fixative (TTXMF, Sakura Finetek), and cryopreservation as gold standard for molecular analyses. Formalin fixation introduced major changes into microarray gene expression data and led to marked gene-to-gene variations in delta-ct values of qRT-PCR. We found that qRT-PCR efficiency and gene-to-gene variations were mainly attributed to differences in the efficiency of cDNA synthesis as the most sensitive step. These differences could not be reliably detected by quality assessment of total RNA isolated from formalin-fixed tissues by electrophoresis or spectrophotometry. Although RNA from TTXMF fixed samples was as fragmented as RNA from formalin fixed samples, much higher cDNA yield and lower ct-values were obtained in qRT-PCR underlining the negative impact of crosslinking by formalin. In order to better estimate the impact of pre-analytical procedures such as fixation on the reliability of downstream analysis, we applied a qRT-PCR-based assay using amplicons of different length and an assay measuring the efficiency of cDNA generation. Together these two assays allowed better quality assessment of RNA extracted from fixed and paraffin-embedded tissues and should be used to supplement quality scores derived from automated electrophoresis. A better standardization of the pre-analytical workflow, application of additional quality controls and detailed sample information would markedly improve the comparability and reliability of molecular studies based on formalin-fixed and paraffin-embedded tissue samples.
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Affiliation(s)
- Karl Kashofer
- Institute of Pathology, Medical University of Graz, Graz, Austria
| | | | - Martin Pichler
- Division of Oncology, Medical University of Graz, Graz, Austria
| | - Kurt Zatloukal
- Institute of Pathology, Medical University of Graz, Graz, Austria
- * E-mail:
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Expression analysis on archival material revisited: isolation and quantification of RNA extracted from FFPE samples. ACTA ACUST UNITED AC 2013; 22:59-64. [PMID: 23370428 DOI: 10.1097/pdm.0b013e318269de3b] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Formalin-fixed paraffin-embedded (FFPE) tissue is the most readily available source of RNA for the gene expression studies. The main disadvantage is the poor quality of isolated RNA. Our group recently compared 5 commercially available RNA isolation kits and concluded that the RNeasy FFPE kit from Qiagen was the most appropriate one. However, this kit has been discontinued and replaced by a new version. In this study both kits were compared, and spectrophotometric and fluorometric analyses for quantification of RNA samples extracted from FFPE tissue. METHODS Both RNeasy FFPE kits were compared for the total RNA and DNA yields, purity, and raw cycle threshold. Quantity and quality of the isolated RNA was measured using the NanoDrop ND-1000 spectrophotometer and Qubit 2.0 fluorometer. RESULTS The average concentration of RNA extracted from FFPE tissue measured using the NanoDrop was 32.0%±9.5% higher than the concentration measured using the Qubit. When measuring an RNA sample extracted from a cell line, the concentration measured using both methods was similar. When comparing both RNeasy FFPE kits, marginal differences were observed for total RNA yield, purity, and raw cycle threshold. However, the residual DNA in the samples isolated using the old kit was higher than in the samples isolated using the new kit. CONCLUSIONS A fluorometric analysis is more suitable for quantification of RNA samples extracted from FFPE tissue compared with spectrophotometric analysis. For RNA isolation from FFPE tissue, both old and new RNeasy FFPE kits were adequate. The new kit resulted in more efficient DNA removal.
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Donada M, Bonin S, Barbazza R, Pettirosso D, Stanta G. Management of stage II colon cancer - the use of molecular biomarkers for adjuvant therapy decision. BMC Gastroenterol 2013; 13:36. [PMID: 23446022 PMCID: PMC3599045 DOI: 10.1186/1471-230x-13-36] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2012] [Accepted: 02/25/2013] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND There is uncertainty on the benefit of adjuvant chemotherapy in patients with stage II colorectal cancers. The aim of this study is to investigate the combined role of clinical, pathological and molecular parameters to identify those stage II patients who better benefit from adjuvant therapy. METHODS We examined 120 stage II colon cancer patients. Of these, 60 patients received adjuvant 5-FU chemotherapy after surgery and the other 60 did not receive therapy. Immunohistochemical (IHC) analyses were performed to evaluate the expressions of Thymidylate synthetase (TYMS), TP53 (p53), β-catenin (CTNNB1) and CD8. For TYMS, its mRNA expression levels were also investigated by real time qRT-PCR. The entire case study was characterized by the presence of a defect in the MMR (mismatch repair) system, the presence of the CpG island methylator phenotype (CIMP or CIMP-High) and for the V600E mutation in the BRAF gene. At the histo-pathological level, the depth of tumour invasion, lymphovascular invasion, invasion of large veins, host lymphocytic response and tumour border configuration were recorded. RESULTS The presence of the V600E mutation in the BRAF gene was a poor prognostic factor for disease free and overall survival (DFS; hazard ratio [HR], 2.57; 95% CI: 1.03 -6.37; p = 0.04 and OS; HR, 3.68; 95% CI: 1.43-9.47; p < 0.01 respectively), independently of 5-FU treatment. Adjuvant therapy significantly improved survival in patients with high TYMS levels (p = 0.04), while patients with low TYMS had a better outcome if treated by surgery alone (DFS; HR, 6.07; 95% CI, 0.82 to 44.89; p = 0.04). In patients with a defect in the MMR system (dMMR), 5-FU therapy was associated to reduced survival (DFS; HR, 37.98; 95% CI, 1.04 to 1381.31; p = 0.04), while it was beneficial for CIMP-High associated tumours (DFS; HR, 0.17; 95% CI, 0.02 to 1.13; p = 0.05). CONCLUSIONS Patients' characterization according to MMR status, CIMP phenotype and TYMS mRNA expression may provide a more tailored approach for adjuvant therapy in stage II colon cancer.
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Affiliation(s)
- Marisa Donada
- DSM Department (Department of medical, surgical and health sciences), University of Trieste, Surgical Pathology Bldg, Strada di Fiume 447, I-34149, Trieste, Italy
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Suenaga K, Takasawa H, Watanabe T, Wako Y, Suzuki T, Hamada S, Furihata C. Differential gene expression profiling between genotoxic and non-genotoxic hepatocarcinogens in young rat liver determined by quantitative real-time PCR and principal component analysis. MUTATION RESEARCH-GENETIC TOXICOLOGY AND ENVIRONMENTAL MUTAGENESIS 2013. [DOI: 10.1016/j.mrgentox.2012.11.003] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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Furihata C. Attempts at Organ-specific In Vivo Short-term Tests for Environmental Mutagens and Carcinogens in Rodent Liver and Stomach. Genes Environ 2013. [DOI: 10.3123/jemsge.35.31] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
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Watanabe T, Suzuki T, Natsume M, Nakajima M, Narumi K, Hamada S, Sakuma T, Koeda A, Oshida K, Miyamoto Y, Maeda A, Hirayama M, Sanada H, Honda H, Ohyama W, Okada E, Fujiishi Y, Sutou S, Tadakuma A, Ishikawa Y, Kido M, Minamiguchi R, Hanahara I, Furihata C. Discrimination of genotoxic and non-genotoxic hepatocarcinogens by statistical analysis based on gene expression profiling in the mouse liver as determined by quantitative real-time PCR. Mutat Res 2012; 747:164-75. [PMID: 22634710 DOI: 10.1016/j.mrgentox.2012.04.011] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2012] [Accepted: 04/29/2012] [Indexed: 01/08/2023]
Abstract
The general aim of the present study is to discriminate between mouse genotoxic and non-genotoxic hepatocarcinogens via selected gene expression patterns in the liver as analyzed by quantitative real-time PCR (qPCR) and statistical analysis. qPCR was conducted on liver samples from groups of 5 male, 9-week-old B6C3F(1) mice, at 4 and 48h following a single intraperitoneal administration of chemicals. We quantified 35 genes selected from our previous DNA microarray studies using 12 different chemicals: 8 genotoxic hepatocarcinogens (2-acetylaminofluorene, 2,4-diaminotoluene, diisopropanolnitrosamine, 4-dimethylaminoazobenzene, 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone, N-nitrosomorpholine, quinoline and urethane) and 4 non-genotoxic hepatocarcinogens (1,4-dichlorobenzene, dichlorodiphenyltrichloroethane, di(2-ethylhexyl)phthalate and furan). A considerable number of genes exhibited significant changes in their gene expression ratios (experimental group/control group) analyzed statistically by the Dunnett's test and Welch's t-test. Finally, we distinguished between the genotoxic and non-genotoxic hepatocarcinogens by statistical analysis using principal component analysis (PCA) of the gene expression profiles for 7 genes (Btg2, Ccnf, Ccng1, Lpr1, Mbd1, Phlda3 and Tubb2c) at 4h and for 12 genes (Aen, Bax, Btg2, Ccnf, Ccng1, Cdkn1a, Gdf15, Lrp1, Mbd1, Phlda3, Plk2 and Tubb2c) at 48h. Seven major biological processes were extracted from the gene ontology analysis: apoptosis, the cell cycle, cell proliferation, DNA damage, DNA repair, oncogenes and tumor suppression. The major, biologically relevant gene pathway suggested was the DNA damage response pathway, resulting from signal transduction by a p53-class mediator leading to the induction of apoptosis. Eight genes (Aen, Bax, Btg2, Ccng1, Cdkn1a, Gdf15, Phlda3 and Plk2) that are directly associated with Trp53 contributed to the PCA. The current findings demonstrate a successful discrimination between genotoxic and non-genotoxic hepatocarcinogens, using qPCR and PCA, on 12 genes associated with a Trp53-mediated signaling pathway for DNA damage response at 4 and 48 h after a single administration of chemicals.
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The relationship between respiratory viral loads and diagnosis in children presenting to a pediatric hospital emergency department. Pediatr Infect Dis J 2011; 30:e18-23. [PMID: 20980931 DOI: 10.1097/inf.0b013e3181ff2fac] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND respiratory viral infections account for a considerable proportion of pediatric emergency room visits. Illnesses range in severity from mild upper respiratory tract infections to serious lower respiratory tract infections (LRTI). The relationship between viral load and specific viruses to clinical diagnosis made by physicians in this setting is poorly understood. METHODS we applied a real-time, quantitative polymerase chain reaction (qPCR) panel for 13 common respiratory viruses to 195 frozen, archival nasopharyngeal aspirate specimens obtained from symptomatic children ≤ 4 months of age presenting to the emergency room. Mean total viral load and number of viruses per archival nasopharyngeal aspirate specimen were compared between LRTI (n = 70) and non-LRTI (1 or more of upper respiratory tract infection, fever, or cough) (n = 125), as were yield and concordance of qPCR results to viral culture/direct fluorescence assay (DFA). RESULTS children with LRTI had significantly increased total viral load and harbored more viruses than the non-LRTI group. Respiratory syncytial virus-A and -B were significantly associated with LRTI, and parainfluenza virus-1 with non-LRTI. Individual loads of parainfluenza virus-2 and human rhinovirus were increased in LRTI versus non-LRTI. Quantitative PCR yielded more viruses (including coinfections, where a "dominant virus" was typically identified) than viral culture/DFA and documented nucleic acid from pathogens not tested by culture/DFA including human rhinovirus; coronaviruses -OC43, -229E, and -NL63; and metapneumovirus. CONCLUSIONS in symptomatic children presenting to the emergency room, total viral load is related to clinical diagnosis; specific viruses are associated with particular clinical diagnoses, and qPCR has a higher yield than other viral diagnostic methods.
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Asano KM, de Souza SP, de Barros IN, Ayres GR, Silva SOS, Richtzenhain LJ, Brandão PE. Multiplex semi-nested RT-PCR with exogenous internal control for simultaneous detection of bovine coronavirus and group A rotavirus. J Virol Methods 2010; 169:375-9. [PMID: 20723564 PMCID: PMC7119652 DOI: 10.1016/j.jviromet.2010.08.008] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2010] [Revised: 08/05/2010] [Accepted: 08/09/2010] [Indexed: 11/24/2022]
Abstract
Neonatal calf diarrhea is a multi-etiology syndrome of cattle and direct detection of the two major agents of the syndrome, group A rotavirus and Bovine coronavirus (BCoV) is hampered by their fastidious growth in cell culture. This study aimed at developing a multiplex semi-nested RT-PCR for simultaneous detection of BCoV (N gene) and group A rotavirus (VP1 gene) with the addition of an internal control (mRNA ND5). The assay was tested in 75 bovine feces samples tested previously for rotavirus using PAGE and for BCoV using nested RT-PCR targeted to RdRp gene. Agreement with reference tests was optimal for BCoV (kappa = 0.833) and substantial for rotavirus detection (kappa = 0.648). the internal control, ND5 mRNA, was detected successfully in all reactions. Results demonstrated that this multiplex semi-nested RT-PCR was effective in the detection of BCoV and rotavirus, with high sensitivity and specificity for simultaneous detection of both viruses at a lower cost, providing an important tool for studies on the etiology of diarrhea in cattle.
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Affiliation(s)
- Karen Miyuki Asano
- Department of Preventive Veterinary Medicine and Animal Health, College of Veterinary Medicine, University of São Paulo, Av. Professor Dr. Orlando Marques de Paiva, 87, CEP: 05508-270, Cidade Universitária, São Paulo, SP, Brazil.
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26
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Bonin S, Hlubek F, Benhattar J, Denkert C, Dietel M, Fernandez PL, Höfler G, Kothmaier H, Kruslin B, Mazzanti CM, Perren A, Popper H, Scarpa A, Soares P, Stanta G, Groenen PJTA. Multicentre validation study of nucleic acids extraction from FFPE tissues. Virchows Arch 2010; 457:309-17. [PMID: 20665046 PMCID: PMC2933807 DOI: 10.1007/s00428-010-0917-5] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2009] [Revised: 02/12/2010] [Accepted: 03/31/2010] [Indexed: 10/25/2022]
Abstract
In most pathology laboratories worldwide, formalin-fixed paraffin embedded (FFPE) samples are the only tissue specimens available for routine diagnostics. Although commercial kits for diagnostic molecular pathology testing are becoming available, most of the current diagnostic tests are laboratory-based assays. Thus, there is a need for standardized procedures in molecular pathology, starting from the extraction of nucleic acids. To evaluate the current methods for extracting nucleic acids from FFPE tissues, 13 European laboratories, participating to the European FP6 program IMPACTS (www.impactsnetwork.eu), isolated nucleic acids from four diagnostic FFPE tissues using their routine methods, followed by quality assessment. The DNA-extraction protocols ranged from homemade protocols to commercial kits. Except for one homemade protocol, the majority gave comparable results in terms of the quality of the extracted DNA measured by the ability to amplify differently sized control gene fragments by PCR. For array-applications or tests that require an accurately determined DNA-input, we recommend using silica based adsorption columns for DNA recovery. For RNA extractions, the best results were obtained using chromatography column based commercial kits, which resulted in the highest quantity and best assayable RNA. Quality testing using RT-PCR gave successful amplification of 200 bp-250 bp PCR products from most tested tissues. Modifications of the proteinase-K digestion time led to better results, even when commercial kits were applied. The results of the study emphasize the need for quality control of the nucleic acid extracts with standardised methods to prevent false negative results and to allow data comparison among different diagnostic laboratories.
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Affiliation(s)
- Serena Bonin
- ACADEM Department-University of Trieste and ICGEB, University of Trieste, Cattinara Hospital, 34149 Trieste, Italy
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Thymidilate synthase expression predicts longer survival in patients with stage II colon cancer treated with 5-flurouracil independently of microsatellite instability. J Cancer Res Clin Oncol 2010; 137:201-10. [PMID: 20387074 DOI: 10.1007/s00432-010-0872-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2009] [Accepted: 03/22/2010] [Indexed: 12/11/2022]
Abstract
BACKGROUND 5-Fluorouracil (5-FU) is the most commonly used therapeutic agent for colon cancer treatment. Several studies have evaluated in patients with colon cancer, either the role of genes involved in the 5-FU pathway, such as thymidylate synthase (TS), thymidine phosphorylase (TP) and dihydropyrimidine dehydrogenase (DPD) or the role of microsatellite instability (MSI) as prognostic or predictive markers for adjuvant chemotherapy efficacy, with discordant results. In this study we investigated the combined effect of TS, TP, DPD mRNA expression and MSI status in primary tumors of patients with colon cancer, all treated with 5-FU adjuvant therapy. METHODS TS, TP and DPD expression levels were investigated by real-time quantitative RT-PCR on RNA extracts from formalin-fixed and paraffin-embedded tissues of 55 patients with colon adenocarcinoma. In the same case study MSI status was assessed on DNA extracts. RESULTS A higher TS expression was significantly associated with a longer survival for patients with cancers of stage II (P < 0.01), but not for those with stage III (P = 0.68). In addition, in multivariate analysis, a higher TS expression was significantly associated with a decreased risk of death (HR 0.13, 95% CI 0.03-0.59, P < 0.01), while the MSI status did not have effects on patients' survival. CONCLUSIONS This retrospective investigation suggests that TS gene expression at mRNA level can be a useful marker of better survival in patients (especially of those with cancers of stage II) receiving 5-FU adjuvant chemotherapy, independently of the MSI status.
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Watanabe T, Miura T, Degawa Y, Fujita Y, Inoue M, Kawaguchi M, Furihata C. Comparison of lung cancer cell lines representing four histopathological subtypes with gene expression profiling using quantitative real-time PCR. Cancer Cell Int 2010; 10:2. [PMID: 20142997 PMCID: PMC2817686 DOI: 10.1186/1475-2867-10-2] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2009] [Accepted: 01/21/2010] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Lung cancers are the most common type of human malignancy and are intractable. Lung cancers are generally classified into four histopathological subtypes: adenocarcinoma (AD), squamous cell carcinoma (SQ), large cell carcinoma (LC), and small cell carcinoma (SC). Molecular biological characterization of these subtypes has been performed mainly using DNA microarrays. In this study, we compared the gene expression profiles of these four subtypes using twelve human lung cancer cell lines and the more reliable quantitative real-time PCR (qPCR). RESULTS We selected 100 genes from public DNA microarray data and examined them by DNA microarray analysis in eight test cell lines (A549, ABC-1, EBC-1, LK-2, LU65, LU99, STC 1, RERF-LC-MA) and a normal control lung cell line (MRC-9). From this, we extracted 19 candidate genes. We quantified the expression of the 19 genes and a housekeeping gene, GAPDH, with qPCR, using the same eight cell lines plus four additional validation lung cancer cell lines (RERF-LC-MS, LC-1/sq, 86-2, and MS-1-L). Finally, we characterized the four subtypes of lung cancer cell lines using principal component analysis (PCA) of gene expression profiling for 12 of the 19 genes (AMY2A, CDH1, FOXG1, IGSF3, ISL1, MALL, PLAU, RAB25, S100P, SLCO4A1, STMN1, and TGM2). The combined PCA and gene pathway analyses suggested that these genes were related to cell adhesion, growth, and invasion. S100P in AD cells and CDH1 in AD and SQ cells were identified as candidate markers of these lung cancer subtypes based on their upregulation and the results of PCA analysis. Immunohistochemistry for S100P and RAB25 was closely correlated to gene expression. CONCLUSIONS These results show that the four subtypes, represented by 12 lung cancer cell lines, were well characterized using qPCR and PCA for the 12 genes examined. Certain genes, in particular S100P and CDH1, may be especially important for distinguishing the different subtypes. Our results confirm that qPCR and PCA analysis provide a useful tool for characterizing cancer cell subtypes, and we discuss the possible clinical applications of this approach.
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Affiliation(s)
- Takashi Watanabe
- Department of Chemistry and Biological Science, School of Science and Engineering, Aoyama Gakuin University, Kanagawa 229-8558, Japan
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