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Hinić S, Cybulski C, Van der Post RS, Vos JR, Schuurs-Hoeijmakers J, Brugnoletti F, Koene S, Vreede L, van Zelst-Stams WAG, Kets CM, Haadsma M, Spruijt L, Wevers MR, Evans DG, Wimmer K, Schnaiter S, Volk AE, Möllring A, de Putter R, Soikkonen L, Kahre T, Tooming M, de Jong MM, Vaz F, Mensenkamp AR, Genuardi M, Lubinski J, Ligtenberg M, Hoogerbrugge N, de Voer RM. The heterogeneous cancer phenotype of individuals with biallelic germline pathogenic variants in CHEK2. Genet Med 2024; 26:101101. [PMID: 38362852 DOI: 10.1016/j.gim.2024.101101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 02/08/2024] [Accepted: 02/09/2024] [Indexed: 02/17/2024] Open
Abstract
PURPOSE Females with biallelic CHEK2 germline pathogenic variants (gPVs) more often develop multiple breast cancers than individuals with monoallelic CHEK2 gPVs. This study is aimed at expanding the knowledge on the occurrence of other malignancies. METHODS Exome sequencing of individuals who developed multiple primary malignancies identified 3 individuals with the CHEK2 (NM_007194.4) c.1100del p.(Thr367MetfsTer15) loss-of-function gPV in a biallelic state. We collected the phenotypes of an additional cohort of individuals with CHEK2 biallelic gPVs (n = 291). RESULTS In total, 157 individuals (53.4%; 157/294 individuals) developed ≥1 (pre)malignancy. The most common (pre)malignancies next to breast cancer were colorectal- (n = 19), thyroid- (n = 19), and prostate (pre)malignancies (n = 12). Females with biallelic CHEK2 loss-of-function gPVs more frequently developed ≥2 (pre)malignancies and at an earlier age compared with females biallelic for the CHEK2 c.470T>C p.(Ile157Thr) missense variant. Furthermore, 26 males (31%; 26/84 males) with CHEK2 biallelic gPVs developed ≥1 (pre)malignancies of 15 origins. CONCLUSION Our study suggests that CHEK2 biallelic gPVs likely increase the susceptibility to develop multiple malignancies in various tissues, both in females and males. However, it is possible that a substantial proportion of individuals with CHEK2 biallelic gPVs is missed as diagnostic testing for CHEK2 often is limited to individuals who developed breast cancer.
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Affiliation(s)
- Snežana Hinić
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - Cezary Cybulski
- International Hereditary Cancer Center, Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland; European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands
| | - Rachel S Van der Post
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Radboud University Medical Center, Research Institute for Medical Innovation, Department of Pathology, Nijmegen, The Netherlands
| | - Janet R Vos
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands; European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands
| | - Janneke Schuurs-Hoeijmakers
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - Fulvia Brugnoletti
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands; Genomic Medicine, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Saskia Koene
- Leiden University Medical Center, Department of Clinical Genetics, Leiden, The Netherlands
| | - Lilian Vreede
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - Wendy A G van Zelst-Stams
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - C Marleen Kets
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - Maaike Haadsma
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - Liesbeth Spruijt
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - Marijke R Wevers
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - D Gareth Evans
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; The University of Manchester, Genomic Medicine, Division of Evolution, Infection and Genomic Sciences, Manchester, United Kingdom
| | - Katharina Wimmer
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Institute of Human Genetics, Medical University of Innsbruck, Innsbruck, Austria
| | - Simon Schnaiter
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Institute of Human Genetics, Medical University of Innsbruck, Innsbruck, Austria
| | - Alexander E Volk
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Institute of Human Genetics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Anna Möllring
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Institute of Human Genetics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Robin de Putter
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Center for Medical Genetics, Ghent University and Ghent University Hospital, Ghent, Belgium
| | - Leila Soikkonen
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Oulu University Hospital, Department of Clinical Genetics, Oulu, Finland
| | - Tiina Kahre
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Genetics and Personalized Medicine Clinic, Department of Laboratory Genetics, Tartu University Hospital, Tartu, Estonia; Department of Clinical Genetics, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Mikk Tooming
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Genetics and Personalized Medicine Clinic, Department of Laboratory Genetics, Tartu University Hospital, Tartu, Estonia; Department of Clinical Genetics, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Mirjam M de Jong
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | - Fátima Vaz
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Instituto Português Oncologia de Lisboa Francisco Gentil, Lisbon, Portugal
| | - Arjen R Mensenkamp
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands
| | - Maurizio Genuardi
- European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Genomic Medicine, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy; Medical Genetics Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Jan Lubinski
- International Hereditary Cancer Center, Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland; European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands
| | - Marjolijn Ligtenberg
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands; European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands; Radboud University Medical Center, Research Institute for Medical Innovation, Department of Pathology, Nijmegen, The Netherlands
| | - Nicoline Hoogerbrugge
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands; European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands
| | - Richarda M de Voer
- Radboud University Medical Center, Research Institute for Medical Innovation, Department of Human Genetics, Nijmegen, The Netherlands; European Reference Network for Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, The Netherlands.
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Bottillo I, Savino E, Majore S, Mulargia C, Valiante M, Ferraris A, Rossi V, Svegliati F, Ciccone MP, Brusco F, Grammatico B, Di Giacomo G, Bargiacchi S, D'Angelantonio D, Grammatico P. Two unrelated cases with biallelic CHEK2 variants:a novel condition with constitutional chromosomal instability? Eur J Hum Genet 2023; 31:474-478. [PMID: 36529819 PMCID: PMC10133322 DOI: 10.1038/s41431-022-01270-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 12/03/2022] [Accepted: 12/10/2022] [Indexed: 12/23/2022] Open
Abstract
Constitutional heterozygous mutations in CHEK2 gene have been associated with hereditary cancer risk. To date, only a few homozygous CHEK2 mutations have been reported in families with cancer susceptibility. Here, we report two unrelated individuals with a personal and familial cancer history in whom biallelic CHEK2 alterations were identified. The first case resulted homozygous for the CHEK2 c.793-1 G > A (p.Asp265Thrfs*10) variant, and the second one was found to be compound heterozygous for the c.1100delC (p.Thr367Metfs*15) and the c.1312 G > T (p.Asp438Tyr) variants. Multiple cytogenetic anomalies were demonstrated on peripheral lymphocytes of both patients. A literature revision showed that a single other CHEK2 homozygous variant was previously associated to a constitutional randomly occurring multi-translocation karyotype from peripheral blood in humans. We hypothesize that, at least some biallelic CHEK2 mutations might be associated with a novel disorder, further expanding the group of chromosome instability syndromes. Additional studies on larger cohorts are needed to confirm if chromosomal instability could represent a marker for CHEK2 constitutionally mutated recessive genotypes, and to investigate the cancer risk and the occurrence of other anomalies typically observed in chromosome instability syndromes.
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Affiliation(s)
- Irene Bottillo
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy.
| | - Emanuele Savino
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Silvia Majore
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Claudia Mulargia
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Michele Valiante
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Alessandro Ferraris
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Valentina Rossi
- Breast Oncology Unit, San Camillo-Forlanini Hospital, Rome, Italy
| | | | - Maria Pia Ciccone
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Francesca Brusco
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Barbara Grammatico
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Gianluca Di Giacomo
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Simone Bargiacchi
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Daniela D'Angelantonio
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
| | - Paola Grammatico
- Division of Medical Genetics, Department of Experimental Medicine, San Camillo-Forlanini Hospital, Sapienza University, Rome, Italy
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Zhang SS, Lee JK, Tukachinsky H, Schrock AB, Nagasaka M, Ou SHI. A High Percentage of NSCLC With Germline CHEK2 Mutation Harbors Actionable Driver Alterations: Survey of a Cancer Genomic Database and Review of Literature. JTO Clin Res Rep 2022; 3:100387. [PMID: 36061833 PMCID: PMC9429789 DOI: 10.1016/j.jtocrr.2022.100387] [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: 05/27/2022] [Revised: 07/21/2022] [Accepted: 07/24/2022] [Indexed: 11/07/2022] Open
Abstract
Introduction Germline CHEK2 mutations are rare and have not been associated with increased risk of NSCLC. Methods We identified two sequential primary NSCLCs harboring distinct actionable driver alterations (EGFR E746 _S752 delinsV and CD74-ROS1) in a patient with NSCLC with a novel germline CHEK2 mutation S5fs∗54 (c.14_20delCGGATGT). We queried a genomic database of NSCLC samples profiled by plasma next-generation sequencing (Foundation Medicine Inc.) and performed a literature search of germline CHEK2 mutations in NSCLC. Results Of 6101 patients with unique NSCLC profiled by plasma next-generation sequencing, 53 cases (0.87%) of germline CHEK2 mutation were identified (male-to-female ratio, 49%:51%; median age = 75 y). The median allele frequency of CHEK2 was 49% (interquartile range: 49%-51%). Ten unique CHEK2 germline mutations were identified. Literature review identified 15 additional cases of germline CHEK2 mutations in NSCLC. Overall, a total of 70 CHEK2 germline mutations (21 unique CHEK2 alterations) were identified. Among these 70 CHEK2 germline mutations, 54.3% were amino acid substitutions (point mutation), 40.0% were frameshift mutations, and 5.7% were splice site mutations. Of these 70 total cases assessed, 29 (41.4%) potentially actionable driver alterations were identified with KRAS G12C mutation (27.6%) being the most common and KRAS G12A/C/D/R/S/V mutations together constituting 51.7% of these driver mutations. Conclusions Germline CHEK2 mutations are rare in NSCLC. A large proportion of these cases harbor actionable driver alterations. The relationship between germline CHEK2 mutations and actionable driver alterations in NSCLC may be worth further investigation.
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Affiliation(s)
- Shannon S. Zhang
- Department of Medicine, University of California Irvine School of Medicine, Orange, California
| | | | | | | | - Misako Nagasaka
- Department of Medicine, University of California Irvine School of Medicine, Orange, California
- Chao Family Comprehensive Cancer Center, Orange, California
| | - Sai-Hong Ignatius Ou
- Department of Medicine, University of California Irvine School of Medicine, Orange, California
- Chao Family Comprehensive Cancer Center, Orange, California
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Identifying General Tumor and Specific Lung Cancer Biomarkers by Transcriptomic Analysis. BIOLOGY 2022; 11:biology11071082. [PMID: 36101460 PMCID: PMC9313083 DOI: 10.3390/biology11071082] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 06/25/2022] [Accepted: 07/03/2022] [Indexed: 11/17/2022]
Abstract
The bioinformatic pipeline previously developed in our research laboratory is used to identify potential general and specific deregulated tumor genes and transcription factors related to the establishment and progression of tumoral diseases, now comparing lung cancer with other two types of cancer. Twenty microarray datasets were selected and analyzed separately to identify hub differentiated expressed genes and compared to identify all the deregulated genes and transcription factors in common between the three types of cancer and those unique to lung cancer. The winning DEGs analysis allowed to identify an important number of TFs deregulated in the majority of microarray datasets, which can become key biomarkers of general tumors and specific to lung cancer. A coexpression network was constructed for every dataset with all deregulated genes associated with lung cancer, according to DAVID’s tool enrichment analysis, and transcription factors capable of regulating them, according to oPOSSUM´s tool. Several genes and transcription factors are coexpressed in the networks, suggesting that they could be related to the establishment or progression of the tumoral pathology in any tissue and specifically in the lung. The comparison of the coexpression networks of lung cancer and other types of cancer allowed the identification of common connectivity patterns with deregulated genes and transcription factors correlated to important tumoral processes and signaling pathways that have not been studied yet to experimentally validate their role in lung cancer. The Kaplan–Meier estimator determined the association of thirteen deregulated top winning transcription factors with the survival of lung cancer patients. The coregulatory analysis identified two top winning transcription factors networks related to the regulatory control of gene expression in lung and breast cancer. Our transcriptomic analysis suggests that cancer has an important coregulatory network of transcription factors related to the acquisition of the hallmarks of cancer. Moreover, lung cancer has a group of genes and transcription factors unique to pulmonary tissue that are coexpressed during tumorigenesis and must be studied experimentally to fully understand their role in the pathogenesis within its very complex transcriptomic scenario. Therefore, the downstream bioinformatic analysis developed was able to identify a coregulatory metafirm of cancer in general and specific to lung cancer taking into account the great heterogeneity of the tumoral process at cellular and population levels.
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Federico AD, Gelsomino F, De Biase D, Ardizzoni A. Should We Test Cancer Susceptibility Genes in Routinely Used Multigene Panels? A Case of Synchronous Lung Adenocarcinoma and Breast Cancer Associated With Germline CHEK2 Mutation. Clin Lung Cancer 2022; 23:e283-e284. [PMID: 34772625 DOI: 10.1016/j.cllc.2021.09.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Accepted: 09/30/2021] [Indexed: 12/25/2022]
Affiliation(s)
- Alessandro Di Federico
- Department of Specialized, Experimental and Diagnostic Medicine, University of Bologna, Bologna, Italy; Division of Medical Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Francesco Gelsomino
- Department of Specialized, Experimental and Diagnostic Medicine, University of Bologna, Bologna, Italy; Division of Medical Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.
| | - Dario De Biase
- Department of Pharmacy and Biotechnology (FABIT), University of Bologna, Bologna, Italy
| | - Andrea Ardizzoni
- Department of Specialized, Experimental and Diagnostic Medicine, University of Bologna, Bologna, Italy; Division of Medical Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
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Cao C, Zhang C, Sun Y, Mu Z, Shen Q. Myosin18B predicts favorable prognosis of cutaneous squamous-cell carcinoma. Genes Genomics 2021; 43:371-378. [PMID: 33555505 DOI: 10.1007/s13258-021-01037-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Accepted: 01/02/2021] [Indexed: 02/08/2023]
Abstract
BACKGROUND Myosin18 family, including Myosin18A (MYO18A) and Myosin18B (MYO18B), are newly-identified Myosins in Myosin superfamily. The expression and function of Myosin18 family in cancer progression is still controversial, and in cutaneous squamous-cell carcinoma (cSCC) is totally unknown. OBJECTIVE To investigate the expression and prognostic significance of Myosin18 family in cSCC. METHODS In this study, the expressions of MYO18 family, including MYO18A and MYO18B were detected in six pairs of cSCCs and corresponding normal tissues with qRT-PCR. MYO18A and MYO18B expressions and intracellular locations in 80 cSCCs were detected with immunohistochemistry. The clinical significance was evaluated by analyzing the correlation between MYO18 family and clinicopathological factors. The prognostic significance of MYO18 family was estimated by univariate analysis with log-rank test, and by multivariate analysis by Cox-regression model. RESULTS The percentages of high MYO18A and MYO18B in cSCC were 43.75% and 36.25%, respectively. High expression of MYO18A (P = 0.035) and MYO18B (P = 0.032) were both associated with less tumor size. MYO18A had no significant influence on sSCC prognosis (P = 0.686), but low expression of MYO18B was proved to be significantly associated with poor outcome of cSCC (P = 0.014). MYO18B was confirmed as an independent prognostic biomarker of cSCC (P = 0.002), indicating the favorable outcome. CONCLUSION The expression of MYO18B was an independent prognostic biomarker of cSCC, predicting the favorable prognosis independently. Investigating the expression of MYO18B can help stratify the subset of high-risk cSCC patients for more potent treatment and post-operational surveillance.
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Affiliation(s)
- Can Cao
- Departments of Dermatology, the Second Affiliated Hospital of Shandong First Medical University, Taian, 271000, Shandong, China
| | - Chao Zhang
- Departments of Dermatology, the Second Affiliated Hospital of Shandong First Medical University, Taian, 271000, Shandong, China
| | - Ying Sun
- Departments of Dermatology, the Second Affiliated Hospital of Shandong First Medical University, Taian, 271000, Shandong, China
| | - Zhen Mu
- Departments of Dermatology, the Second Affiliated Hospital of Shandong First Medical University, Taian, 271000, Shandong, China
| | - Qin Shen
- Department of Dermatology, Hubei Provincial Hospital of Traditional Chinese Medicine, No.856, Luoyu Road, Hongshan District, Wuhan, 430061, Hubei, China. .,Department of Dermatology, Hubei Provincial Academy of Traditional Chinese Medicine, Wuhan, 430061, Hubei, China.
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7
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Stolarova L, Kleiblova P, Janatova M, Soukupova J, Zemankova P, Macurek L, Kleibl Z. CHEK2 Germline Variants in Cancer Predisposition: Stalemate Rather than Checkmate. Cells 2020; 9:cells9122675. [PMID: 33322746 PMCID: PMC7763663 DOI: 10.3390/cells9122675] [Citation(s) in RCA: 127] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Revised: 12/04/2020] [Accepted: 12/10/2020] [Indexed: 12/15/2022] Open
Abstract
Germline alterations in many genes coding for proteins regulating DNA repair and DNA damage response (DDR) to DNA double-strand breaks (DDSB) have been recognized as pathogenic factors in hereditary cancer predisposition. The ATM-CHEK2-p53 axis has been documented as a backbone for DDR and hypothesized as a barrier against cancer initiation. However, although CHK2 kinase coded by the CHEK2 gene expedites the DDR signal, its function in activation of p53-dependent cell cycle arrest is dispensable. CHEK2 mutations rank among the most frequent germline alterations revealed by germline genetic testing for various hereditary cancer predispositions, but their interpretation is not trivial. From the perspective of interpretation of germline CHEK2 variants, we review the current knowledge related to the structure of the CHEK2 gene, the function of CHK2 kinase, and the clinical significance of CHEK2 germline mutations in patients with hereditary breast, prostate, kidney, thyroid, and colon cancers.
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Affiliation(s)
- Lenka Stolarova
- Institute of Biochemistry and Experimental Oncology, First Faculty of Medicine, Charles University, 12800 Prague, Czech Republic; (L.S.); (M.J.); (J.S.); (P.Z.)
- Laboratory of Cancer Cell Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, 14220 Prague, Czech Republic;
| | - Petra Kleiblova
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, 12800 Prague, Czech Republic;
| | - Marketa Janatova
- Institute of Biochemistry and Experimental Oncology, First Faculty of Medicine, Charles University, 12800 Prague, Czech Republic; (L.S.); (M.J.); (J.S.); (P.Z.)
| | - Jana Soukupova
- Institute of Biochemistry and Experimental Oncology, First Faculty of Medicine, Charles University, 12800 Prague, Czech Republic; (L.S.); (M.J.); (J.S.); (P.Z.)
| | - Petra Zemankova
- Institute of Biochemistry and Experimental Oncology, First Faculty of Medicine, Charles University, 12800 Prague, Czech Republic; (L.S.); (M.J.); (J.S.); (P.Z.)
| | - Libor Macurek
- Laboratory of Cancer Cell Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, 14220 Prague, Czech Republic;
| | - Zdenek Kleibl
- Institute of Biochemistry and Experimental Oncology, First Faculty of Medicine, Charles University, 12800 Prague, Czech Republic; (L.S.); (M.J.); (J.S.); (P.Z.)
- Correspondence: ; Tel.: +420-22496-745
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Rotunno M, Barajas R, Clyne M, Hoover E, Simonds NI, Lam TK, Mechanic LE, Goldstein AM, Gillanders EM. A Systematic Literature Review of Whole Exome and Genome Sequencing Population Studies of Genetic Susceptibility to Cancer. Cancer Epidemiol Biomarkers Prev 2020; 29:1519-1534. [PMID: 32467344 DOI: 10.1158/1055-9965.epi-19-1551] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2019] [Revised: 03/17/2020] [Accepted: 05/13/2020] [Indexed: 01/03/2023] Open
Abstract
The application of next-generation sequencing (NGS) technologies in cancer research has accelerated the discovery of somatic mutations; however, progress in the identification of germline variation associated with cancer risk is less clear. We conducted a systematic literature review of cancer genetic susceptibility studies that used NGS technologies at an exome/genome-wide scale to obtain a fuller understanding of the research landscape to date and to inform future studies. The variability across studies on methodologies and reporting was considerable. Most studies sequenced few high-risk (mainly European) families, used a candidate analysis approach, and identified potential cancer-related germline variants or genes in a small fraction of the sequenced cancer cases. This review highlights the importance of establishing consensus on standards for the application and reporting of variants filtering strategies. It also describes the progress in the identification of cancer-related germline variation to date. These findings point to the untapped potential in conducting studies with appropriately sized and racially diverse families and populations, combining results across studies and expanding beyond a candidate analysis approach to advance the discovery of genetic variation that accounts for the unexplained cancer heritability.
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Affiliation(s)
- Melissa Rotunno
- National Cancer Institute, National Institutes of Health, U.S. Department of Health and Human Services, Bethesda, Maryland.
| | - Rolando Barajas
- National Cancer Institute, National Institutes of Health, U.S. Department of Health and Human Services, Bethesda, Maryland
| | - Mindy Clyne
- National Cancer Institute, National Institutes of Health, U.S. Department of Health and Human Services, Bethesda, Maryland
| | - Elise Hoover
- National Cancer Institute, National Institutes of Health, U.S. Department of Health and Human Services, Bethesda, Maryland
| | | | - Tram Kim Lam
- National Cancer Institute, National Institutes of Health, U.S. Department of Health and Human Services, Bethesda, Maryland
| | - Leah E Mechanic
- National Cancer Institute, National Institutes of Health, U.S. Department of Health and Human Services, Bethesda, Maryland
| | - Alisa M Goldstein
- National Cancer Institute, National Institutes of Health, U.S. Department of Health and Human Services, Bethesda, Maryland
| | - Elizabeth M Gillanders
- National Cancer Institute, National Institutes of Health, U.S. Department of Health and Human Services, Bethesda, Maryland
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Li X, Liu J, Wang K, Zhou J, Zhang H, Zhang M, Shi Y. Polymorphisms and rare variants identified by next-generation sequencing confer risk for lung cancer in han Chinese population. Pathol Res Pract 2020; 216:152873. [PMID: 32107087 DOI: 10.1016/j.prp.2020.152873] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Revised: 01/16/2020] [Accepted: 02/11/2020] [Indexed: 12/30/2022]
Abstract
BACKGROUND Lung cancer is one of the leading causes of cancer death worldwide, and genetic risk factors account for a large part of its carcinogenesis. The low economic requirements and high efficiency of next-generation sequencing (NGS) make it widely used in detecting genetic alterations in pathogenesis. METHODS We performed targeted panel sequencing in 780 Han Chinese lung cancer patients using a commercial probe, and the correlations between dozens of susceptible sites were verified in 1113 healthy controls. This study used Fisher's exact test and Benjamini-Hochberg FDR correction to analyze the mutual exclusion between mutated genes, and Pearson's p was used to verify the correlations between mutations and lung cancer susceptibility. RESULTS Our results determined the mutation spectrum and showed that each lung cancer patient carried at least one DNA mutation. The most frequently mutated gene was BRCA2 (mutation rate,10.6 %.). The co-occurrence and mutual exclusion analysis of DNA damage related genes showed that gene ATM was mutually exclusive from MSH6. We conducted a further case-control study in different subtypes of lung cancer and the results described 14 mutations associated with adenocarcinoma, 9 with squamous cell carcinoma, and 4 with small cell lung cancer. These variants were novel de-novo germline mutations in lung cancer. Particularly, rs3864017 in FANCD2 showed a protective effect of lung adenocarcinoma for carriers (OR = 0.146, 95 % CI = 0.052∼0.405, Padjusted = 3.37 × 10-4). CONCLUSIONS 18 candidate mutations might alter the risk of lung cancer in the Han Chinese population, including polymorphisms rs3864017(FANCD2), rs55740729(MSH6) and 16 rare variants. The underlying mechanisms of candidate genes in lung cancer remain unclear and we suggest more functional studies on exploring how these genes affect the risk of lung cancer.
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Affiliation(s)
- Xiaoqi Li
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai 200030, China
| | - Jinsheng Liu
- Shanghai Jiao Tong University Hospital, Shanghai 200030, China
| | - Ke Wang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai 200030, China
| | - Juan Zhou
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai 200030, China
| | - Hang Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai 200030, China
| | - Mancang Zhang
- DYnastyGene Biotech Co. Ltd., Building 25, No.10688 Bei Qing Road, Qingpu District, Shanghai 201700, PR China
| | - Yongyong Shi
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai 200030, China.
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10
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Abstract
Cancer is a multi-step process during which cells acquire mutations that eventually lead to uncontrolled cell growth and division and evasion of programmed cell death. The oncogenes such as Ras and c-Myc may be responsible in all three major stages of cancer i.e., early, intermediate, and late. The NF-κB has been shown to control the expression of genes linked with tumor pathways such as chronic inflammation, tumor cell survival, anti-apoptosis, proliferation, invasion, and angiogenesis. In the last few decades, various biomarker pathways have been identified that play a critical role in carcinogenesis such as Ras, NF-κB and DNA damage.
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Affiliation(s)
- Anas Ahmad
- Department of Pharmacology and Toxicology, National Institute of Pharmaceutical Education and Research (NIPER), Mohali, India.,Department of Nano-Therapeutics, Institute of Nano Science and Technology (INST), Habitat Centre, Mohali, India
| | - Haseeb Ahsan
- Department of Biochemistry, Faculty of Dentistry, Jamia Millia Islamia (A Central University), New Delhi, India
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11
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de Alencar VTL, Formiga MN, de Lima VCC. Inherited lung cancer: a review. Ecancermedicalscience 2020; 14:1008. [PMID: 32104210 PMCID: PMC7039693 DOI: 10.3332/ecancer.2020.1008] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Indexed: 12/17/2022] Open
Abstract
Lung cancer is the most common cancer worldwide and has high rates of mortality. The major risk factor associated with this disease is tobacco smoke, but approximately 10%-25% of all lung cancer cases occur in patients who have never smoked. Data suggest that lung cancer in never-smokers has a different molecular profile, tumour microenvironment and epidemiology than that in smokers. Several risk factors have been associated with its occurrence, and the possibility of inherited predisposition is becoming clearer. A better understanding of this disease is essential for the future development of personalised screening, diagnosis and treatment approaches, with consequent reduction of mortality. In this review, we discuss historical studies of lung cancer in never-smokers and the currently available evidence of inherited predisposition to this disease.
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Affiliation(s)
| | - Maria Nirvana Formiga
- AC Camargo Cancer Center, R Prof Antônio Prudente, 211 São Paulo, SP 01509-010, Brazil
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12
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Abstract
Class XVIII myosins represent a branch of the myosin family tree characterized by the presence of large N- and C-terminal extensions flanking a generic myosin core. These myosins display the highest sequence similarity to conventional class II muscle myosins and are compatible with but not restricted to myosin-2 contractile structures. Instead, they fulfill their functions at diverse localities, such as lamella, actomyosin bundles, the Golgi apparatus, focal adhesions, the cell membrane, and within sarcomeres. Sequence comparison of active-site residues and biochemical data available thus far indicate that this myosin class lacks active ATPase-driven motor activity, suggesting that its members function as structural myosins. An emerging body of evidence indicates that this structural capability is essential for the organization, maturation, and regulation of the contractile machinery in both muscle and nonmuscle cells. This is supported by the clear association of myosin-18A (Myo18A) and myosin-18B (Myo18B) dysregulation with diseases such as cancer and various myopathies.
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13
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Cheng YI, Gan YC, Liu D, Davies MPA, Li WM, Field JK. Potential genetic modifiers for somatic EGFR mutation in lung cancer: a meta-analysis and literature review. BMC Cancer 2019; 19:1068. [PMID: 31703574 PMCID: PMC6842246 DOI: 10.1186/s12885-019-6317-6] [Citation(s) in RCA: 21] [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: 03/06/2019] [Accepted: 10/31/2019] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Accumulating evidence indicates inherited risk in the aetiology of lung cancer, although smoking exposure is the major attributing factor. Family history is a simple substitute for inherited susceptibility. Previous studies have shown some possible yet conflicting links between family history of cancer and EGFR mutation in lung cancer. As EGFR-mutated lung cancer favours female, never-smoker, adenocarcinoma and Asians, it may be argued that there may be some underlying genetic modifiers responsible for the pathogenesis of EGFR mutation. METHODS We searched four databases for all original articles on family history of malignancy and EGFR mutation status in lung cancer published up to July 2018. We performed a meta-analysis by using a random-effects model and odds ratio estimates. Heterogeneity and sensitivity were also investigated. Then we conducted a second literature research to curate case reports of familial lung cancers who studied both germline cancer predisposing genes and their somatic EGFR mutation status; and explored the possible links between cancer predisposing genes and EGFR mutation. RESULTS Eleven studies have been included in the meta-analysis. There is a significantly higher likelihood of EGFR mutation in lung cancer patients with family history of cancer than their counterparts without family history, preferentially in Asians (OR = 1.35[1.06-1.71], P = 0.01), those diagnosed with adenocarcinomas ((OR = 1.47[1.14-1.89], P = 0.003) and those with lung cancer-affected relatives (first and second-degree: OR = 1.53[1.18-1.99], P = 0.001; first-degree: OR = 1.76[1.36-2.28, P < 0.0001]). Familial lung cancers more likely have concurrent EGFR mutations along with mutations in their germline cancer predisposition genes including EGFR T790 M, BRCA2 and TP53. Certain mechanisms may contribute to the combination preferences between inherited mutations and somatic ones. CONCLUSIONS Potential genetic modifiers may contribute to somatic EGFR mutation in lung cancer, although current data is limited. Further studies on this topic are needed, which may help to unveil lung carcinogenesis pathways. However, caution is warranted in data interpretation due to limited cases available for the current study.
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Affiliation(s)
- Yue I Cheng
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, China
- Lung Cancer Research Group, Department of Molecular and Clinical Cancer Medicine, Institute of Translational Medicine, University of Liverpool, William Henry Duncan Building, 6 West Derby Street, Liverpool, L7 8TX, UK
| | - Yun Cui Gan
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Dan Liu
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Michael P A Davies
- Lung Cancer Research Group, Department of Molecular and Clinical Cancer Medicine, Institute of Translational Medicine, University of Liverpool, William Henry Duncan Building, 6 West Derby Street, Liverpool, L7 8TX, UK
| | - Wei Min Li
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - John K Field
- Lung Cancer Research Group, Department of Molecular and Clinical Cancer Medicine, Institute of Translational Medicine, University of Liverpool, William Henry Duncan Building, 6 West Derby Street, Liverpool, L7 8TX, UK
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14
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Paperna T, Sharon-Shwartzman N, Kurolap A, Goldberg Y, Moustafa N, Carasso Y, Feinstien M, Mory A, Reznick-Levi G, Gonzaga-Jauregui C, Shuldiner AR, Basel-Salmon L, Ofran Y, Half EE, Baris Feldman H. Homozygosity for CHEK2 p.Gly167Arg leads to a unique cancer syndrome with multiple complex chromosomal translocations in peripheral blood karyotype. J Med Genet 2019; 57:500-504. [PMID: 30858171 DOI: 10.1136/jmedgenet-2018-105824] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Revised: 02/06/2019] [Accepted: 02/08/2019] [Indexed: 12/30/2022]
Abstract
BACKGROUND Chromosomal instability, as reflected by structural or copy-number changes, is a known cancer characteristic but are rarely observed in healthy tissue. Mutations in DNA repair genes disrupt the maintenance of DNA integrity and predispose to hereditary cancer syndromes. OBJECTIVE To clinically characterise and genetically diagnose two reportedly unrelated patients with unique cancer syndromes, including multiorgan tumourogenesis (patient 1) and early-onset acute myeloid leukaemia (patient 2), both displaying unique peripheral blood karyotypes. METHODS Genetic analysis in patient 1 included TruSight One panel and whole-exome sequencing, while patient 2 was diagnosed by FoundationOne Heme genomic analysis; Sanger sequencing was used for mutation confirmation in both patients. Karyotype analysis was performed on peripheral blood, bone marrow and other available tissues. RESULTS Both patients were found homozygous for CHEK2 c.499G>A; p.Gly167Arg and exhibited multiple different chromosomal translocations in 30%-60% peripheral blood lymphocytes. This karyotype phenotype was not observed in other tested tissues or in an ovarian cancer patient with a different homozygous missense mutation in CHEK2 (c.1283C>T; p.Ser428Phe). CONCLUSIONS The multiple chromosomal translocations in patient lymphocytes highlight the role of CHK2 in DNA repair. We suggest that homozygosity for p.Gly167Arg increases patients' susceptibility to non-accurate correction of DNA breaks and possibly explains their increased susceptibility to either multiple primary tumours during their lifetime or early-onset tumourigenesis.
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Affiliation(s)
- Tamar Paperna
- The Genetics Institute, Rambam Health Care Campus, Haifa, Israel
| | | | - Alina Kurolap
- The Genetics Institute, Rambam Health Care Campus, Haifa, Israel.,The Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel
| | - Yael Goldberg
- Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, Petah Tikva, Israel
| | - Nivin Moustafa
- The Genetics Institute, Rambam Health Care Campus, Haifa, Israel
| | - Yariv Carasso
- Department of Haematology and Bone Marrow Transplantation, Rambam Health Care Campus, Haifa, Israel
| | - Miora Feinstien
- Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, Petah Tikva, Israel
| | - Adi Mory
- The Genetics Institute, Rambam Health Care Campus, Haifa, Israel
| | | | | | | | - Lina Basel-Salmon
- Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, Petah Tikva, Israel.,Pediatric Genetics Clinic, Schneider Children's Medical Center of Israel, Petach Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.,Felsenstein Medical Research Cente, Rabin Medical Center, Petach Tikva, Israel
| | - Yishai Ofran
- The Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.,Department of Haematology and Bone Marrow Transplantation, Rambam Health Care Campus, Haifa, Israel
| | - Elizabeth E Half
- The Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.,Department of Gastroenterology, Rambam Health Care Campus, Haifa, Israel
| | - Hagit Baris Feldman
- The Genetics Institute, Rambam Health Care Campus, Haifa, Israel.,The Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel
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15
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Santos LS, Silva SN, Gil OM, Ferreira TC, Limbert E, Rueff J. Mismatch repair single nucleotide polymorphisms and thyroid cancer susceptibility. Oncol Lett 2018; 15:6715-6726. [PMID: 29616133 DOI: 10.3892/ol.2018.8103] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2017] [Accepted: 12/14/2017] [Indexed: 12/16/2022] Open
Abstract
Thyroid cancer (TC) is the most common endocrine malignancy and its incidence continues to rise worldwide. Ionizing radiation exposure is the best established etiological factor. Heritability is high; however, despite valuable contribution from recent genome-wide association studies, the current understanding of genetic susceptibility to TC remains limited. Several studies suggest that altered function or expression of the DNA mismatch repair (MMR) system may contribute to TC pathogenesis. Therefore, the present study aimed to evaluate the potential role of a panel of MMR single nucleotide polymorphisms (SNPs) on the individual susceptibility to well-differentiated TC (DTC). A case-control study was performed involving 106 DTC patients and 212 age- and gender-matched controls, who were all Caucasian Portuguese. Six SNPs present in distinct MMR genes (MLH1 rs1799977, MSH3 rs26279, MSH4 rs5745325, PMS1 rs5742933, MLH3 rs175080 and MSH6 rs1042821) were genotyped through TaqMan® assays and genotype-associated risk estimates were calculated. An increased risk was observed in MSH6 rs1042821 variant homozygotes [adjusted odds ratio (OR)=3.42, 95% CI: 1.04-11.24, P=0.04, under the co-dominant model; adjusted OR=3.84, 95% CI: 1.18-12.44, P=0.03, under the recessive model]. The association was especially evident for the follicular histotype and female sex. The association was also apparent when MSH6 was analysed in combination with other MMR SNPs such as MSH3 rs26279. Interestingly, two other SNP combinations, both containing the MSH6 heterozygous genotype, were associated with a risk reduction, suggesting a protective effect for these genotype combinations. These data support the idea that MMR SNPs such as MSH6 rs1042821, alone or in combination, may contribute to DTC susceptibility. This is coherent with the limited evidence available. Nevertheless, further studies are needed to validate these findings and to establish the usefulness of these SNPs as genetic susceptibility biomarkers for DTC so that, in the near future, cancer prevention policies may be optimized under a personalized medicine perspective.
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Affiliation(s)
- Luís S Santos
- Centre for Toxicogenomics and Human Health (ToxOmics), Genetics, Oncology and Human Toxicology, NOVA Medical School, Faculdade de Ciências Médicas, Universidade Nova de Lisboa, 1169-056 Lisboa, Portugal.,Centre for Interdisciplinary Research in Health (CIIS), Health Sciences Institute (ICS), Universidade Católica Portuguesa, 3504-505 Viseu, Portugal
| | - Susana N Silva
- Centre for Toxicogenomics and Human Health (ToxOmics), Genetics, Oncology and Human Toxicology, NOVA Medical School, Faculdade de Ciências Médicas, Universidade Nova de Lisboa, 1169-056 Lisboa, Portugal
| | - Octávia M Gil
- Centre for Toxicogenomics and Human Health (ToxOmics), Genetics, Oncology and Human Toxicology, NOVA Medical School, Faculdade de Ciências Médicas, Universidade Nova de Lisboa, 1169-056 Lisboa, Portugal.,Center for Nuclear Sciences and Technologies (CTN), Instituto Superior Técnico, Universidade de Lisboa, 2695-066 Bobadela LRS, Portugal
| | - Teresa C Ferreira
- Department of Nuclear Medicine, Instituto Português de Oncologia de Lisboa, 1099-023 Lisboa, Portugal
| | - Edward Limbert
- Department of Nuclear Medicine, Instituto Português de Oncologia de Lisboa, 1099-023 Lisboa, Portugal
| | - José Rueff
- Centre for Toxicogenomics and Human Health (ToxOmics), Genetics, Oncology and Human Toxicology, NOVA Medical School, Faculdade de Ciências Médicas, Universidade Nova de Lisboa, 1169-056 Lisboa, Portugal
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