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1.
Clin Cancer Res ; 28(1): 137-149, 2022 01 01.
Article in English | MEDLINE | ID: mdl-34593528

ABSTRACT

PURPOSE: FGFR1 amplification (FGFR1amp) is recurrent in metastatic breast cancer (MBC) and is associated with resistance to endocrine therapy and CDK4/6 inhibitors (CDK4/6is). Multi-tyrosine kinase inhibitors (MTKIs) and selective pan-FGFR inhibitors (FGFRis) are being developed for FGFR1amp breast cancer. High-level FGFR amplification and protein expression by IHC have identified breast cancer responders to FGFRis or MTKIs, respectively. EXPERIMENTAL DESIGN: Here, we used preclinical models and patient samples to identify predictive biomarkers to these drugs. We evaluated the antitumor activity of an FGFRi and an MTKI in a collection of 17 breast cancer patient-derived xenografts (PDXs) harboring amplification in FGFR1/2/3/4 and in 10 patients receiving either an FGFRi/MTKI. mRNA levels were measured on FFPE tumor samples using two commercial strategies. Proliferation and angiogenesis were evaluated by detecting Ki-67 and CD31 in viable areas by immunofluorescence. RESULTS: High FGFR1-4 mRNA levels but not copy-number alteration (CNA) is associated with FGFRi response. Treatment with MTKIs showed higher response rates than with FGFRis (86% vs. 53%), regardless of the FGFR1-4 mRNA levels. FGFR-addicted PDXs exhibited an antiproliferative response to either FGFRis or MTKIs, and PDXs exclusively sensitive to MTKI exhibited an additional antiangiogenic response. Consistently, the clinical benefit of MTKIs was not associated with high FGFR1-4 mRNA levels and was observed in patients previously treated with antiangiogenic drugs. CONCLUSIONS: Tailored therapy with FGFRis in molecularly selected MBC based on high FGFR1-4 mRNA levels warrants prospective validation in patients with CDK4/6i-resistant luminal breast cancer and in patients with TNBC without targeted therapeutic options.


Subject(s)
Breast Neoplasms , RNA, Messenger , Receptor Protein-Tyrosine Kinases , Female , Humans , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , RNA, Messenger/biosynthesis , RNA, Messenger/genetics , Receptor Protein-Tyrosine Kinases/genetics , Receptor Protein-Tyrosine Kinases/metabolism , Signal Transduction
2.
Methods Mol Biol ; 2318: 321-336, 2021.
Article in English | MEDLINE | ID: mdl-34019300

ABSTRACT

Clinical tumor specimens are routinely formalin-fixed and paraffin-embedded (FFPE) in Pathology departments worldwide. FFPE blocks are convenient, long-term stable, and easy to archive and manipulate. However, nucleic acids extracted from FFPE tissues generally show a high degree of fragmentation as well as chemical modifications, mainly due to the fixation process. Methods to determine copy number alterations (CNAs) from FFPE clinical samples have proven challenging, in the fact that they are low-plex, only able to profile single genes or gene clusters (such as in situ hybridization-based methods), and/or show a low degree of robustness with partially degraded samples (array-based, NGS-based) as well as being time-consuming, costly, and with limitations in resolution. The NanoString nCounter® System is a medium-plex, extremely FFPE-robust system, that overcomes several of the frequent issues when dealing with clinical samples. The technique is based on hybridization of molecular barcoded probes directly to FFPE-derived DNA, followed by single molecule imaging to detect hundreds of unique molecules in a single reaction without any amplification steps that might introduce undesired biases. Here we describe nCounter v2 Cancer Copy Number Assay, a robust and highly reproducible method for detecting the copy number status of 87 genes commonly amplified or deleted in cancer, including the MYC proto-oncogene.


Subject(s)
DNA Copy Number Variations , Nucleic Acid Hybridization/methods , Proto-Oncogene Proteins c-myc/genetics , DNA/genetics , DNA Probes , Formaldehyde/chemistry , Genes, myc/genetics , Genes, myc/physiology , Humans , In Situ Hybridization, Fluorescence/methods , Neoplasms/genetics , Paraffin Embedding/methods , Proto-Oncogene Mas , Proto-Oncogene Proteins c-myc/metabolism , Tissue Fixation/methods
3.
Article in English | MEDLINE | ID: mdl-32923891

ABSTRACT

Most academic precision oncology programs have been designed to facilitate enrollment of patients in early clinical trials with matched targeted agents. Over the last decade, major changes were seen both in the targetable molecular alteration landscape and in drug development trends. In this article, we describe how the Vall d'Hebron Institute of Oncology molecular prescreening program adapted to a dynamic model of biomarker-drug codevelopment. We started with a tumor-agnostic hotspot mutation panel plus in situ hybridization and immunohistochemistry of selected markers and subsequently transitioned to tumor-specific amplicon-based next-generation sequencing (NGS) tests together with custom copy number, fusion, and outlier gene expression panels. All assays are optimized for archived formalin-fixed paraffin-embedded tumor tissues without matched germline sequencing. In parallel, biomarker-matched trials evolved from a scenario of few targets and large populations (such as PI3K inhibitors in PIK3CA mutants) to a complex situation with many targets and small populations (such as multiple targetable fusion events). Recruitment rates in clinical trials with mandatory biomarkers decreased over the last 3 years. Molecular tumor board meetings proved critical to guide oncologists on emerging biomarkers for clinical testing and interpretation of NGS results. The substantial increase of immunotherapy trials had a major impact in target prioritization and guided clinical implementation of new markers, such as tumor mutational burden, with larger exon-based NGS assays and gene expression signatures to capture microenvironment infiltration patterns. This new multiomics era of precision oncology is expected to increase the opportunities for early clinical trial matching.

4.
Mol Cancer Ther ; 19(1): 312-317, 2020 01.
Article in English | MEDLINE | ID: mdl-31540966

ABSTRACT

Several biomarkers have been suggested to have prognostic value in differentiated thyroid carcinomas (DTC) with no validation in the refractory setting, including all tumor subtypes. We aim to correlate RNA expression profiles with survival based on patients included in the DECISION trial. We obtained 247 samples from the 417 patients included in the DECISION study and performed RNAseq analysis (77 million paired-end reads for each sample on HiSeq2000). After quality control, 125 samples were included in the secondary analysis and mapped against the human reference genome (GRCh38) with STAR (v2.5.1b) using ENCODE parameter. Survival analysis was calculated using the Kaplan-Meier method and log-rank test was used for statistical comparison. In this post hoc analysis, we identified three groups of tumors based on their gene expression profile: BRAF-like, RAS-like, and non-BRAF-non-RAS-like (NoBRaL). No significant correlation with sorafenib responders was observed. However, we identified a statistically significant correlation between the RNA-expression profiles and progression-free survival. The BRAF-like profile had a significantly better outcome compared with RAS-like and NoBRaL (11.8, 6.2, and 5.5 months, respectively) [HR: 0.31, 95% confidence interval (CI), 0.17-0.60; P < 0.001 and HR: 0.36 (95% CI, 0.21-0.63); P < 0.001] and HR: 0.36 (95% CI, 0.21-0.63; P < 0.001) and maintained significance as an independent prognostic factor for overall survival in the multivariate analysis for papillary thyroid cancers. To our knowledge, this is the first comprehensive RNA-seq analysis of all histologic subtypes of DTC. The RNA expression profiles identified may suggest a new prognostic parameter to be considered before recommendation of systemic therapies or the design of stratification factors for future clinical trials.


Subject(s)
Thyroid Neoplasms/radiotherapy , Cell Line, Tumor , Female , Humans , Iodine Radioisotopes/therapeutic use , Male , Prognosis , Transcriptome , Treatment Outcome
5.
Int J Cancer ; 135(7): 1625-33, 2014 Oct 01.
Article in English | MEDLINE | ID: mdl-24535833

ABSTRACT

We report the association of an inherited variant located upstream of the poly(adenosine diphosphate-ribose) polymerase 1 (PARP1) gene (rs2249844), with survival in 11 BioGenoMEL melanoma cohorts. The gene encodes a protein involved in a number of cellular processes including single-strand DNA repair. Survival analysis was conducted for each cohort using proportional hazards regression adjusting for factors known to be associated with survival. Survival was measured as overall survival (OS) and, where available, melanoma-specific survival (MSS). Results were combined using random effects meta-analysis. Evidence for a role of the PARP1 protein in melanoma ulceration and survival was investigated by testing gene expression levels taken from formalin-fixed paraffin-embedded tumors. A significant association was seen for inheritance of the rarer variant of PARP1, rs2249844 with OS (hazard ratio (HR) = 1.16 per allele, 95% confidence interval (CI) 1.04-1.28, p = 0.005, eleven cohorts) and MSS (HR = 1.20 per allele, 95% CI 1.01-1.39, p = 0.03, eight cohorts). We report bioinformatic data supportive of a functional effect for rs2249844. Higher levels of PARP1 gene expression in tumors were shown to be associated with tumor ulceration and poorer OS.


Subject(s)
Genetic Predisposition to Disease , Melanoma/genetics , Melanoma/mortality , Poly(ADP-ribose) Polymerases/genetics , Polymorphism, Single Nucleotide/genetics , Quantitative Trait Loci , DNA, Neoplasm/genetics , Follow-Up Studies , Humans , Poly (ADP-Ribose) Polymerase-1 , Polymerase Chain Reaction , Prognosis , Retrospective Studies , Survival Rate
6.
Hered Cancer Clin Pract ; 12(1): 20, 2014.
Article in English | MEDLINE | ID: mdl-25780468

ABSTRACT

BACKGROUND: Mutations in the CDKN2A and CDK4 genes predispose to melanoma. From three case-control studies of cutaneous melanoma, we estimated the prevalence and predictors of these mutations for people from regions with widely differing latitudes and melanoma incidence. METHODS: Population-based cases and controls from the United Kingdom (1586 cases, 499 controls) and Australia (596 early-onset cases, 476 controls), and a hospital-based series from Spain (747 cases, 109 controls), were screened for variants in all exons of CDKN2A and the p16INK4A binding domain of CDK4. RESULTS: The prevalence of mutations for people with melanoma was similar across regions: 2.3%, 2.5% and 2.0% for Australia, Spain and the United Kingdom respectively. The strongest predictors of carrying a mutation were having multiple primaries (odds ratio (OR) = 5.4, 95% confidence interval (CI: 2.5, 11.6) for 2 primaries and OR = 32.4 (95% CI: 14.7, 71.2) for 3 or more compared with 1 primary only); and family history (OR = 3.8; 95% CI:1.89, 7.5) for 1 affected first- or second-degree relative and OR = 23.2 (95% CI: 11.3, 47.6) for 2 or more compared with no affected relatives). Only 1.1% of melanoma cases with neither a family history nor multiple primaries had mutations. CONCLUSIONS: There is a low probability (<2%) of detecting a germline CDKN2A mutation in people with melanoma except for those with a strong family history of melanoma (≥2 affected relatives, 25%), three or more primary melanomas (29%), or more than one primary melanoma who also have other affected relatives (27%).

7.
Pigment Cell Melanoma Res ; 26(5): 666-76, 2013 Sep.
Article in English | MEDLINE | ID: mdl-23751107

ABSTRACT

The presence of a high nevus number is the strongest phenotypic predictor of melanoma risk. Here, we describe the results of a three-stage study directed at identifying risk variants for the high nevus phenotype. At the first stage, 263 melanoma cases from Barcelona were genotyped for 223 single-nucleotide polymorphisms (SNPs) in 39 candidate genes. Seven SNPs in the PAX3 gene were found to be significantly associated with nevus number under the additive model. Next, the associations for seven PAX3 variants were evaluated in 1217 melanoma cases and 475 controls from Leeds; and in 3054 healthy twins from TwinsUK. Associations with high nevus number were detected for rs6754024 (P values < 0.01) in the Barcelona and Leeds datasets and for rs2855268 (P values < 0.01) in the Barcelona and the TwinsUK sets. Associations (P values < 0.001) in the opposite direction were detected for rs7600206 and rs12995399 in the Barcelona and TwinsUK sets. This study suggests that SNPs in PAX3 are associated with nevus number, providing support for PAX3 as a candidate nevus gene. Further studies are needed to examine the role of PAX3 in melanoma susceptibility.


Subject(s)
Genetic Predisposition to Disease , Nevus/genetics , Nevus/pathology , Paired Box Transcription Factors/genetics , Polymorphism, Single Nucleotide/genetics , Skin Neoplasms/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Case-Control Studies , Female , Genetic Association Studies , Humans , Male , Middle Aged , PAX3 Transcription Factor , Spain , United Kingdom , Young Adult
8.
JAMA Dermatol ; 149(7): 803-13, 2013 Jul.
Article in English | MEDLINE | ID: mdl-23699984

ABSTRACT

IMPORTANCE: Sun damage is the most important environmental factor associated with malignant melanoma. To address the health threat, as well as the economic burden, primary prevention and early detection are crucial. OBJECTIVE: To test the efficacy of a topical sunscreen in the prevention of UV-induced effects in nevi. DESIGN: Prospective study of nevi protected by sunscreen vs a physical barrier. SETTING AND PATIENTS: Twenty-three nevi from 20 patients attending a referral hospital. INTERVENTION: Half of each nevus was protected by either a physical barrier or a sunscreen. Lesions were completely irradiated by a single dose of UV-B. MAIN OUTCOMES AND MEASURES: In vivo examination before and 7 days after irradiation and histopathologic-immunopathologic evaluation after excision on the seventh day. RESULTS: The most frequent clinical changes after UV radiation were pigmentation, scaling, and erythema; the most frequent dermoscopic changes were increased globules/dots, blurred network, regression, and dotted vessels. Both physical barrier- and sunscreen-protected areas showed some degree of these changes. More than 30% (7) of nevi did not show any change on clinical examination, and 18% (4) had no dermoscopic change. Immunohistopathologic differences between the halves of each nevus were demonstrable even when in vivo examination detected nothing. Parakeratotic scale, increased number and activation of superficial melanocytes, and keratinocyte proliferation were the most remarkable features. The only difference between both barriers was more enhanced melanocytic activation and regression features in the sunscreen group. No phenotypic features were found to predict a specific UV-B response. CONCLUSIONS AND RELEVANCE: Both physical barriers and sunscreens can partially prevent UV-B effects on nevi. Subclinical UV radiation effects, not always associated with visible changes, can develop even after protection. Sunscreens are not quite as effective as physical barriers in the prevention of inflammatory UV-B-induced effects.


Subject(s)
Nevus/pathology , Skin Neoplasms/pathology , Sunscreening Agents , Ultraviolet Rays/adverse effects , Adult , Dermoscopy , Female , Humans , Immunohistochemistry , MART-1 Antigen/metabolism , Male , Melanocytes/metabolism , Melanoma-Specific Antigens/metabolism , Middle Aged , Nevus/metabolism , Prospective Studies , Skin/metabolism , Skin/pathology , Skin/radiation effects , Skin Neoplasms/metabolism , Young Adult , gp100 Melanoma Antigen
9.
Exp Dermatol ; 22(2): 148-50, 2013 Feb.
Article in English | MEDLINE | ID: mdl-23362874

ABSTRACT

Studies integrating clinicopathological and genetic features have revealed distinct patterns of genomic aberrations in Melanoma. Distributions of BRAF or NRAS mutations and gains of several oncogenes differ among melanoma subgroups, while 9p21 deletions are found in all melanoma subtypes. In the study, status of genes involved in cell cycle progression and apoptosis was evaluated in a panel of 17 frozen primary acral melanomas. NRAS mutations were found in 17% of the tumors. In contrast, BRAF mutations were not found. Gains of AURKA gene (20q13.3) were detected in 37.5% of samples, gains of CCND1 gene (11q13) or TERT gene (5p15.33) in 31.2% and gains of NRAS gene (1p13.2) in 25%. Alterations in 9p21 were identified in 69% of tumors. Gains of 11q13 and 20q13 were mutually exclusive, and 1p13.2 gain was associated with 5p15.33. Our findings showed that alterations in RAS-related pathways are present in 87.5% of acral lentiginous melanomas.


Subject(s)
GTP Phosphohydrolases/metabolism , Gene Expression Regulation, Neoplastic , Melanoma/genetics , Membrane Proteins/metabolism , Skin Neoplasms/genetics , Apoptosis , Aurora Kinase A , Aurora Kinases , Cell Cycle , Chromosome Deletion , Cluster Analysis , Cyclin D1/genetics , Cyclin D1/metabolism , GTP Phosphohydrolases/genetics , Gene Dosage , Genes, ras , Genetic Variation , Humans , Melanoma/metabolism , Membrane Proteins/genetics , Mutation , Mutation, Missense , Protein Serine-Threonine Kinases/genetics , Protein Serine-Threonine Kinases/metabolism , Proto-Oncogene Proteins B-raf/genetics , Proto-Oncogene Proteins B-raf/metabolism , Signal Transduction , Skin Neoplasms/metabolism , Telomerase/genetics , Telomerase/metabolism
10.
BMC Med Genet ; 14: 26, 2013 Feb 16.
Article in English | MEDLINE | ID: mdl-23413917

ABSTRACT

BACKGROUND: Serum 25-hydroxyvitamin D3 (Vitamin D) insufficiency and single-nucleotide polymorphisms (SNPs) on its receptor, Vitamin D receptor (VDR), have been reported to be involved in melanoma susceptibility in populations mostly from northern countries. OBJECTIVE: To investigate 25-hydroxyvitamin D3 levels and VDR SNPs in melanoma patients from sunny area of Barcelona, two studies were carried out. The first study evaluated the levels of Vitamin D at time of melanoma diagnosis and the second one analyzed the association between VDR genetic variants and risk of having a high nevus number, the strongest phenotypic risk factor for melanoma. METHODS: The levels of 25-hydroxyvitamin D3 in 81 melanoma patients at diagnosis were measured. In a second group of melanoma patients, including 150 with low and 113 with high nevus number, 11 VDR SNPs were analyzed for their association with nevus number. RESULTS: In the first study, 68% of patients had insufficient levels of 25-hydroxyvitamin D3 (<25 ng/ml). Autumn-winter months and fair phototype were associated with 25-hydroxyvitamin D3 insufficiency; after multivariate analysis, season of sampling remained the only independent predictor of 25-hydroxyvitamin D3 levels. In the second study, VDR variant rs2189480 (P = 0.006) was associated with risk of high nevus number whereas rs2239179 (P = 0.044) and rs7975128 (P = 0.0005) were protective against high nevus number. After Bonferroni adjustment only rs7975128 remained significant. In stratified analysis, SNP rs7975128 was found protective against multiple melanomas (P = 0.021). CONCLUSION: This study showed that even in Barcelona, a sunny Mediterranean area, 25-hydroxyvitamin D3 levels were sub-optimal in the majority of melanoma patients at diagnosis. The involvement of VDR in nevi and, in turn, in melanoma susceptibility has also been suggested. Larger studies are needed to confirm our findings.


Subject(s)
Calcifediol/deficiency , Melanoma/genetics , Nevus/genetics , Receptors, Calcitriol/genetics , Skin Neoplasms/genetics , Vitamin D Deficiency/genetics , Adult , Aged , Calcifediol/blood , Cohort Studies , Female , Genetic Predisposition to Disease , Genetic Variation , Humans , Male , Melanoma/blood , Melanoma/diagnosis , Middle Aged , Nevus/diagnosis , Phenotype , Polymorphism, Single Nucleotide , Receptors, Calcitriol/blood , Retrospective Studies , Risk Factors , Seasons , Skin Neoplasms/blood , Skin Neoplasms/diagnosis , Spain , Urban Population , Vitamin D/blood
11.
Pigment Cell Melanoma Res ; 26(1): 88-96, 2013 Jan.
Article in English | MEDLINE | ID: mdl-23020152

ABSTRACT

As loss of KIT frequently occurs in melanoma progression, we hypothesized that KIT is implicated in predisposition to melanoma (MM). Thus, we sequenced the KIT coding region in 112 familial MM cases and 143 matched controls and genotyped tag single-nucleotide polymorphisms (SNPs) in two cohorts of melanoma patients and matched controls. Five rare KIT substitutions, all predicted possibly or probably deleterious, were identified in five patients, but none in controls [RR = 2.26 (1.26-2.26)]. Expressed in melanocyte lines, three substitutions inhibited KIT signaling. Comparison with exomes database (7020 alleles) confirmed a significant excess of rare deleterious KIT substitutions in patients. Additionally, a common SNP, rs2237028, was associated with MM risk, and 6 KIT variants were associated with nevus count. Our data strongly suggest that rare KIT substitutions predispose to melanoma and that common variants at KIT locus may also impact nevus count and melanoma risk.


Subject(s)
Genetic Predisposition to Disease , Melanoma/genetics , Polymorphism, Single Nucleotide/genetics , Proto-Oncogene Proteins c-kit/genetics , Skin Neoplasms/genetics , Case-Control Studies , Exome/genetics , Genetic Association Studies , Humans , Phosphorylation , Pigmentation/genetics , Protein Structure, Secondary , Protein Structure, Tertiary , Proto-Oncogene Proteins c-kit/chemistry , Sequence Analysis, DNA
12.
Anticancer Res ; 32(4): 1245-51, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22493355

ABSTRACT

BACKGROUND: Several studies have demonstrated that different genetic profiles contribute to melanoma development and progression. MATERIALS AND METHODS: To evaluate the existence of different molecular aberration patterns in melanoma associated with v-raf murine sarcoma viral oncogene homolog B1 (BRAF) or 9p21 locus alterations, eleven patient-derived melanoma cell lines were characterized. Multiplex ligation probe amplification (MLPA) was used to detect chromosomal alterations. Single- strand conformation analysis and sequencing were performed to study BRAF, neuroblastoma RAS viral (v-ras) oncogene homolog (NRAS), v-kit Hardy-Zuckerman 4 feline sarcoma viral oncogene homolog (c-KIT), melanocortin 1 receptor (alpha melanocyte stimulating hormone receptor) (MC1R), cyclin-dependent kinase inhibitor 2A (CDKN2A) and cyclin-dependent kinase 4 (CDK4) genes. RESULTS: BRAFV600E mutation was detected in 54% of cell lines. NRAS was mutated in one cell line also carrying multiple copies of NRAS. All cell lines with MC1R variants harboured BRAFV600E. Concurrent loss of MUTYH (1p33), gains of c-MYC (8q24) and of CDK6 (7q21) were found to be significantly associated in cell lines (45%) that harboured biallelic 9p21 deletions including CDKN2B-CDKN2A-MTAP. CONCLUSION: These data suggest the existence of a specific pattern of somatic alterations in genes that are involved in DNA repair (MUTYH) and in cell cycle regulation (c-MYC, CDK6, CDKN2A and CDKN2B). Interestingly, all MC1R variants were associated with BRAFV600E and all cell lines from visceral metastases harboured BRAFV600E.


Subject(s)
Melanoma/genetics , Skin Neoplasms/genetics , Base Sequence , Cell Line, Tumor , Cyclin-Dependent Kinase 4/genetics , DNA Primers , Genes, ras , Humans , Melanoma/pathology , Mutation , Polymerase Chain Reaction , Proto-Oncogene Proteins B-raf/genetics , Proto-Oncogene Proteins c-kit/genetics , Receptor, Melanocortin, Type 1/genetics , Skin Neoplasms/pathology
13.
Pigment Cell Melanoma Res ; 25(3): 384-94, 2012 May.
Article in English | MEDLINE | ID: mdl-22325793

ABSTRACT

Inherited MC1R variants modulate MITF transcription factor signaling, which in turn affects tumor cell proliferation, apoptosis, and DNA repair. The aim of this BioGenoMEL collaborative study in 10 melanoma cohorts was to test the hypothesis that inherited variants thereby moderate survival expectation. A survival analysis in the largest cohort (Leeds) was carried out adjusting for factors known to impact on survival. The results were then compared with data from nine smaller cohorts. The absence of any consensus MC1R alleles was associated with a significantly lower risk of death in the Leeds set (HR, 0.64; 95% CI, 0.46-0.89) and overall in the 10 data sets (HR, 0.78; 95% CI, 0.65-0.94) with some support from the nine smaller data sets considered together (HR, 0.83; 95% CI, 0.67-1.04). The data are suggestive of a survival benefit for inherited MC1R variants in melanoma patients.


Subject(s)
Genetic Variation , Melanoma/genetics , Melanoma/mortality , Receptor, Melanocortin, Type 1/genetics , Skin Neoplasms/genetics , Skin Neoplasms/mortality , Adolescent , Adult , Aged , Aged, 80 and over , Cohort Studies , Female , Follow-Up Studies , Genetic Predisposition to Disease , Hair Color/genetics , Humans , Inheritance Patterns/genetics , Male , Middle Aged , Survival Analysis , Young Adult
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