Literature DB >> 31782267

A dominant RAD51C pathogenic splicing variant predisposes to breast and ovarian cancer in the Newfoundland population due to founder effect.

Lesa M Dawson1,2, Kerri N Smith1, Salem Werdyani1, Robyn Ndikumana1, Cindy Penney1, Louisa L Wiede1, Kendra L Smith1, Justin A Pater1, Andrée MacMillan2, Jane Green1, Sheila Drover1, Terry-Lynn Young1,2,3, Darren D O'Rielly1,2,3.   

Abstract

BACKGROUND: RAD51C is important in DNA repair and individuals with pathogenic RAD51C variants have increased risk of hereditary breast and ovarian cancer syndrome (HBOC), an autosomal dominant genetic predisposition to early onset breast and/or ovarian cancer.
METHODS: Five female HBOC probands sequenced negative for moderate- and high-risk genes but shared a recurrent variant of uncertain significance in RAD51C (NM_058216.3: c.571 + 4A > G). Participant recruitment was followed by haplotype and case/control analyses, RNA splicing analysis, gene and protein expression assays, and Sanger sequencing of tumors.
RESULTS: The RAD51C c.571 + 4A > G variant segregates with HBOC, with heterozygotes sharing a 5.07 Mbp haplotype. RAD51C c.571 + 4A > G is increased ~52-fold in the Newfoundland population compared with the general Caucasian population and positive population controls share disease-associated alleles, providing evidence of a founder effect. Splicing analysis confirmed in silico predictions that RAD51C c.571 + 4A > G causes exon 3 skipping, creating an immediate premature termination codon. Gene and protein expression were significantly reduced in a RAD51C c.571 + 4G > A heterozygote compared with a wild-type relative. Sanger sequencing of tumors from two probands indicates loss-of-heterozygosity, suggesting loss of function.
CONCLUSION: The RAD51C c.571 + 4A > G variant affects mRNA splicing and should be re-classified as pathogenic according to American College of Medical Genetics and Genomics guidelines.
© 2019 The Authors. Molecular Genetics & Genomic Medicine published by Wiley Periodicals, Inc.

Entities:  

Keywords:  RAD51C; founder variant; hereditary breast and ovarian cancer; splicing; variant of uncertain significance

Year:  2019        PMID: 31782267      PMCID: PMC7005661          DOI: 10.1002/mgg3.1070

Source DB:  PubMed          Journal:  Mol Genet Genomic Med        ISSN: 2324-9269            Impact factor:   2.183


INTRODUCTION

Hereditary breast and ovarian cancer syndrome (HBOC) is an autosomal dominant genetic predisposition to early onset breast cancer (BC) and/or ovarian cancer (OC). Approximately 25% of HBOC cases are attributed to pathogenic variants in BRCA1 (OMIM: 113705) and BRCA2 (OMIM: 600185), which encode proteins involved in homologous recombination (HR) DNA repair (Nielsen, van Overeem Hansen, & Sorensen, 2016). At least two dozen genes have been associated with HBOC (Nielsen et al., 2016), encoding proteins involved in HR that manifest in a “BRCAness phenotype” including younger age at diagnosis, primarily ovarian high‐grade serous carcinoma (HGSC) histotype, and a family history of HBOC (Lord & Ashworth, 2016). Despite increased risk of OC in females from HBOC families, HR‐deficient tumors are highly amenable to platinum‐based chemotherapies and inhibitors of HR repair, leading to improved health outcomes (Capoluongo et al., 2017). Multigene sequencing panels have become standard of care for clinical HBOC testing (Nielsen et al., 2016); however, an increase in variants of uncertain significance (VUS) poses a significant challenge for patient management. Familial investigations, functional studies, and population‐level data with accurate phenotyping will improve variant classification and reduce uncertainties in clinical interpretation. RAD51C (OMIM: 602774) was first associated with HBOC families in 2010 (Meindl et al., 2010). RAD51C interacts with other RAD51 paralogs, BRCA1/2 and their associated proteins as critical components of HR and DNA repair. Specifically, RAD51C is involved in both early stages of HR repair by binding with the CX3 complex, and in late stages by binding with Holliday Junction substrates, promoting branch migration and resolution (Chun, Buechelmaier, & Powell, 2013). Multiple studies have identified an association between RAD51C pathogenic variants and OC, or families with BC and OC in different populations (Blanco et al., 2014; Clague et al., 2011; Eoh et al., 2018; Jonson et al., 2016; Loveday et al., 2012; Lu et al., 2018; Meindl et al., 2010; Neidhardt et al., 2017; Osorio et al., 2012; Pang et al., 2011; Pelttari et al., 2011, 2018; Romero et al., 2011; Sanchez‐Bermudez et al., 2018; Schnurbein et al., 2013; Song et al., 2015; Sung et al., 2017; Thompson et al., 2012; Vuorela et al., 2011). Collectively, RAD51C pathogenic variants have an overall prevalence of 0.84% in HBOC families as previously reviewed (Sopik, Akbari, & Narod, 2015). Indeed, there is strong evidence that RAD51C pathogenic variants are associated with an increased risk of OC (Blanco et al., 2014; Clague et al., 2011; Eoh et al., 2018; Jonson et al., 2016; Loveday et al., 2012; Lu et al., 2018; Meindl et al., 2010; Neidhardt et al., 2017; Osorio et al., 2012; Pang et al., 2011; Pelttari et al., 2011, 2018; Romero et al., 2011; Sanchez‐Bermudez et al., 2018; Schnurbein et al., 2013; Song et al., 2015; Sung et al., 2017; Thompson et al., 2012; Vuorela et al., 2011); however, their contribution to BC remains uncertain. Moreover, individuals with pathogenic RAD51C variants are not candidates for increased breast surveillance or prophylactic surgical interventions because there is no indication of an elevated risk of BC (Couch et al., 2017; Sopik et al., 2015), with the exception of triple negative breast cancer (Shimelis et al., 2018). Newfoundland and Labrador (NL), a recognized founder population of English and Irish descent (Zhai et al., 2016), has the highest incidence and mortality rate for BC and one of the highest incidence and mortality rates for OC in Canada (Canadian Cancer Statistics, 2017). Recurrent variants representing a founder effect generate considerable interest as they facilitate the study of penetrance and prevalence, although prevalence may not be generalizable due to genetic drift. The genetic structure of the NL founder population and the availability of extended families with large sibships, combined with a centralized cancer program, makes NL an ideal population to discern disease‐causing variants. Previous studies have shown founder effects with colorectal cancer (Green et al., 1994) and multiple endocrine neoplasia type 1 (Olufemi et al., 1998; Petty et al., 1994) in NL. Given that the association of RAD51C with HBOC is relatively new and the frequency of pathogenic variants relatively low, studying RAD51C variants in a genetic isolate is a powerful method to determine clinical significance of a VUS and its natural history over time. We report on five female probands (two with BC and three with OC) and their extended families in which we identified a VUS in RAD51C (NM_058216.3: c.571 + 4A > G; rs587780257). Detailed clinical evaluations, pedigree construction, haplotype analysis, and functional studies revealed a dominant‐acting RAD51C c.571 + 4A > G splicing variant residing on a shared HBOC‐associated haplotype that increases the risk for BC in addition to OC.

MATERIALS AND METHODS

Ethical compliance

Ethical approval for this study was granted through the Human Research Ethics Authority of NL (protocols #2016.1914 and #2018.0391) and the Research Proposal Approval Committee (Eastern Health Authority). Informed written consent and permission to access medical records were obtained from all participants.

Study participants and family pedigrees

Seventy subjects were recruited from the Provincial Medical Genetics Program and the NL HBOC Study (a population‐based study to determine the burden of inherited BC and OC in the NL population). Five probands underwent family history and pedigree evaluations and clinical risk was assessed according to formal criteria (Table S1). Following routine clinical assessment, probands were offered genetic testing as per local clinical care standard (Figure 1). Two probands belong to an extended pedigree related by marriage; however, two separate family numbers (22427 and 05011) were retained because the probands are not blood relatives (Figure 1). Health records of extended relatives were reviewed for relevant cancer diagnoses and extensive genealogical investigation, including community of origin for pedigree founders, was obtained from family interviews, census data, and church records.
Figure 1

RAD51C c.571 + 4A > G segregates with breast and/or ovarian cancer in five multiplex families (a–d) that tested negative for variants in BRCA1, BRCA2, and other high and moderate cancer susceptibility genes. Family pedigree number, age at cancer diagnosis and current age of individuals are indicated. Black shade: diagnosis of breast and/or ovarian cancer; gray shade: diagnosis with cancer unrelated to HBOC; white shade: no cancer diagnosis; arrows: probands; slash: deceased; +: RAD51C c.571 + 4A > G heterozygote; −: RAD51C c.571 + 4 wild‐type

RAD51C c.571 + 4A > G segregates with breast and/or ovarian cancer in five multiplex families (a–d) that tested negative for variants in BRCA1, BRCA2, and other high and moderate cancer susceptibility genes. Family pedigree number, age at cancer diagnosis and current age of individuals are indicated. Black shade: diagnosis of breast and/or ovarian cancer; gray shade: diagnosis with cancer unrelated to HBOC; white shade: no cancer diagnosis; arrows: probands; slash: deceased; +: RAD51C c.571 + 4A > G heterozygote; −: RAD51C c.571 + 4 wild‐type

Multigene sequencing

A panel of moderate‐ and high‐risk cancer susceptibility genes was performed at external facilities using the OncoGeneDx Custom Panel (GeneDX), the Common Hereditary Cancers Panel (Invitae) or the Ovarian Cancer Focus Panel (Fulgent Genetics) with a minimum 50× depth of coverage (Table S2). The index case (proband of family 5440) screened negative for pathogenic variants or likely pathogenic variants in the multigene panel (Figure 1a). This was followed by performing whole‐exome sequencing and genome‐wide microarray analysis at the Centre for Translational Genomics (St. John's, NL, Canada) to detect other potential disease‐causing variants (Data S1). Four additional probands, including three with HGSC and one with BC also screened negative for pathogenic variants or likely pathogenic variants in moderate‐ and high‐risk cancer susceptibility genes (Figure 1). A recurrent VUS in RAD51C (NM_058216.3: c.571 + 4A > G; rs587780257) was identified in five unrelated probands. One proband (family 7214) also carried a likely pathogenic variant in CHEK2 (OMIM: 604373; NM_007194.4: c.470T > C; rs17879961). Given that CHEK2 is a low penetrance cancer susceptibility gene (Zannini, Delia, & Buscemi, 2014) and the lack of a more severe phenotype (e.g. younger age of onset) in that proband, the CHEK2 variant was not further investigated.

Variant validation and family cascade genotyping analysis

For genomic analysis, EDTA‐anticoagulated whole blood was collected from all participants, and DNA was extracted using a simple salting‐out method (Miller, Dykes, & Polesky, 1988). Variants of interest identified in the five probands were validated by Sanger sequencing using custom‐designed primers (Table S3) and Platinum Taq DNA Polymerase (Invitrogen, #10966034). Excess nucleotides and primers were removed using a standard ExoSAP‐IT (Applied Biosystems, #78201) protocol and amplicons were sequenced using a BigDye Terminator v3.1 Cycle Sequencing Kit (Applied Biosystems, #4337455). Amplified products were purified using a BigDye XTerminator Purification Kit (Applied Biosystems, #4376486) and sequenced on a 3130xl Genetic Analyzer (Applied Biosystems). DNA sequences were analyzed using Mutation Surveyor Software v5.0.0 (SoftGenetics LLC). Extended family members were genotyped using a TaqMan assay specific for the RAD51C c.571 + 4A > G variant (Applied Biosystems, Assay ID C_341775427_10; Table S3) using a 7900HT Fast Real‐Time PCR System (Applied Biosystems). Data were analyzed using TaqMan Genotyper Software v1.4 (Applied Biosystems). The TaqMan assay was used to screen the remaining 65 cancer cases (58 OC; 7 BC), as well as 880 ethnically matched NL population controls for the RAD51C c.571 + 4A > G variant.

Haplotype analysis

Polymorphic microsatellite markers (D17S666, D17S1853, D17S1606, D17S1161, D17S1604, D17S923, D17S808, and D17S794) flanking the recurrent RAD51C c.571 + 4A > G variant were genotyped in available relatives (Table S3), alleles were scored with GeneMapper Software v5.0 (Applied Biosystems), and haplotypes were constructed according to standard procedures (Abdelfatah et al., 2013). Specific alleles residing on the disease‐associated haplotype were compared with genotypes of a positive singleton case and population controls. Estimated variant age was calculated using standard procedures (Machado et al., 2007), with genetic distances inferred from the deCODE genetic map (Halldorsson et al., 2019) (Data S1).

Splicing analysis

In silico splicing analyses were performed using a custom variant annotation pipeline and Alamut Visual v2.11 (Interactive Biosoftware) and Phyre2 was used for protein modeling (Kelley, Mezulis, Yates, Wass, & Sternberg, 2015). To experimentally confirm splicing effects, patient‐derived peripheral blood mononuclear cells (PBMCs) were separated by density gradient centrifugation using Ficoll‐Paque PLUS (GE Healthcare, #17144002), washed with HBSS (Gibco, #14170112) and re‐suspended in RPMI 1640 Medium (Gibco, #11875093) supplemented with 10% heat inactivated fetal bovine serum (Gibco, #12483020), 100 U/ml‐100 µg/ml penicillin‐streptomycin (Gibco, #15070063), 10 mM HEPES (Gibco, #15630080), 1 mM sodium pyruvate (Gibco, #11360070), 2 mM GlutaMAX‐I (Gibco, #35050061), and 1.4 µg/ml antibiotic‐antimycotic (Gibco, #15240062). Lymphoblastoid B cell lines (BCL) were generated from a proband and a wild‐type relative by Epstein‐Barr transformation of PBMCs and cultured as previously described (Mason, Bowmer, Howley, & Grant, 2005). Experimental splicing analysis was performed by amplifying cDNA from BCL with specific primers across RAD51C exons 2 and 4 (Table S3) using Platinum Taq DNA Polymerase (Invitrogen, #10966034). Amplified PCR products were visualized using a D1000 ScreenTape (Agilent Technologies, #5067–5582) on an Agilent 2200 TapeStation System (Agilent Technologies) and run on a 1% agarose gel. Bands were excised and purified using a QIAquick Gel Extraction Kit (Qiagen, #28704) and sequenced. RAD51C transcript splicing was also analyzed by TOPO TA cloning (Data S1). The effect of the RAD51C variant on protein weight was predicted using a publicly available online resource (https://www.bioinformatics.org/sms/prot_mw.html).

Quantitative PCR

Total RNA was extracted from patient‐derived BCLs using a mirVana miRNA Isolation Kit (Invitrogen, #AM1561) and DNase‐treated using a Turbo DNA‐free Kit (Invitrogen, #AM1907). BCL RNA was reverse transcribed into cDNA using a SuperScript VILO cDNA Synthesis Kit (Invitrogen, #11754050). RAD51C gene expression was assessed in BCL cDNA using two TaqMan Gene Expression Assays (Applied Biosystems) targeting RAD51C exons 3 and 4 (Hs00980052_m1) and exons 5 and 6 (Hs00980054_m1). Quantitative PCR was conducted using TaqMan Fast Advanced Master Mix (Applied Biosystem, #4444556) on a ViiA 7 Real‐Time PCR System (Applied Biosystems). ACTB (Hs01060665_g1) was used as an internal control. Six samples from three independent experiments were run in duplicate, and results were analyzed using the comparative threshold cycle (∆∆CT) method.

Immunoblotting

Whole cell lysates were prepared in RIPA buffer from BCL as previously described (Mostafa et al., 2014). Proteins were quantified using a Pierce BCA Protein Assay Kit (Thermo Scientific, #23225) and reduced with 2‐mercaptoethanol (Gibco, #21985023). RAD51C protein expression was assessed in BCL whole cell lysates by electrophoresing 25 µg of protein by 10% SDS‐PAGE, followed by western blotting. Membranes were blocked in 5% milk powder in TBS‐Tween (0.15 M NaCl, 0.05 M Tris pH 7.4, 0.05% Tween 20) for 1 hr and incubated overnight with 4 µg/ml monoclonal mouse anti‐RAD51C (2H11) antibody (Santa Cruz Biotechnology, #sc‐56214) or 250 ng/ml mouse anti‐alpha tubulin (B‐7) antibody (Santa Cruz Biotechnology, #sc‐5286) at 4°C. Antibody binding was detected with 1:10,000 dilutions of horseradish peroxidase‐conjugated goat anti‐mouse secondary antibody (Jackson Immunoresearch, #115‐036‐071) and Clarity Western ECL substrate (Bio‐Rad, #1705060). Immunoreactivity was visualized and quantified by scanning densitometry using an ImageQuant LAS 4000 and ImageQuant TL Software v8.1, respectively (GE Healthcare). Five independent experiments were performed, and RAD51C protein expression was normalized to that of alpha tubulin.

Loss‐of‐heterozygosity analysis

Tumor DNA was obtained from available formalin‐fixed paraffin‐embedded (FFPE) blocks of breast (family 5440; PID: III‐6) and ovarian (family 5088; PID: II‐1) tumors and sequenced for RAD51C c.571 + 4A > G as previously described. Tumor tissue sections were stained with H&E and cell type, primary site, grade and clinical staging was confirmed by a pathologist (RN). Genomic DNA was isolated from 10 µm unstained serial tissue sections of FFPE tumor blocks using a QIAamp DNA FFPE Tissue Kit (Qiagen, #56404). The percentage of tumor cells versus nontumor cells (including inflammatory cells, fibroblasts, and macrophages) was determined for each case by manually counting cells from 10 representative areas at 20× magnification.

Statistical analysis

Statistical analyses of mRNA and protein expression were performed using Prism v7.00 (GraphPad Software) with p < .05 considered statistically significant.

RESULTS

Recurrent RAD51C c.571 + 4A > G variant co‐segregates with both BC and OC

The index case (family 5440; PID: III‐6) was diagnosed with BC (invasive carcinoma of no special type (invasive ductal carcinoma, not otherwise specified), clinical stage IIA, estrogen receptor (ER) negative, progesterone receptor (PR) negative, and human epidermal growth factor receptor 2 (HER2) negative) at age 49, and screened negative for pathogenic and likely pathogenic variants in moderate‐ and high‐risk cancer susceptibility genes. Whole‐exome sequencing identified 66 variants that passed filtering criteria (excluding RAD51C c.571 + 4A > G) with 16 variants associated with cancer, specifically with tumor progression only and were excluded from further investigation (Table S4). Of the 40 copy number variants identified in the index case, all were classified as either benign or likely benign (data not shown). At this point, the VUS identified in the RAD51C gene (NM_058216.3: RAD51C c.571 + 4A > G; rs587780257) represented the most promising candidate genetic variant to investigate further. Cascade screening on maternal and paternal sides demonstrated that, despite the propensity toward maternal cancers, the RAD51C c.571 + 4A > G variant was inherited from the proband's father (PID: II‐6) (Figure 1a). Her deceased paternal uncle (PID II‐5) was diagnosed with pancreatic cancer at age 68 and her paternal grandfather had a history of prostate cancer. The proband's mother (PID: II‐7) and other available maternal relatives are wild‐type; therefore, we concluded that the colon, leukemia and other cancers are not attributed to the RAD51C c.571 + 4A > G variant. In summary, the RAD51C‐associated cancer in family 5440 is BC under age 50. The RAD51C variant has been transmitted through the paternal side of the family with an apparent autosomal dominant mode of inheritance. The proband's father (II‐6) is a heterozygote and cancer‐free at age 78. The deceased proband (PID: II‐1) in family 5088 (Figure 1b) was diagnosed with OC (clinical stage IV HGSC) at age 56. The proband's father (I‐1) is alive at age 94 and there is no information on the paternal side of this family. However, there is strong family history of relevant cancer on the maternal side. The proband's deceased mother (PID I‐2) was diagnosed with OC at age 54, and the proband's deceased maternal aunt (PID I‐5) was diagnosed with brain cancer at age 50. Three of the proband's sisters are also RAD51C c.571 + 4A > G heterozygotes, including one diagnosed with BC (invasive lobular carcinoma, clinical stage II) diagnosed at age 48 (PID: II‐3). One daughter of PID II‐3 was diagnosed with colon cancer at age 33. The two unaffected sisters (PID: II‐5; and PID: II‐7) are cancer free at ages 72 and 62 respectively. However, the 72‐year‐old sister had a bilateral salpingo‐oophorectomy (BSO) at age 37 for benign indications. She transmitted RAD51C c.571 + 4A > G to her daughter diagnosed with BC (invasive ductal carcinoma, clinical stage I, ER, PR, and Her2 positive) at age 42 (PID: III‐4). The proband's brother (PID: II‐2) inherited RAD51C c.571 + 4A > G and is cancer free at age 76. In summary, the RAD51C‐associated cancer in family 5088 is BC under age 50. The RAD51C variant is likely transmitted through the maternal side in an autosomal dominant pattern. There is a male (II‐3) and a female (II‐7) who carry RAD51C c.571 + 4A > G and are cancer‐free at ages 76 and 62 respectively. Family 05011 is a large family with numerous cancers in addition to BC and OC (Figure 1c). The proband (PID: II‐18) recently diagnosed with BC (invasive ductal carcinoma, clinical stage IA ER, PR, Her2 positive), was previously diagnosed with endometrial cancer (clinical stage IB) at age 75 and colon cancer at age 70. The proband's mother (PID I‐7) was diagnosed with BC at age 49. The proband's niece (PID: III‐23) was diagnosed with BC (invasive ductal carcinoma, clinical stage II, ER, PR positive) at age 53, and the proband's brother was unavailable as he died at age 26 but was previously diagnosed with testicular cancer. Although not all samples were available for genotyping, family history shows two first cousins on the proband's maternal side, one diagnosed with HGSC at age 48 (PID: II‐20) and another diagnosed with HGSC (clinical stage IIIC) at age 67 (PID: II‐22) and is a heterozygote, transmitting RAD51C c.571 + 4A > G to her daughter (PID: III‐33) who was diagnosed with BC (invasive ductal carcinoma, clinical stage III, ER, PR, and HER2 negative) at age 37 and HGSC (clinical stage IIIB) at age 41. In summary, the RAD51C‐associated cancer in family 05011 is BC (age range: 37–77) and OC (age range: 41–67). The RAD51C variant is transmitted through the maternal side with an apparent autosomal dominant mode of inheritance. Three female heterozygotes are cancer‐free at ages 49 (PID: III‐27), 65 (PID: III‐26), and 72 (PID: II‐21) with another female (PID: II‐19) diagnosed with pancreatic cancer at age 83. Several relatives (PID: III‐15; III‐24; III‐28) with other types of cancers (endometrioid, thyroid, kidney) screened negative for the RAD51C c.571 + 4A > G variant. The proband (PID: III‐4) in family 22427 (Figure 1c), was diagnosed with HGSC (clinical stage III) at age 67. Her sister (PID III‐3) was diagnosed with OC (unknown subtype) at age 47, her son (PID IV‐2) was diagnosed with throat/tongue cancer at age 48, and her cousin (PID IV‐1) was diagnosed with OC (age/subtype unknown). In summary, the RAD51C‐associated cancer in family 22427 is OC (age 67). It is unclear from which side of the family the proband inherited the RAD51C c.571 + 4A > G variant. One female heterozygote is cancer‐free at age 68 (PID: III‐5). The proband (PID: III‐4) in family 7214 (Figure 1d) was diagnosed with HGSC (clinical stage III) at age 66. Although unavailable for genotyping, her paternal grandmother (I‐2) was diagnosed with OC (age/subtype unknown) and died at age 57, and her deceased father (II‐6) was diagnosed with colorectal cancer. There is no evidence of HBOC on the maternal side. The proband transmitted the variant to her daughter (PID: IV‐2) who is cancer‐free at age 48. In summary, the RAD51C‐associated cancer in family 7214 is OC (age 66). The RAD51C variant is likely transmitted through the paternal side of the family in an autosomal dominant pattern. In summary, the recurrent RAD51C c.571 + 4A > G variant is associated with cancers that occur in two or more heterozygotes include BC, diagnosed in five females (age range: 37–77) and OC, diagnosed in four females (age range: 41–67). In addition, a single female was diagnosed with both BC (37 years old) and OC (41 years old) (Table 1; Figure 1). In RAD51C c.571 + 4A > G heterozygotes, mean age of diagnosis of BC or OC occurred at age 51 and 59.4 respectively. Invasive ductal breast carcinoma and HGSC represent the most common histotypes for RAD51C‐associated breast and ovarian cancer respectively. The inheritance pattern of the RAD51C variant is consistent with autosomal dominant with reduced penetrance. Although three males (including one obligate carrier) were identified, no cases of male breast cancer were observed. Additionally, seven RAD51C heterozygotes (two males; five females) are cancer‐free (age range: 48–78).
Table 1

Clinical characteristics of RAD51C c.571 + 4A > G heterozygotes with a cancer diagnosis

Family/individualTumor typeAge of onsetTumor histologyStageReceptor StatusTreatment
05011
II‐18Colon70Chemotherapy
Endometrial75EndometrioidIBSurgery
Breast77DuctalIAER + PR+Her2+Lumpectomy, chemotherapy
II‐19Pancreas83IVChemotherapy
II‐22Ovary67HGSIIICNeo‐adj. chemotherapy, debulking
III‐23Breast53DuctalIIER + PR+Mastectomy, radiation
III‐33Breast37DuctalIIITriple negativeNeo‐adj. chemotherapy, lumpectomy
Ovary41HGSIIIBDebulking, chemotherapy
5440
III‐6Breast49DuctalIIATriple negativeMastectomy, chemotherapy
5088
II‐1Ovary56HGSIVDebulking, chemotherapy
II‐3Breast48LobularIIMastectomy, chemotherapy
III‐4Breast42DuctalIER + PR+Her2+Mastectomy
7214
III‐4Ovary66HGSIIINeo‐adj. chemotherapy, debulking
22427
III‐4Ovary67HGSIIINeo‐adj. chemotherapy, debulking
Clinical characteristics of RAD51C c.571 + 4A > G heterozygotes with a cancer diagnosis

Haplotype, case‐control and population analysis

Haplotype analysis flanking 5.29 Mbp on 17q at the RAD51C locus was performed in all samples testing positive for the RAD51C c.571 + 4A > G variant. Comparison of HBOC‐associated haplotypes across families revealed a shared, extended 5.07 Mbp region (Table 2). Genotype analysis revealed a carrier frequency of 0.331% (3/907 individuals), and an estimated minor allele frequency (MAF) of 0.165% (3/1,814 alleles) in the NL population compared with 0.0032% (1/31,412) in the general Caucasian population (Genome Aggregation Database (Lek et al., 2016)), a 52‐fold increase in this genetic isolate. Interestingly, the HBOC‐associated alleles were also identified in an incident BC case and three population controls carrying the RAD51C c.571 + 4A > G variant, suggesting a common ancestor. Review of genealogical and census records have revealed that the first known individuals linked via pedigree study in this investigation immigrated to outport Newfoundland from southwest England around 1,750. Despite extensive pedigree review using all available resources, we were unable to link the five multiplex families in this investigation beyond the association of families 05011 and 22427 by marriage, and so it is likely that the variant arose in a common ancestor prior to available records shortly before Newfoundland's colonization. The estimated mutation age was calculated using the linkage disequilibrium and recombination fraction between RAD51C and markers D17S1606 and D17S808. Assuming an average generation age of 25 years (Milting et al., 2015), this variant is estimated to have arose between 397 and 1692 years ago, corresponding to between the years 257 and 1552 based on the average proband year of birth of 1949. We interpret these results as evidence of a strong founder effect for RAD51C c.571 + 4A > G.
Table 2

Haplotypes of RAD51C c.571 + 4A > G heterozygotes with the minimum disease‐associated haplotype (5.07 Mbp) indicated in bold

Marker5440508822427050117214Population ControlsBC Case
III‐6a II‐7II‐2II‐3II‐7II‐1a II‐5III‐4a II‐18a III‐23II‐19II‐22III‐27III‐26II‐21IV‐2III‐4a 2‐0198NF‐C‐1511795093
D17S666 161161161161161161161157157157165165165165165165165(165)(165)(165)(165)
D17S1853 142142142142142142142142142142142142142142142142142(142)(142)(142)(142)
D17S1606 164164164164164164164128128128164164164164164164164(164)(164)(164)(164)
D17S1161 173 173 173 173 173 173 173 173 173 173 173 173 173 173 173 173 173 (173)(173)(173)(173)
RAD51C c.571 + 4 G G G G G G G G G G G G G G G G G G G G G
D17S1604 94 94 94 94 94 94 94 94 94 94 94 94 94 94 94 94 94 (94)(94)(94)(94)
D17S923 289 289 289 289 289 289 289 289 289 289 289 289 289 289 289 289 289 (289)(289)(289)(289)
D17S808 142142142142142142142142142142154154154154154142142(142)(142)(142)(142)
D17S794 224224224224224224224224224224230230230230230224224(224)(224)(224)(224

Denotes the proband within each family. The disease‐associated haplotype for the population controls and breast cancer (BC) case are inferred.

Haplotypes of RAD51C c.571 + 4A > G heterozygotes with the minimum disease‐associated haplotype (5.07 Mbp) indicated in bold Denotes the proband within each family. The disease‐associated haplotype for the population controls and breast cancer (BC) case are inferred.

Tumour profiling of RAD51C c.571 + 4A > G heterozygotes

To investigate loss‐of‐heterozygosity, tissues from a metastatic HGSC (family 5088; PID: II‐1) and a BC (family 5440; PID: III‐6) were analyzed (Figure 2b). Pathology review revealed a well‐ to moderately differentiated papillary serous ovarian carcinoma and an invasive ductal breast carcinoma of no special type. The HGSC specimen had a tumor cell percentage of 48.4% (2,736/5,650) whereas the invasive ductal breast carcinoma had a tumor cell percentage of 86.3% (5010/5804). The peak intensity of the RAD51C c.571 + 4A > G variant was considerably reduced in both specimens compared with DNA derived from blood and represents nontumor cells (inflammatory cells, fibroblasts, and macrophages) in both specimens (Figure 2b and c). On average, 70.5% and 68.3% of peak signal intensity at the c.571 + 4 position was attributed to the disease‐associated allele in the HGSC and BC specimens respectively.
Figure 2

Germline and somatic analyses of the RAD51C c.571 + 4A > G splicing variant causing exon skipping. (a) Schematic illustrating the nine exons comprising the RAD51C gene with the location (left) and representative Sanger sequence of the c.571 + 4A > G variant indicated with an arrow (right). (b) H&E staining of breast tumor sections from an affected proband (family 5440; PID: III‐6; left) and ovary tumor sections from an affected proband (family 5088; PID: II‐1; right) at 4x, 10x and 20x magnification. (c) A representative Sanger sequence of genomic DNA of breast tumor (left) and ovary tumor (right) depicting the c.571 + 4A > G variant homozygosity indicated with an arrow [Correction added on 14 January 2020, after first online publication: the preceding two sentences have been updated to reflect the correct legends for Figures 2b and 2c.]. The presence of a minor wild‐type allele is attributed to the presence of inflammatory cells in the tumor specimens. (d) Schematic illustrating alternative splicing due to the RAD51C c.571 + 4A > G variant and the location of primers used for the cDNA analysis. (e) TapeStation gel image of RT‐PCR analysis illustrating three bands in a RAD51C c.571 + 4A > G heterozygote (family 5440; PID: III‐6) compared with a single band in a related wild‐type individual (family 5440; PID: II‐7) using BCL samples. (f) Sanger sequencing of cDNA in a RAD51C c.571 + 4A > G heterozygote (family 5440; PID: III‐6) compared with a related wild‐type individual (family 5440; PID: II‐7) illustrating the skipping of exon 3. (g) In silico modeling using Phyre2 depicts the structure of the normal RAD51C protein (left), with the mutated residue (p.Cys135) labeled, and the predicted effect of the RAD51C c.571 + 4A > G variant (right), which creates a severely truncated protein lacking critical domains required for HR repair. The Phyre2 software was able to model 86% and 95% of the wild‐type and mutant RAD51C protein structures at >90% confidence, respectively; model confidence is indicated by color from high (red) to low (blue) [Correction added on 14 January 2020, after first online publication: Figure 2 has been updated to show the correct histology images.]

Germline and somatic analyses of the RAD51C c.571 + 4A > G splicing variant causing exon skipping. (a) Schematic illustrating the nine exons comprising the RAD51C gene with the location (left) and representative Sanger sequence of the c.571 + 4A > G variant indicated with an arrow (right). (b) H&E staining of breast tumor sections from an affected proband (family 5440; PID: III‐6; left) and ovary tumor sections from an affected proband (family 5088; PID: II‐1; right) at 4x, 10x and 20x magnification. (c) A representative Sanger sequence of genomic DNA of breast tumor (left) and ovary tumor (right) depicting the c.571 + 4A > G variant homozygosity indicated with an arrow [Correction added on 14 January 2020, after first online publication: the preceding two sentences have been updated to reflect the correct legends for Figures 2b and 2c.]. The presence of a minor wild‐type allele is attributed to the presence of inflammatory cells in the tumor specimens. (d) Schematic illustrating alternative splicing due to the RAD51C c.571 + 4A > G variant and the location of primers used for the cDNA analysis. (e) TapeStation gel image of RT‐PCR analysis illustrating three bands in a RAD51C c.571 + 4A > G heterozygote (family 5440; PID: III‐6) compared with a single band in a related wild‐type individual (family 5440; PID: II‐7) using BCL samples. (f) Sanger sequencing of cDNA in a RAD51C c.571 + 4A > G heterozygote (family 5440; PID: III‐6) compared with a related wild‐type individual (family 5440; PID: II‐7) illustrating the skipping of exon 3. (g) In silico modeling using Phyre2 depicts the structure of the normal RAD51C protein (left), with the mutated residue (p.Cys135) labeled, and the predicted effect of the RAD51C c.571 + 4A > G variant (right), which creates a severely truncated protein lacking critical domains required for HR repair. The Phyre2 software was able to model 86% and 95% of the wild‐type and mutant RAD51C protein structures at >90% confidence, respectively; model confidence is indicated by color from high (red) to low (blue) [Correction added on 14 January 2020, after first online publication: Figure 2 has been updated to show the correct histology images.]

RAD51C c.541 + 4A > G: RNA and protein analysis

RAD51C has 17 annotated transcripts in GTEx (GTEx Consortium, 2013), one extra transcript annotated in Ensembl, and two validated RefSeq transcripts, with NM_058216.3 being the most commonly expressed transcript in EBV‐transformed lymphocytes as well as breast and ovary tissue (GTEx Consortium, 2013). In silico splicing analyses predicted that RAD51C c.541 + 4A > G, which resides in the 5′ of intron 3 (NM_058216.3), decreases the affinity for the canonical donor splice site resulting in exon skipping (Table S5). The RNA and protein analyses were performed using BCL from a heterozygote (family 5440; PID: III‐6) and a related wild‐type individual (family 5440; PID: II‐7). PCR analysis of patient‐derived cDNA using primers specific to RAD51C exons 2 and 4 (Figure 2d) demonstrated loss of RAD51C exon 3 in the heterozygote compared with the wild‐type individual (Figure 2e). TOPO TA cloning of cDNA amplicons showed a considerable reduction in transcripts containing exon 3 in the heterozygote (data not shown). Complete loss of the 167 bp exon 3 is predicted to cause an immediate premature termination codon (NP_478123.1: p.Cys135Ter; Figure 2f) and a truncated protein lacking all residues after amino acid 134 including the Walker B motif (amino acids 238–242) and the nuclear localization signal (amino acids 366–370) (Figure 2g). Next, we quantified gene and protein expression. As RAD51C c.541 + 4A > G resides in intron 3, we designed primers targeting exons 3 and 4 (Figure 3a), revealing a significant decrease (62.9%) in RAD51C expression in the heterozygote (p = .0390; Figure 3b). We hypothesized that loss of exon 3 and creation of an immediate premature stop codon would trigger nonsense‐mediated mRNA decay. Therefore, we next targeted exons 5 and 6, which were also significantly decreased (51.9%) in the heterozygote (p = .0152; Figure 3b). At the protein level, western blot analysis showed a significant decrease (56.5%) in the heterozygote (p = .0284; Figure 3c). Furthermore, no bands approximating the 14.9 kDA RAD51C isoform 2 (NP_002867) were detected experimentally using a polyclonal anti‐RAD51C antibody (Figure S1).
Figure 3

Gene and protein expression analysis of RAD51C. (a) Schematic illustrating the location of primers used for the gene expression analysis. (b) The relative expression of RAD51C mRNA, determined by quantitative PCR analysis of patient‐derived BCL samples, revealed significantly lower RAD51C mRNA expression from an affected proband (family 5440; PID: III‐6; HET) compared with a related wild‐type individual (family 5440; PID: II‐7; WT), regardless of which exons were assayed (exons 3–4, p = .0390; exons 5–6, p = .0152). ACTB was used as an internal control. Data shown are representative of three independent experiments run in duplicate and averaged. p values were calculated by unpaired t‐test. (c) RAD51C protein expression in RIPA lysates from patient‐derived BCL samples including representative western blot (left) and densitometric analysis results (right) revealed significantly lower RAD51C protein expression from an affected proband (family 5440; PID: III‐6; HET) compared with a related wild‐type individual (family 5440; PID: II‐7; WT; p = .0284). Alpha tubulin was used as a loading control and probed for on the same blot as RAD51C. Data shown are representative of five independent experiments. p values were calculated by paired t‐test. Mean ± SEM is presented.

Gene and protein expression analysis of RAD51C. (a) Schematic illustrating the location of primers used for the gene expression analysis. (b) The relative expression of RAD51C mRNA, determined by quantitative PCR analysis of patient‐derived BCL samples, revealed significantly lower RAD51C mRNA expression from an affected proband (family 5440; PID: III‐6; HET) compared with a related wild‐type individual (family 5440; PID: II‐7; WT), regardless of which exons were assayed (exons 3–4, p = .0390; exons 5–6, p = .0152). ACTB was used as an internal control. Data shown are representative of three independent experiments run in duplicate and averaged. p values were calculated by unpaired t‐test. (c) RAD51C protein expression in RIPA lysates from patient‐derived BCL samples including representative western blot (left) and densitometric analysis results (right) revealed significantly lower RAD51C protein expression from an affected proband (family 5440; PID: III‐6; HET) compared with a related wild‐type individual (family 5440; PID: II‐7; WT; p = .0284). Alpha tubulin was used as a loading control and probed for on the same blot as RAD51C. Data shown are representative of five independent experiments. p values were calculated by paired t‐test. Mean ± SEM is presented. Findings from this study provide additional information to re‐classify RAD51C c.571 + 4A > G as a pathogenic variant (PS3, PS4, PM2, PP1, PP3), according to the ACMG guidelines (Richards et al., 2015).

DISCUSSION

We have determined that a recurrent RAD51C splicing variant (c.571 + 4A > G) predisposes to both BC and OC in the NL population due to strong founder effect. Furthermore, RAD51C c.571 + 4A > G is increased ~52‐fold in the NL population and all positive heterozygotes in the population share an extended HBOC‐associated haplotype, suggesting a strong founder effect. The RAD51C c.571 + 4A > G phenotype includes both BC and OC. For example, we observed five female heterozygotes with BC only and four with OC only. There was also one female heterozygote diagnosed with both BC and OC, suggesting that this pathogenic variant increases the risk of BC independent of OC. Functional studies using patient‐derived cells demonstrate that RAD51C c.571 + 4A > G alters gene splicing and reduces gene and protein expression. Sequencing of ovary and breast tumor samples from two RAD51C c.571 + 4G > A probands indicates loss‐of‐heterozygosity and suggests loss of function in the affected tissue represents a “second hit”, setting the stage for oncogenesis. To estimate penetrance with confidence in family‐based studies, it is important to strive for complete ascertainment to circumvent errors due to ascertainment biases and low sample number. Therefore, we were not able to estimate penetrance, as more time and effort is required to recruit across these five extended pedigrees. Other studies investigating the association of RAD51C pathogenic variants in HBOC cases provide strong evidence supporting germline deleterious variants in RAD51C conferring predisposition to OC with a cumulative risk of 9% by age 80 (Blanco et al., 2014; Clague et al., 2011; Eoh et al., 2018; Jonson et al., 2016; Loveday et al., 2012; Lu et al., 2018; Meindl et al., 2010; Neidhardt et al., 2017; Osorio et al., 2012; Pang et al., 2011; Pelttari et al., 2011, 2018; Romero et al., 2011; Sanchez‐Bermudez et al., 2018; Schnurbein et al., 2013; Song et al., 2015; Sung et al., 2017; Thompson et al., 2012; Vuorela et al., 2011). In our study, we observed more BC only patients compared with OC only patients in heterozygotes, which is consistent with other studies of BC only families (Blanco et al., 2014; Jonson et al., 2016; Meindl et al., 2010; Neidhardt et al., 2017; Osorio et al., 2012; Pelttari et al., 2018; Sanchez‐Bermudez et al., 2018; Schnurbein et al., 2013; Yablonski‐Peretz et al., 2016). In an unbiased French study of 2,063 consecutive patients diagnosed with HBOC, three RAD51C pathogenic variants were identified in BC only cases (Golmard et al., 2017). However, in a larger unbiased study of 65,057 BC only patients using multigene sequencing, RAD51C pathogenic variants were not associated with an increased risk (Couch et al., 2017). In summary, there is a well‐established increased risk of RAD51C pathogenic variants for OC; however, whether or not there is an increased risk for BC only remains uncertain. In this study, BC occurs at a mean age of diagnosis of 49.2 and ovarian cancer occurs at a mean age of diagnosis of 59.4 in RAD51C c.571 + 4G > A heterozygotes, and is consistent with a review of 19 studies investigating RAD51C variants in HBOC families, which revealed that RAD51C‐associated BC (n = 56) occurs with a mean age of diagnosis of 48.9 years (range: 27–76) whereas RAD51C‐associated OC (n = 31) occurs with a mean age of diagnosis of 59.1 years (range: 42–81). RAD51C c.571 + 4A > G heterozygotes diagnosed with OC all exhibited HGSC, and heterozygotes diagnosed with BC primarily exhibited invasive ductal carcinoma. Individuals with pathogenic RAD51C variants in BC were previously reported to be primarily ductal, hormone receptor‐positive and HER2‐negative, or triple negative invasive carcinomas of no special type, diagnosed at an early stage with moderate differentiation (Gevensleben et al., 2014; Meindl et al., 2010; Schnurbein et al., 2013), and OC is primarily HGSC (Cunningham et al., 2014; Gevensleben et al., 2014). In addition, we report occurrence of pathologic RAD51C variants in triple positive BC which has not been previously reported. Compared with BRCA1 phenotype, RAD51C‐associated OC occurs at an older mean age of diagnosis (59.4 vs. 54) but at a similar age as BRCA2 (59.4 vs. 59.5) (Kuchenbaecker et al., 2017). RAD51C‐associated BC in this study occurs at an older mean age of diagnosis compared with BRCA1 (49.2 vs. 44) or BRCA2 (49.2 vs. 48) (Kuchenbaecker et al., 2017). It is evident that RAD51C pathogenic variants may be associated with other cancers as previously reviewed (Sopik et al., 2015). In this study, although other cancers were noted in the extended pedigrees, the extent to which the RAD51C c.571 + 4A > G variant underlies these various cancers requires further clinical recruitment and genotyping. Determining the phenotypic spectrum of RAD51C, including the recurrent variant identified in this population, requires a larger number of heterozygotes. Given that the association of RAD51C with HBOC is relatively new and the frequency of pathogenic variants relatively low, using the NL genetic isolate is a powerful method to identify how the recurrent RAD51C c.571 + 4A > G variant is transmitted across families and through time. Based on family studies and functional analysis, we provide sufficient evidence that the recurrent variant, currently reported as a VUS, should be clinically reclassified as pathogenic according to ACMG guidelines. Furthermore, the NL population frequency of this variant is increased ~52‐fold compared with the general Caucasian population, and disease allele sharing with population controls, provides evidence of a recent common ancestor and a strong founder effect. Estimates of the variant age suggest it arose in a common ancestor in the English population prior to NL settlement. Reports of pathogenic founder variants in RAD51C have also been noted in Finnish (c.93delG and c.837 + 1G > A) and Swedish (c.774delT) populations (Osorio et al., 2012; Pelttari et al., 2012; Romero et al., 2011; Vuorela et al., 2011). Pathogenic splicing variants in RAD51C are commonly associated with HBOC. For example, RAD51C c.837 + 1G > A results in exon 5 skipping (Pelttari et al., 2011) with a different variant resulting in exon 6 skipping (Meindl et al., 2010), and a novel pathogenic splice‐site RAD51C variant at the last nucleotide of exon 2 (c.404G > C/T) in BC and OC patients in families (Neidhardt et al., 2017). Currently, RAD51C c.541 + 4A > G is clinically classified as a VUS, even though it was previously reported (Shirts et al., 2016) in a BC patient diagnosed at age 60 (supplementary text) and results in exon 3 skipping. Within the 5′ splice donor site of intron 3, Pang et al. identified a substitution in the adjacent base (c.571 + 5G > A) in females with familial BC (Pang et al., 2011), and a newborn diagnosed with Fanconi anemia had c.571 + 5G > A in trans with c.935G > A (Jacquinet et al., 2018). Experimental evidence in patient‐derived samples confirmed in silico predictions that RAD51C c.541 + 4A > G disrupts slicing, specifically skipping exon 3 of RAD51C, creating an immediate premature stop codon and triggering nonsense mediated decay. The population‐based approach used in this study to investigate the recurrent RAD51C c.571 + 4A > G VUS confirm that: (a) RAD51C c.571 + 4A > G is pathogenic; (b) RAD51C c.571 + 4A > G is over represented in NL HBOC patients; (c) RAD51C is associated with BC in addition to OC in these families; and (d) RAD51C should be considered for inclusion on multigene panels for incident BC and OC cases in NL. Although pathogenic variants have been identified in individuals with other cancer types, the phenotypic spectrum of RAD51C in cancer remains to be fully determined. Extrapolation of the MAF suggests there are 1,500 at‐risk RAD51C c.571 + 4A > G heterozygotes in NL (population size = 519,000). This represents a considerable number of at‐risk individuals for an otherwise extremely rare variant globally. The RAD51C c.571 + 4A > G variant may be relevant to individuals of NL ancestry and may not be a major HBOC predisposition pathogenic variant in other populations; however, it is clear that RAD51C c.571 + 4A > G, and perhaps other yet undiscovered founder variants, may explain the increased incidence and perhaps mortality associated with HBOC in NL.

CONFLICT OF INTEREST

The authors declare no potential conflicts of interest. Click here for additional data file.
  50 in total

1.  Screening for germline mutations in breast/ovarian cancer susceptibility genes in high-risk families in Israel.

Authors:  Tamar Yablonski-Peretz; Shani Paluch-Shimon; Lior Soussan Gutman; Yulia Kaplan; Addie Dvir; Inbal Barnes-Kedar; Luna Kadouri; Valeriya Semenisty; Noa Efrat; Victoria Neiman; Yafit Glasser; Rachel Michaelson-Cohen; Lior Katz; Bella Kaufman; Talia Golan; Orit Reish; Ayala Hubert; Tamar Safra; Yuval Yaron; Eitan Friedman
Journal:  Breast Cancer Res Treat       Date:  2015-12-19       Impact factor: 4.872

2.  Common ancestral mutation in the MEN1 gene is likely responsible for the prolactinoma variant of MEN1 (MEN1Burin) in four kindreds from Newfoundland.

Authors:  S E Olufemi; J S Green; P Manickam; S C Guru; S K Agarwal; M B Kester; Q Dong; A L Burns; A M Spiegel; S J Marx; F S Collins; S C Chandrasekharappa
Journal:  Hum Mutat       Date:  1998       Impact factor: 4.878

3.  Identification of six pathogenic RAD51C mutations via mutational screening of 1228 Danish individuals with increased risk of hereditary breast and/or ovarian cancer.

Authors:  Lars Jønson; Lise B Ahlborn; Ane Y Steffensen; Malene Djursby; Bent Ejlertsen; Susanne Timshel; Finn C Nielsen; Anne-Marie Gerdes; Thomas V O Hansen
Journal:  Breast Cancer Res Treat       Date:  2016-01-06       Impact factor: 4.872

4.  The TMEM43 Newfoundland mutation p.S358L causing ARVC-5 was imported from Europe and increases the stiffness of the cell nucleus.

Authors:  Hendrik Milting; Bärbel Klauke; Alex Hoerby Christensen; Jörg Müsebeck; Volker Walhorn; Sören Grannemann; Tamara Münnich; Tomo Šarić; Torsten Bloch Rasmussen; Henrik Kjærulf Jensen; Jens Mogensen; Carolin Baecker; Elena Romaker; Kai Thorsten Laser; Edzard zu Knyphausen; Astrid Kassner; Jan Gummert; Daniel P Judge; Sean Connors; Kathy Hodgkinson; Terry-L Young; Paul A van der Zwaag; J Peter van Tintelen; Dario Anselmetti
Journal:  Eur Heart J       Date:  2014-03-04       Impact factor: 29.983

Review 5.  Hereditary breast and ovarian cancer: new genes in confined pathways.

Authors:  Finn Cilius Nielsen; Thomas van Overeem Hansen; Claus Storgaard Sørensen
Journal:  Nat Rev Cancer       Date:  2016-08-12       Impact factor: 60.716

6.  RAD51C germline mutations in breast and ovarian cancer cases from high-risk families.

Authors:  Jessica Clague; Greg Wilhoite; Aaron Adamson; Adam Bailis; Jeffrey N Weitzel; Susan L Neuhausen
Journal:  PLoS One       Date:  2011-09-28       Impact factor: 3.240

Review 7.  CHK2 kinase in the DNA damage response and beyond.

Authors:  Laura Zannini; Domenico Delia; Giacomo Buscemi
Journal:  J Mol Cell Biol       Date:  2014-11-17       Impact factor: 6.216

8.  Analysis of protein-coding genetic variation in 60,706 humans.

Authors:  Monkol Lek; Konrad J Karczewski; Eric V Minikel; Kaitlin E Samocha; Eric Banks; Timothy Fennell; Anne H O'Donnell-Luria; James S Ware; Andrew J Hill; Beryl B Cummings; Taru Tukiainen; Daniel P Birnbaum; Jack A Kosmicki; Laramie E Duncan; Karol Estrada; Fengmei Zhao; James Zou; Emma Pierce-Hoffman; Joanne Berghout; David N Cooper; Nicole Deflaux; Mark DePristo; Ron Do; Jason Flannick; Menachem Fromer; Laura Gauthier; Jackie Goldstein; Namrata Gupta; Daniel Howrigan; Adam Kiezun; Mitja I Kurki; Ami Levy Moonshine; Pradeep Natarajan; Lorena Orozco; Gina M Peloso; Ryan Poplin; Manuel A Rivas; Valentin Ruano-Rubio; Samuel A Rose; Douglas M Ruderfer; Khalid Shakir; Peter D Stenson; Christine Stevens; Brett P Thomas; Grace Tiao; Maria T Tusie-Luna; Ben Weisburd; Hong-Hee Won; Dongmei Yu; David M Altshuler; Diego Ardissino; Michael Boehnke; John Danesh; Stacey Donnelly; Roberto Elosua; Jose C Florez; Stacey B Gabriel; Gad Getz; Stephen J Glatt; Christina M Hultman; Sekar Kathiresan; Markku Laakso; Steven McCarroll; Mark I McCarthy; Dermot McGovern; Ruth McPherson; Benjamin M Neale; Aarno Palotie; Shaun M Purcell; Danish Saleheen; Jeremiah M Scharf; Pamela Sklar; Patrick F Sullivan; Jaakko Tuomilehto; Ming T Tsuang; Hugh C Watkins; James G Wilson; Mark J Daly; Daniel G MacArthur
Journal:  Nature       Date:  2016-08-18       Impact factor: 49.962

9.  Triple-Negative Breast Cancer Risk Genes Identified by Multigene Hereditary Cancer Panel Testing.

Authors:  Hermela Shimelis; Holly LaDuca; Chunling Hu; Steven N Hart; Jie Na; Abigail Thomas; Margaret Akinhanmi; Raymond M Moore; Hiltrud Brauch; Angela Cox; Diana M Eccles; Amanda Ewart-Toland; Peter A Fasching; Florentia Fostira; Judy Garber; Andrew K Godwin; Irene Konstantopoulou; Heli Nevanlinna; Priyanka Sharma; Drakoulis Yannoukakos; Song Yao; Bing-Jian Feng; Brigette Tippin Davis; Jenna Lilyquist; Tina Pesaran; David E Goldgar; Eric C Polley; Jill S Dolinsky; Fergus J Couch
Journal:  J Natl Cancer Inst       Date:  2018-08-01       Impact factor: 13.506

10.  The Phyre2 web portal for protein modeling, prediction and analysis.

Authors:  Lawrence A Kelley; Stefans Mezulis; Christopher M Yates; Mark N Wass; Michael J E Sternberg
Journal:  Nat Protoc       Date:  2015-05-07       Impact factor: 13.491

View more
  1 in total

1.  [Expressions of HELQ and RAD51C in endometrial stromal sarcoma and their clinical significance].

Authors:  Ying Liu; Yu Zhang; Yan Tian
Journal:  Nan Fang Yi Ke Da Xue Xue Bao       Date:  2020-07-30
  1 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.