Literature DB >> 33095795

Screening of targeted panel genes in Brazilian patients with primary ovarian insufficiency.

Monica M França1, Mariana F A Funari1, Antonio M Lerario2, Mariza G Santos1, Mirian Y Nishi1,3, Sorahia Domenice1, Daniela R Moraes1, Everlayny F Costalonga4, Gustavo A R Maciel5, Andrea T Maciel-Guerra6, Gil Guerra-Junior7, Berenice B Mendonca1,3.   

Abstract

Primary ovarian insufficiency (POI) is a heterogeneous disorder associated with several genes. The majority of cases are still unsolved. Our aim was to identify the molecular diagnosis of a Brazilian cohort with POI. Genetic analysis was performed using a customized panel of targeted massively parallel sequencing (TMPS) and the candidate variants were confirmed by Sanger sequencing. Additional copy number variation (CNV) analysis of TMPS samples was performed by CONTRA. Fifty women with POI (29 primary amenorrhea and 21 secondary amenorrhea) of unknown molecular diagnosis were included in this study, which was conducted in a tertiary referral center of clinical endocrinology. A genetic defect was obtained in 70% women with POI using the customized TMPS panel. Twenty-four pathogenic variants and two CNVs were found in 48% of POI women. Of these variants, 16 genes were identified as BMP8B, CPEB1, INSL3, MCM9, GDF9, UBR2, ATM, STAG3, BMP15, BMPR2, DAZL, PRDM1, FSHR, EIF4ENIF1, NOBOX, and GATA4. Moreover, a microdeletion and microduplication in the CPEB1 and SYCE1 genes, respectively, were also identified in two distinct patients. The genetic analysis of eleven patients was classified as variants of uncertain clinical significance whereas this group of patients harbored at least two variants in different genes. Thirteen patients had benign or no rare variants, and therefore the genetic etiology remained unclear. In conclusion, next-generation sequencing (NGS) is a highly effective approach to identify the genetic diagnoses of heterogenous disorders, such as POI. A molecular etiology allowed us to improve the disease knowledge, guide decisions about prevention or treatment, and allow familial counseling avoiding future comorbidities.

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Mesh:

Year:  2020        PMID: 33095795      PMCID: PMC7584253          DOI: 10.1371/journal.pone.0240795

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


Introduction

Primary ovarian insufficiency (POI), also known as premature ovarian failure (POF), results in primary or secondary amenorrhea, hypoestrogenism, infertility, and elevated gonadotrophin levels (FSH>LH) [1]. POI patients have shown widely varying clinical phenotypes starting with women at puberty up to 40-year-old women. These patients can present primary amenorrhea, usually diagnosed at a younger age with delay of puberty and absence of breast development, whereas secondary amenorrhea is diagnosed at ages from <20 up to 40 years and is characterized by an irregular menstrual cycle and most often normal pubertal development and is the most frequent POI phenotype [2]. POI appears to have a genetic component presenting as sporadic or familial. However, the inheritance pattern is known to be autosomal dominant or autosomal recessive and monogenic, and recently, oligogenic inheritance has been proposed [3]. The heterogenous genetic basis of POI can rely on over 75 genes [2]. These genes are involved in several pathways such as gonadal development, meiosis (DNA replication and repair), hormonal signaling, immune function, and metabolism, although the majority of POI cases are yet to be elucidated [2,4]. This limitation may be narrowed with advancements in massively parallel sequencing, also known as next-generation sequencing (NGS). This method has been used as an effective tool to elucidate the genetic origin of heterogeneous diseases, such as POI. The aim of this study was to identify the genetic diagnosis of 50 patients with POI by using targeted massively parallel sequencing (TMPS).

Patients and methods

POI cohort

Approval from the institutional review board and written informed consent were obtained from all subjects or the parents or guardians of the minors before blood collection for DNA analysis. This study was approved by the Ethics Committee of Hospital das Clínicas, University of São Paulo Medical School, Brazil (protocol number 2015/12837/1.015.223). A cohort of 50 women presenting with POI was selected for this study between 2014 and 2018 at the Hospital das Clínicas University of São Paulo Medical School (Table 1). All patients had high levels of gonadotropins (FSH>20 U/L), hypoestrogenism, absence of FMR1 premutation, and positive anti-ovary or 21-hydroxylase antibodies. In primary amenorrhea cases, the patients also presented delay of puberty and absence of spontaneous breast development. The patients were treated with conjugated estrogens daily followed by progesterone replacement in the first 12 days of the month, resulting in menstrual bleeding and complete breast development in patients with primary amenorrhea.
Table 1

Clinical features of 50 Brazilian women with primary ovarian insufficiency.

Patient IDAmenorrheaAge at first appointment (yr)Previous treatmentFSH (IU/L)LH (IU/L)Height (cm)Tanner stage at diagnosisSyndromic featuresAssociate phenotype
POI-1Secondary27No7643163B5/P5
POI-2Primary23Yes (at 17yr)9945166B5/P4High arched palate; Cubitus valgus
POI-3Primary19299170B1/P2Cubitus valgusHearing loss, sensorineural
POI-4Primary1712851147B1/P1
POI-5Primary32Yes4825161B4/P4Type 2 Diabetes mellitus
POI-6Primary17Yes (at 16yr)6525166B5/P4
POI-7Primary172112NAB1/P2
POI-8Secondary28Yes (at 16yr)7121168B4/P4
POI-9Primary1811864145B1/P2High arched palate; Cubitus valgus; wide-spaced nipples, growth deficitMacrocytic anemia
POI-10Secondary328919NANA
POI-11Primary1310044141B3/P3Short stature
POI-12Secondary373832147B5/P5
POI-13Primary238328NAB2/P4
POI-14Secondary21Yes (at 19yr)6339162B2/P2
POI-15SecondaryNA6420NANA
POI-16Primary198751151B2/P3
POI-17Secondary257636NANA
POI-18Primary19Yes (at 16yr)4628163B3/P4High arched palateDyslipidemia
POI-19Primary30Yes (at 12yr)5824156B2/P5High arched palate
POI-20Primary26Yes (at 25yr)13847167B4/P4Cubitus valgusTremor on right/dominant hand; no muscle atrophy
POI-21Primary218937161B3/P3
POI-22*Primary21Yes (at 17yr)9425164B5/P5Migraine
POI-23*Primary17Yes (at 15yr)4521176B4/P5Wilson's disease and keratoconus
POI-24Primary16No10642157B1/P3Cubitus valgus; Late psychomotor development
POI-25Secondary219661NANA
POI-26Primary14No8751164B1/P1High arched palateChronic telogen effluvium, hypothryroidism, type 2 diabetes mellitus
POI-27Secondary17Yes (at 15yr)9827164NAPrecocious puberty (no treated)
POI-28Primary184810167B1/P3
POI-29Primary1411434150B1/P1
POI-30Primary31Yes8632170NA
POI-31Secondary3710310160B5/P5
POI-32Secondary34Yes (at 18yr)4715164B5/P5
POI-33Secondary32Yes (at 28yr)1814148B5/P5
POI-34Primary34Yes (at 18yr)6530156NA
POI-35Primary22Yes (at 15yr)4219157B4/NAHigh arched palate; sindactilia
POI-36Secondary38Yes (at 27yr)6336155B5/P5
POI-37Primary14No9632157B1/P4Cafe au lait spots; high arched palate; cubitus valgus; hyperdontiaCongenital heart murmur
POI-38Primary23Yes (at 19yr)69NA154B4/P5
POI-39Secondary19Yes (at 16yr)7244166B5/P4High arched palate
POI-40Secondary38Yes (at 27yr)5235155B5/P5Type 2 Diabetes mellitus
POI-41Secondary343813168B5/P5
POI-42Secondary355021172B5/P5
POI-43Secondary358835151B4/P3
POI-44Secondary309425160B5/P5
POI-45Primary43Yes (at 33yr)7528153B4/P5Hearing loss, sensorineural; Kidney transplant, congenital heart murmur
POI-46Secondary40Yes (at 39yr)327162B5/P5
POI-47Secondary27Yes7556172B5/P5High arched palate, low-set posteriorly rotated ears
POI-48Primary17No11936175B1/P4Familial Ectrodactyly
POI-49#Primary186332155B1/P2
POI-50#Primary166628151B2/P4

NA: not available.

* Siblings of Family 1.

# Sibling of Family 2.

NA: not available. * Siblings of Family 1. # Sibling of Family 2.

Molecular analyses

Targeted Massively Parallel Sequencing (TMPS)

Genomic DNA was extracted from peripheral blood leukocytes using standard procedures. A custom SureSelectXT DNA target enrichment panel was designed using SureDesign tools (Agilent Technologies Santa Clara, CA, USA). Based on human and animal gonadal development and function, known and candidate genes were selected as follows: 1) Gonadal formation: CBX2, CTNNB1, DHH, EMX2, FGF9, FST, GATA4, LHX9, NR0B1, NR5A1, RSPO1, SOX9, SOX8, SRY, WNT4, WT1, and ZFPM2; 2) Ovarian development: AMH, AMHR2, BCL2, BCL2L2, BMP15, BMP4, BMP8B, BMPR1B, BMPR2, CDKN1B, CYP11A1, CYP17A1, CYP19A1, DAZL, DIAPH2, DND1, EIF2B2, EIF2B5, eIF4ENIF1, FIGLA, FMN2, FOXL2, FOXO1, FOXO3, FOXO4, FSHR, GDF9, GJA4, INHA, INHBA, INHBB, INSL3, KIT, KITLG, LHCGR, LHX8, NANOS1, NANOS2, NANOS3, NBN, NOBOX, PGRMC1, POF1B, POLR3H, POR, POU5F1, PDGFRA, PRDM1, PTEN, SMAD1, SMAD4, SMAD5, SOHLH1, SOHLH2, SOX3, STAR, STRA8, TCF21, TGFBR3, TIAL1, UBE3A, and ZFX; 3) Meiosis and DNA repair genes: ATM, BRWD1, CDC25B, CDK2, CKS2, CPEB1, CYP26B1, DMC1, ERCC1, ERCC2, CBS-PGBD3, FANCA, FANCC, FANCG, FANCL, GJA4, GPR3, HFM1, HSF2, MCM8, MCM9, MEI1, MLH1, MLH3, MOS, MSH4, MSH5, NOS3, NUP107, PMS2, PSMC3IP, RAD51B, REC8, SGOL2, SMC1B, SPO11, STAG3, SYCE1, SYCP1, SYCP2, SYCP3, TOP3B, TRIP13, UBB, and UBR2; 4) Putative variants, detected by GWAS, and causative genes without a clear mechanism in ovary function: ADAMTS16, ADAMTS19, BRSK1, CHM, COL4A6, DACH2, DMRT1, ERS1, ESR2, FMR1, HARS2, HK3, HSD17B4, LARS2, NCOA1, NXF5, PAPPA, RSPO2, TSHB, and XPNPEP2; 5) Candidate and known genes of disorders/differences in sex development: AKR1C2, AKR1C4, AR, ARX, ATRX, CDH7, CYP21A2, DHCR7, DMRT1, DMRT2, HNF1B, HSD11B1, HSD17B3, HSD3B2, FGFR2, LHX1, MAMLD1, MAP3K1, SRD5A2, SOX3, and WWOX. Exonic regions and 25 base pairs of intronic flanking sequence of all genes were included. The proband’s libraries were prepared according to the SureSelectXT Target Enrichment Protocol (Agilent Technologies Santa Clara, CA, USA). Deep sequencing of these amplicon libraries was performed on a NextSeq 500 next-generation sequencer (Illumina San Diego, CA, USA). Alignment of raw data and variant calling were performed following the steps described by França and collaborators [5]. The first criterion used to distinguish new variants from polymorphisms was filtered variants with a MAF<0.01 in 1000 Genomes, Exome Variant Server NHLBI GO Exome Sequencing Project (ESP), and Exome Aggregation Consortium (ExAC) databases. The variants were evaluated in the gnomAD database and in the results section; only gnomAD is shown since all public databases described above are included in it. Moreover, only missense, nonsense, and frameshift variants in coding regions and splice sites were included. The pathogenicity predictions for new point mutations leading to aminoacid changes were evaluated on SIFT, Polyphen2, Mutation Taster, CADD, and GERP. The allelic variants were classified based on the American College of Medical Genetics and Genomics and the Association for Molecular Pathology (ACMG/AMP) guidelines [6] combined with InterVar analysis [7], and additional information obtained from animal model findings already reported in the literature. For recessive inheritance (homozygous or compound heterozygous variants), a PM3 criterion was used. Three out of five computational in silico tools were used as evidence to support a deleterious effect on the gene or gene product (S1 Table). New mutations reported in this study were not validated at RNA and/or protein levels.

Sanger sequencing

The mutations detected by TMPS were confirmed in the patients and their available families by Sanger sequencing. Primers flanking the variants were used for PCR amplification. Primer sequences are available on request. All PCR products were sequenced using the BigDye terminator v3.1 cycle sequencing kit followed by automated sequencing using the ABI PRISM 3130xl (Applied Biosystems, Foster City, CA). Moreover, Sanger sequencing was performed to evaluate 200 fertile Brazilian women controls for the putative damaging mutation found in the patients with GATA4, GDF9, and STAG3.

Copy number variation

For analyzing the copy number variation (CNV) in TMPS samples, CONTRA (COpy Number Targeted Resequencing Analysis) software was utilized. This method for the detection of CNV using NGS data is based on empirical relationships between log-ratio and coverage and therefore is capable of identifying copy numbers of gains and losses for each target region based on normalized depth of coverage [8]. We evaluated log-ratio +1 for duplication and log-ratio -1 for deletion, adjusting the P-value below 0.05. Integrative Genomics Viewer (IGV) software was used to confirm the decreased or increased depth coverage [9,10]. Some CNVs were confirmed by Multiplex Ligation-dependent Probe Amplification (MLPA) (MRC Holland, Amsterdam, The Netherlands), when commercial probes were available. The MLPA reaction was performed according to the manufacturer’s recommendations.

Results

The mean coverage depth of the targeted regions data was x173.6 (SD ± ×79), with at least 98% of the sequenced bases covering more than 10‐fold. We recruited 50 patients from different Brazilian endocrinology institutes, including 29 patients with primary amenorrhea and 21 with secondary amenorrhea (Table 1), all of them with the 46,XX karyotype. As listed in Table 1, 37 patients presented with isolated POI, and 13 syndromic POI, which were characterized by the presence of high arched palate, cubitus valgus, late psychomotor development, short stature, and other skeletal abnormalities. A genetic defect was identified in 70% (35 of 50) of women with POI using the customized TMPS panel. A total of 24 pathogenic variants and 2 CNVs were identified in 48% (24 of 50) of POI patients and considered a molecular genetic diagnosis of POI. These twenty-four pathogenic variants are related to 16 genes: BMP8B (POI-1 and POI-36), CPEB1 (POI-4), INSL3 (POI-5), MCM9 (POI-11 and POI-25), GDF9 (POI-16, POI-49, and POI-50), UBR2 (POI-17), ATM (POI-20), STAG3 (POI-21), BMP15 (POI-22 and POI-23), BMPR2 (POI-29), DAZL (POI-31), PRDM1 (POI-37), FSHR (POI-38), EIF4ENIF1 (POI-40), NOBOX (POI-42), and GATA4 (POI-12 and POI-45) (Table 2). These changes included 18 missense variants, 3 nonsense variants, and 3 frameshift variants. A total of 13 patients carried a single heterozygous pathogenic variant (13 of 22, 59%), 4 patients presented compound heterozygous variants (4 of 22, 18%), and 5 homozygous variants were found (5 of 22, 23%). Furthermore, two pathogenic CNVs were detected in 2 patients (2 of 50, 4%). Among the identified CNVs, POI-14 had a microdeletion in the CPEB1 gene (83.8-Kb) and POI-7 carried a microduplication of the SYCE1 gene (11.4-Kb) (Table 2).
Table 2

Pathogenic variants detected in a Brazilian cohort of 50 women with primary ovarian insufficiency.

Patient IDGeneAccession numberGenotypeVariant annotationgnomAD1dbSNPNovel or previously reported variant in POI patientACMG classification2Supporting evidence related to infertility/POI in animal models and humans
POI-1BMP8BNM_001720.5Heterozygousc.1024A>G:p.M342V0.00006rs149276444NovelP: PS3+PM1+PM2+PP2+PP3Ref. [11]
POI-4CPEB1NM_030594.5Heterozygousc.259C>T:p.R87C0.0004rs200188266NovelLP: PS3+PM1+PM2+PP3+BP1Ref. [1215]
POI-5INSL3NM_001265587.2Homozygousc.52G>A:p.V18M0.001rs200056709NovelLP: PS3+PM1+PM3+PP2+BP4Ref. [16]
POI-7Chr10: SYCE1NM_130784Heterozygous11.4Kb duplicationNANANovelNARef. [1215,17]
POI-11MCM9NM_017696.2Compound Heterozygousc.2059T>C:p.F687LAbsentrs1046135510NovelLP: PS3+PM2+PM3+BP4Ref. [2,4,1822]
MCM9NM_017696.2Compound Heterozygousc.3223C>T:p.P1075S0.003rs61744508NovelLP: PS3+PM3+BP4Ref. [2,4,1822]
POI-12GATA4NM_002052.5Heterozygousc.280G>A:p.A94T0.0001rs780764610NovelLP: PS3+PM1+PM2+PP2+BP4Ref. [23]
POI-14Chr15: CPEB1NM_030594Heterozygous83.8Kb deletionNANANovelNARef. [1215]
POI-16GDF93NM_005260.5Homozygousc.783delC:p.S262Hfs*2Absentrs1216260561NovelP: PVS1+PS3+PM1+PM2PM3+PP3Ref. [2,4,19,22,24]
POI-17UBR2NM_015255.2Heterozygousc.4843T>A:p.S1615TAbsentrs1017000245NovelLP: PS3+PM2+PP2+PP3Ref. [25]
POI-20ATMNM_000051.3Heterozygousc.334G>A:p.A112T0.0002rs146382972NovelLP: PM1+PM2+PM3+PP3+PP5+BP1Ref. [4]
ATMNM_000051.3Heterozygousc.7313C>T:p.T2438I0.0001rs147604227NovelLP: PM1+PM2+PM3+PP3+PP5+BP1Ref. [4]
POI-21STAG34NM_001282716.1Heterozygousc.290dupC:p.N98Qfs*2AbsentAbsentNovelP: PVS1+PS3+PM2+PM3+PP3+PP5Ref. [2,4,19,22,26,27]
STAG34NM_001282716.1Heterozygousc.1950C>A:p.Y650*AbsentAbsentNovelP: PVS1+PS3+PM2+PM3+PP3Ref. [2,4,19,22,26,27]
POI-22BMP15*NM_005448.2Homozygousc.343C>T:p.Q115*0.00001rs782799707NovelP: PVS1+PS3+PM1+PM2+PP3Ref. [4,19,22,28,29]
POI-23BMP15*NM_005448.2Homozygousc.343C>T:p.Q115*0.00001rs782799707NovelP: PVS1+PS3+PM1+PM2+PP3Ref. [4,19,22,28,29]
POI-25MCM9NM_017696.2Heterozygousc.1163C>A:p.T388N0.0005rs545524695NovelLP: PS3+PM1+PM2+PP3+BP1Ref. [18,20,21]
POI-29BMPR2NM_001204.7Heterozygousc.1357G>A:p.V453MAbsentAbsentNovelP: PS3+PM1+PM2+PP2+PP3Ref. [30]
POI-31DAZLNM_001190811.1Heterozygousc.640C>T:p.Q214*AbsentAbsentNovelP: PVS1+PM2+PP3Ref. [31,32]
POI-36BMP8BNM_001720.5Heterozygousc.778C>T:p.R260C0.002rs199806017NovelLP: PS3+PM1+PP2+PP3Ref. [11]
POI-37PRDM1NM_001198.4Heterozygousc.1250C>G:p.P417RAbsentrs200035233NovelLP: PS3+PM2+PP2+PP3Ref. [33,34]
POI-38FSHRNM_000145.4Compound Heterozygousc.1298C>A:p.A433D0.000008rs763676828Reported (Ref. [5])P: PS3+PM1+PM2+PM3+PP2+PP3+PP5Ref. [2,4,5,22]
FSHRNM_000145.4Compound Heterozygousc.507delC:p.F170Lfs*40.000004rs746673169NovelP: PVS1+PS3+PM2+PM3+PP3Ref. [2,4,22]
POI-40EIF4ENIF1NM_001164501.2Heterozygousc.2006A>G:p.K669R0.00002rs374538489NovelLP: PS3+PM2+PP3Ref. [3537]
POI-42NOBOXNM_001080413.3Heterozygousc.479C>T:p.P160L0.00003rs372037920NovelLP: PS3+PM1+PP2+BP4Ref. [2,4,38,39]
POI-45GATA4NM_002052.5Homozygousc.1220C>G:p.P407R0.00006rs115099192NovelP: PS3+PM2+PM3+PM5+PP2+PP3+BP1Ref. [23]
POI-49GDF9#NM_005260.5Heterozygousc.389A>G:p.Q130RAbsentAbsentNovelLP: PS3+PM2+PP1+PP2+BP4Ref. [2,4,19,22,24]
POI-50GDF9#NM_005260.5Heterozygousc.389A>G:p.Q130RAbsentAbsentNovelLP: PS3+PM2+PP1+PP2+BP4Ref. [2,4,19,22,24]

* Siblings of Family 1

# Siblings of Family 2.

1The variant frequency was assessed in the gnomAD database (https://gnomad.broadinstitute.org/). Accessed in July 2019.

2ACMG/AMP classification was done according to Richards et al. (Ref. [6]) combined with InterVar evaluation (Ref. [7]). Accessed in June 2020.

3Published as a case report in Franca et al., 2018 (Ref. [24]).

4Published as a case report in Franca et al., 2019 (Ref. [26]).

P: Pathogenic variant; LP: Likely Pathogenic variant; VUS: Variant of uncertain significance; LB: Likely Benign variant; B: Benign variant. NA: not available.

* Siblings of Family 1 # Siblings of Family 2. 1The variant frequency was assessed in the gnomAD database (https://gnomad.broadinstitute.org/). Accessed in July 2019. 2ACMG/AMP classification was done according to Richards et al. (Ref. [6]) combined with InterVar evaluation (Ref. [7]). Accessed in June 2020. 3Published as a case report in Franca et al., 2018 (Ref. [24]). 4Published as a case report in Franca et al., 2019 (Ref. [26]). P: Pathogenic variant; LP: Likely Pathogenic variant; VUS: Variant of uncertain significance; LB: Likely Benign variant; B: Benign variant. NA: not available. In this current study, eleven patients (11 of 50, 22%) harbored more than one variant in different genes (Table 3), and most of these variants were classified as variants of uncertain clinical significance (VUS). A total of 24 variants were identified in 16 unrelated genes (POU5F1, HK3, NXF5, GATA4, NBN, ATM, COL4A6, XPNPEP2, SYCP1, FANCL, ERCC2 NOBOX, HARS2, SMC1B, GDF9, HELQ).
Table 3

Variants detected in multiple genes in a Brazilian cohort of 50 women with primary ovarian insufficiency.

Patient IDGeneAccession numberGenotypeVariant annotationgnomAD1dbSNPNovel or previously reported variant in POI patientACMG classification2Supporting evidence related to infertility/POI in animal models and humans
POI-3POU5F1NM_002701.6Heterozygousc.133C>T:p.P45SAbsentAbsentNovelVUS: PM2+BP4Ref. [19]
HK3NM_002115.3Heterozygousc.1945C>T:p.R649C0.00005rs376092049NovelVUS: PM1+PM2+PP3+BP1Ref. [19]
POI-9NXF5NM_032946.2Homozygousc.959G>A:p.R320Q0.0004rs113591248NovelLP: PM1+PM2+PM3+BP4Ref. [19,40]
NXF5NM_032946.2Homozygousc.145A>G:p.I49V0.0003rs113468014NovelLP: PM1+PM2+PM3+BP4Ref. [19,40]
GATA4NM_002052.5Heterozygousc.280G>A:p.A94T0.0001rs780764610NovelLP: PS3+PM1+PM2+PP2+BP4Ref. [23]
NBNNM_002485.5Heterozygousc.456G>A:p.M152I0.0001rs201816949NovelVUS: PM1+PM2+PP3+BP1Ref. [4]
POI-9ATMNM_000051.3Heterozygousc.5879T>A:p.I1960N0.000004rs587782503NovelVUS: PM1+PM2+PP3+BP1Ref. [4]
POI-10NXF5NM_032946.2Heterozygousc.958C>T:p.R320*0.001rs140252282NovelVUS: PVS1+PP3+BP6Ref. [19,40]
COL4A6NM_033641.4Heterozygousc.2371G>A:p.G791S0.001rs143895379NovelVUS: PP3+BP6Ref. [19]
XPNPEP2NM_003399.6Heterozygousc.644C>T:p.T215I0.002rs138365897NovelVUS: PP3Ref. [19]
POI-13NXF5NM_032946.2Heterozygousc.526G>A:p.G176S0.000006AbsentNovelVUS: PM1+PM2+PP3Ref. [19,40]
SYCP1NM_003176.4Heterozygousc.433C>G:p.R145G0.000004AbsentNovelVUS: PM2+PP3Ref. [41]
POI-15POU5F1NM_002701.6Heterozygousc.87G>T:p.W29C0.0001rs200769740NovelVUS: PM2+PP3Ref. [19]
HK3NM_002115.3Heterozygousc.2026C>T:p.P676S0.0003rs199684264NovelVUS: PM2+PP3+BP1Ref. [19]
POI-24FANCLNM_001114636.1Homozygousc.1111_1114dup:p.T372Nfs*130.003rs759217526NovelP: PVS1+PM3+PP3+BS2Ref. [42]
ATMNM_000051.3Homozygousc.1273G>T:p.A425S0.000004rs769214234NovelVUS: PM1+PM2+PM3+PM5+BP1+BP4Ref. [4]
POI-30ERCC2NM_000400.4Heterozygousc.1606G>A:p.V536M0.0002rs142568756NovelVUS: PM1+PM2+PP3Ref. [43]
POI-35NOBOXNM_001080413.3Heterozygousc.271G>T:p.G91W0.003rs77587352Reported (Ref. [39])LB: PS3+PP5+BS2+BP4Ref. [2,4,38,39]
HK3NM_002115.3Heterozygousc.521C>T:p.T174M0.002rs141123858NovelVUS: PM1+PP3+BP1Ref. [19]
POI-41HARS2NM_012208.4Heterozygousc.1105G>C:p.G369R0.0007rs61736946NovelVUS: PM1+PP3+PP5Ref. [22]
SMC1BNM_148674.5Heterozygousc.2683C>T:p.R895W0.0001rs199797179NovelVUS: PM1+PP3+BP1Ref. [22,44]
POI-43SYCP1NM_003176.4Heterozygousc.1747C>G:p.L583V0.0001rs147626229NovelVUS: PM2+PP3Ref. [41]
POI-44GDF9NM_005260.5Heterozygousc.191C>T:p.A64V0.00004rs751002918NovelP: PS3+PM2+PP3Ref. [2,4,19,22,24]
FANCLNM_001114636.1Heterozygousc.1111_1114dup:p.T372Nfs*130.003rs759217526NovelVUS: PVS1+PP3+BS2Ref. [42]
HELQNM_133636.4Heterozygousc.3095delA:p.Y1032Sfs*40.00002rs761786816NovelP: PVS1+PM2+PP3Ref. [45]

* Siblings of Family 1

# Siblings of Family 2.

1The variant frequency was assessed in the gnomAD database (https://gnomad.broadinstitute.org/). Accessed in July 2019.

2ACMG/AMP classification was done according to Richards et al. (Ref. [6]) combined with InterVar evaluation (Ref. [7]). Accessed in June 2020.

P: Pathogenic variant; LP: Likely Pathogenic variant; VUS: Variant of uncertain significance; LB: Likely Benign variant; B: Benign variant.

* Siblings of Family 1 # Siblings of Family 2. 1The variant frequency was assessed in the gnomAD database (https://gnomad.broadinstitute.org/). Accessed in July 2019. 2ACMG/AMP classification was done according to Richards et al. (Ref. [6]) combined with InterVar evaluation (Ref. [7]). Accessed in June 2020. P: Pathogenic variant; LP: Likely Pathogenic variant; VUS: Variant of uncertain significance; LB: Likely Benign variant; B: Benign variant. Among the identified VUS, 19 variants were heterozygous and 5 were homozygous. Most of the identified VUS variants were missense (21 of 24, 88%), three were frameshifts (2 of 24, 8%), and one was a nonsense variant (1 of 24, 4%). Therefore, the first reported variants in novel genes and/or mode of inheritance in POI patients supported by animal findings are listed in Table 4.
Table 4

List of novel genes or mode of inheritance in primary ovarian insufficiency patients supported by animal model findings.

Patient IDGeneGenotypeVariant annotationSupported by animal model findingsInheritance or genotype previously identifiedReferences
POI-1BMP8BHeterozygousc.1024A>G:p.M342VReduced number of PGCs-[11]
POI-36BMP8BHeterozygousc.778C>T:p.R260CReduced number of PGCs-[11]
POI-5INSL3Homozygousc.52G>A:p.V18MDisruption of female cycle and reduced number of litters-[16]
POI-12GATA4Heterozygousc.280G>A:p.A94TRegulation of ovarian steroidogenesis-[23]
POI-45GATA4Heterozygousc.1220C>G:p.P407RRegulation of ovarian steroidogenesis-[23]
POI-16GDF93Homozygousc.783delC:p.S262Hfs*2Block in follicular development leading to complete infertilityHeterozygous/Missense[2,4,46]
POI-17UBR2Heterozygousc.4843T>A:p.S1615TReduced fertility-[25]
POI-30ERCC2Heterozygousc.1606G>A:p.V536MNo signs of estrus cycle, small ovaries, and no preovulatory follicles-[43]
POI-31DAZLHeterozygousc.640C>T:p.Q214*SubfertilityMissense[31,32]
POI-37PRDM1Heterozygousc.1250C>G:p.P417RArterial pole defects, reduced and failed migration and proliferation of PGCs-[33,34]
POI-44FANCLHomozygous and Heterozygousc.1111_1114dup:p.T372Nfs*13Reduced fertility and defective of germ cells-[42]
POI-44HELQHeterozygousc.3095delA:p.Y1032Sfs*4Subfertility and germ cell attrition-[45]
In addition, 12 of 50 patients (24%) had no rare variants of these screened genes. Two potential pathogenic missense variants in the BMP8B and ATM genes and one 14.4 Kb microdeletion in the TOP3B gene were identified in 3 patients (POI-8, POI-32, and POI-48). However, these variants/CNVs were not considered to be causative since the fertile mothers also carried these deletion/variants, and thus they were classified as benign. Thereby, fifteen POI patients have remained without a genetic diagnosis.

Discussion

POI is a heterogeneous disorder characterized by a strong genetic basis that comprises at least 75 genes [2]. Defects in genes involved in gonadal development (oogenesis and folliculogenesis), meiosis and DNA repair, hormonal signaling, immune function, and metabolism are related to the POI phenotype [2,4]. Herein, a genetic defect of POI patients was obtained in 70% of affected women using a customized TMPS panel (Tables 2 and 3) and is discussed below. The majority of these defects were found in autosomal genes related to oogenesis and folliculogenesis and meiosis/DNA repair genes summarized in Fig 1.
Fig 1

Diagram showing the number of variants classified as pathogenic, likely pathogenic, and variant of uncertain significance in each gene group identified in 50 primary ovarian insufficiency patients.

*BMP15 is located on the X-chromosome; however, it is shown in ovarian development due to its well-known role in this category.

Diagram showing the number of variants classified as pathogenic, likely pathogenic, and variant of uncertain significance in each gene group identified in 50 primary ovarian insufficiency patients.

*BMP15 is located on the X-chromosome; however, it is shown in ovarian development due to its well-known role in this category.

A) Ovarian development: Oogenesis and foliculogenesis

Genes related to primordial germ cells (POU5F1, PRMD1, DAZL, BMP8B) Primordial germ cells (PGCs) emerge from the extraembryonic mesoderm and migrate to the genital ridge, giving rise to oocytes [22]. Several proteins are involved in migration, proliferation, and survival of PGCs, such as TGFB factors and Wnt/B-catenin pathways. PRDM1 is able to drive these pathways by obtaining pluripotent cells [22]. Moreover, POU5F1 (OCT4), DAZL, and SYCP1 are also implicated in oocyte development.

POU5F1

POU class 5 homeobox 1 is a pluripotent gene downregulated in Nobox KO mice [19]. One heterozygous missense variant (p.Pro13Thr) in POU5F1 was reported in one Chinese POI woman [19], and herein, one novel heterozygous variant in POU5F1 (c.133C>T;p.Pro45Ser), combined with a second novel heterozygous variant in the HK3 gene (Table 3), was found in a 19-year-old woman presenting with secondary amenorrhea, cubitus valgus, and hearing loss (POI-3) (Table 1). We also identified a second combination of POU5F1 (c.87G>T;p.Trp29Cys) and HK3 (c.2026C>T;p.Pro676Ser) (Table 3) in POI-15 presenting with secondary amenorrhea (Table 1). Interestingly, HK3 was revealed as a potential candidate leading to POI previously identified by GWAS associated with susceptibility between POI and early menopause [19].

PRMD1

One novel heterozygous missense variant in PRDM1 (Table 2) was found in POI-37, who was diagnosed at 14 years of age presenting with primary amenorrhea, delay of puberty, cafe au lait spots, high arched palate, cubitus valgus, hyperdontia, and congenital heart defect (Table 1). Consistent with this associated phenotype, Prdm1 mutation in mouse embryos promoted arterial pole defects characterized by misalignment or reduction of the aorta and pulmonary trunk and abnormalities in the arterial tree [33]. Moreover, heterozygous and null Prdm1-deficient mutant embryos form a tight cluster of PGCs that fail to show the migration, proliferation and repression of homeobox genes (Hox) [34].

DAZL

DAZL expression (Deleted in azoospermia-like), specifically expressed in germ cells, is essential in the beginning of meiosis, as it induces STRA8 and, consequently, the activation of SYCP1, 2 and 3, which are members of the synaptonemal complex [22]. Jung and collaborators [31] have shown by expressing DAZL with recombinant human GDF9 and BMP15 that embryonic stem cells can be induced to differentiate into ovarian follicle-like cells, such as oocytes and granulosa cells, underlying DAZL as a key player in ovarian development. In addition, the homozygous female and male Dazl mice are infertile, while heterozygous mice exhibit a subfertile phenotype. The novel nonsense heterozygous variant (c.640C>T;p.Gln214*) in DAZL (Table 2) was identified in POI-31, who was diagnosed with secondary amenorrhea at 37 years of age (Table 1). Heterozygous and homozygous missense variants in DAZL were reported in infertile men and woman associated with secondary amenorrhea [32]. Although DAZL plays a key role in human and animal germ cells, it seems that pathogenic variants are a rare cause of male and female infertility.

SYCP1

Although SYCP1 is an essential member of the synaptonemal complex in labeling the axes of the chromosome during meiotic prophase I [22], no pathogenic variants associated with female infertility have been identified in this gene. Sycp1-/- male and female mice were infertile, whereas Sycp1 mice were fertile [41]. Herein, POI-43, who presented secondary amenorrhea at 35 years of age (Table 1), has a novel heterozygous missense variant in SYCP1 (c.1747C>G;p.Leu583Val), which is rare and deleterious according to in silico analysis (Table 3). Further investigation of heterozygous variants in SYCP1 should be done in order to evaluate a dominant negative or haploinsufficiency effect in this patient.

BMP8B

BMP8B, a member of the BMP superfamily, is also implicated in the primordial germ cell (PGC) process through the events of the development stages to generate mature sperm and oocytes. Bmp8b-/- male mice have shown small testes and infertility [47]. In addition, Bmp8b is required for PGC generation in female rodent physiology, whereas null and heterozygous Bmp8b mice have shown a lack of PGCs and reduced number of PGCs, respectively. In this study, two patients had novel and deleterious heterozygous BMP8B variants (POI-1:c.1024A>G;p.Met342Val; POI-36:c.778C>T;p.Arg260Cys) (Tables 2 and 4). POI-1 and POI-36 were diagnosed with secondary amenorrhea, and no additional phenotype or syndromic features were found (Table 1). Although no mutations in the BMP8B gene have been reported in POI patients, the decreased number of PGCs described in rodents could explain the secondary amenorrhea phenotype, and these mutations could lead to POI in these patients [11].

Genes related to folliculogenesis (NOBOX, GDF9, FSHR, BMP15, INSL3, EIF4ENIF1, BMPR2, GATA4)

NOBOX

NOBOX, GDF9, and FSHR are well-known genes associated with POI, and a summary of these genes was described in França et al [5,24,38]. Here, POI-42, who was diagnosed at 35 years of age presenting with secondary amenorrhea (Table 1), harbored a novel and pathogenic heterozygous variant in NOBOX (c.479C>T:p.Pro160Leu) (Table 2). Moreover, POI-35 has a novel heterozygous missense variant in HK3 (Table 3), which is associated with an early age of menopause [19], and she also has a reported NOBOX variant (c.271G>T:p.Gly91Trp) (Table 3) previously described by Bouilly and collaborators [39]. A cosegregation was evaluated in the unaffected mother of POI-35, and both variants were also found in her. This NOBOX variant has been classified as a likely benign variant according to ACMG guidelines due to its frequency in the population database (0.003), absence of segregation, and no impact on the gene according to in silico analysis. However, Bouilly and collaborators [39] demonstrated impaired transcriptional activity of NOBOX_p.Gly91Trp for binding to the GDF9 promoter in vitro. Hence, we classified this variant as VUS. These authors described two patients harboring this variant: one woman presenting with primary amenorrhea and absence of puberty without segregation data and another woman presenting with secondary amenorrhea and cosegregation of this variant in her family. Indeed, they were unable to rule out additional factors to explain the different phenotypes in those patients, and we were also unable to determine the genetic etiology of POI-35 since the fertile mother carried both variants. Further investigation should be performed on this patient.

FSHR

A pathogenic homozygous missense variant in FSHR was identified in two siblings presenting with hypergonadotropic hypogonadism using whole-exome sequencing [5] and references therein. In this study, one novel heterozygous frameshift deletion (c.507delC:p.Phe170Leufs*4) and one reported heterozygous missense (c.1298C>A:p.Ala433Asp) in the FSHR (Table 2) were identified in POI-38, a 23-year-old girl presenting with primary amenorrhea and delayed puberty (Tables 1 and 2). Interestingly, the c.1298C>A:p.Ala433Asp homozygous missense variant in the FSHR gene was previously reported by our group as causative of POI [5]. The first homozygous 1-bp deletion in the GDF9 gene was identified in POI-16 with primary amenorrhea published as a case report [24]. Furthermore, a novel pathogenic heterozygous missense (c.389A>G:p.Gln130Arg) was found in POI-49 and her affected sister (POI-50) (Table 2). Both siblings were diagnosed with primary amenorrhea, puberty delay, and no other associate features were found (Table 1). Interestingly, POI-44 carried a rare and novel heterozygous missense variant in GDF9 (c.191C>T;p.Ala64Val), but two other variants in distinct genes were also found to cause a frameshift insertion in FANCL and a novel frameshift deletion in HELQ (c.3095delA;p.Tyr1032Serfs*4) (Table 3). Although the FANCL gene has been associated with Fanconi anemia, no clinical features of Fanconi were found in this patient, and therefore it is unlikely that the FANCL gene might cause ovarian failure. HELQ is a member of the DNA repair process related to tumor predisposition. In addition, Helq-deficient female mice showed subfertility and germ cell attrition. Moreover, heterozygous female mice exhibited a similar but less severe phenotype, indicative of haploinsufficiency [45] correlating to secondary amenorrhea found in POI-44 (Table 1). A cohort of Chinese women with POI was evaluated by Sanger and no mutations were found in the HELQ gene [48]. Unfortunately, the parental DNAs were unavailable for segregation analysis. Therefore, the molecular diagnosis of POI-44 needs further effort and remains uncertain, as we were unable to rule out a combined effect of these variants.

BMP15

Bone morphogenetic protein 15 has already been reported as an X-linked POI cause in patients with primary and secondary amenorrhea (MIM 300510), and recently, a homozygous missense variant in this gene was described in a patient with secondary amenorrhea [28]. In addition, homozygous ablation of BMP15 in sheep caused impaired follicular development beyond the primary stage [29]. In contrast with these models, Bmp15-/- mice exhibited minimal ovarian histopathological defects but showed reduced ovulation and fertilization rates and no phenotype was observed in Bmp15 mice. In this study, a nonsense homozygous variant (c.343C>T;p.Gln115*) in the BMP15 gene was identified in two siblings (POI-22 and POI-23) with primary amenorrhea (Table 2). Both affected sisters presented delayed puberty with hypergonadotropic hypogonadism (Table 1). Although heterozygous pathogenic variants in BMP15 have been reported in POI patients, the mechanism of haploinsufficiency or dominant negative effect was barely demonstrated [22]. Indeed, this is the first familial case showing a fertile mother carrier of a pathogenic heterozygous variant, arguing in favor of no heterozygous phenotype being found in animal models.

INSL3

INSL3 is a member of the insulin-like group of peptide hormones. It was first identified as a testis-specific gene transcript sequence in Leydig cells. Nevertheless, INSL3 is also produced in steroidogenic theca internal cells of antral follicles, which are equivalent cells to Leydig cells in the female physiology in bovines, rodents, monkeys, and humans [16]. INSL3 plays a key role in androstenedione synthesis, a major steroid precursor for granulosa cells to produce estrogens. In fact, the loss of INSL3 was shown to be a marker for follicle atresia, earlier than any steroidogenic expression depletion. Furthermore, the role of INSL3 in POI pathology is poorly understood since no patients have been described yet. In this study, POI-5, born from a consanguineous marriage, was evaluated at 32 years of age with a history of primary amenorrhea (Table 1). She harbored a novel homozygous variant in the exon 1 of the INSL3 gene (c.52G>A:p.Val18Met) (Table 2). In addition, knockout female mice have shown an impairment in fertility with disruption of the female cycle and reduced number of litters [16].

EIF4ENIF1

Eukaryotic translation initiation factor 4E nuclear import factor 1 (EIF4ENIF1) has been implicated in female germ cell development as a translational repressor in fruit fly, rodents, and human [35,36]. Functional studies in Drosophila and mice demonstrated that haploinsufficiency of EIF4ENIF1 promotes abnormal oocyte growth and impaired meiotic maturation [35,36]. In addition, a novel heterozygous nonsense variant (p.Ser429*) in EIF4ENIF1 was found in one woman with isolated POI and secondary amenorrhea [37]. A rare and deleterious heterozygous missense variant (c.2006A>G:p.Lys669Arg) in this gene (Table 2) was identified in POI-40, who was also diagnosed with secondary amenorrhea and born from a nonconsanguineous marriage (Table 1). This second report reinforces the EIF4ENIF1 gene as a dominant inheritance of POI.

BMPR2

Bone morphogenetic protein receptor type II is a transmembrane serine/threonine kinase that belongs to the TGF-beta superfamily, of which GDF9 and BMP15 are also members. In addition, BMPR2, the main genetic cause of pulmonary hypertension, is involved in embryonal development and in bone formation [49]. A POI patient presenting with an isolated secondary amenorrhea phenotype was reported to be harboring one heterozygous variant (p.Ser987Phe) in BMPR2 in association with a second heterozygous variant in LHCGR (p.Ans99Ser) [50]. No functional studies were exhibited regarding the oligogenic hypothesis, although in vitro results of the p.Ser987Phe in BMPR2 showed a potential implication of this gene in POI [30]. In this study, POI-29 was diagnosed at 14 years of age with primary amenorrhea, puberty delay, and normal height (Table 1). She has a novel heterozygous variant in BMPR2 (c.1357G>A;p.Val453Met) (Table 2). Consistent with the first report [50], no clinical features of pulmonary hypertension have been found in POI-29, but we cannot exclude future development of this disorder.

GATA4

GATA-binding protein 4, a member of the GATA transcription factor family, is associated with organ development in mesodermal and endodermal tissues, such as heart, gut, and gonads. The bipotential gonads emerge as genital ridges that originate from the proliferation of the coelomic epithelium, a process in which GATA4 is present. GATA4 is observed in ovarian somatic cells being expressed during the entire fetal period. In addition, GATA4 and GATA6 play a pivotal role in follicle assembly, granulosa cell differentiation, postnatal follicle growth, and luteinization. Conditional knockdown of these factors has led to female infertility at any stage of ovarian development [23]. Moreover, GATA factors have been associated with ovarian development in different species including mammals, fish, birds, and fruit fly [23]. Some in vitro studies have shown that steroidogenic enzymes implicated in the synthesis of progesterone, androgens, and estrogens may be regulated by GATA4 and GATA6. In the absence of GATA4 and GATA6 expression, estradiol synthesis is impaired, and its inactivation is also stimulated by high expression of CYP1B1 [23]. Furthermore, GATA4 interacts with SF1/NR5A1 and LRH1/NR5A2 to activate the promoter of 3βHSD2, AMH, inhibin-α, and CYP19A1, indicating GATA4 as a partner of these proteins in the regulation of ovarian steroidogeneses [23]. Interestingly, no pathogenic variants in GATA4 have been reported in the POI phenotype, although heterozygous missense variants in this gene are associated with 46, XY DSD with or without congenital heart defects [51,52]. Herein, POI-45 carries a pathogenic homozygous missense variant in GATA4 (c.1220C>G:p.Pro407Arg) (Table 2). She was diagnosed with primary amenorrhea, hearing loss, and additional kidney failure. Moreover, a congenital murmur was diagnosed at early age, and a surgery was done. Unfortunately, no clinical history of POI-45 congenital heart failure is available. In addition, a heterozygous missense variant in GATA4 (c.280G>A:p.Ala94Thr) (Table 3) was also found in POI-12, who was diagnosed with secondary amenorrhea (Table 1). These new findings could expand our knowledge of GATA4 in POI etiology.

B) Meiosis and DNA repair genes (MCM9, STAG3, SYCE1, CPEB1, UBR2, ATM, ERCC2, SYCP1, SMC1B)

MCM9

Minichromosome maintenance complex component 9 is involved in homologous recombination (HR) during meiosis process. Null MCM9 mice were sterile for showing defects in HR and gametogenesis [21]. Some homozygous and compound heterozygous variants were identified in different POI cohorts by using an NGS approach [21]. In our cohort, compound heterozygous missense variants in the MCM9 [(c.2059T>C) and (c.3223C>T)] (Table 2) were found in POI-11, a patient presenting short stature and primary amenorrhea (Table 1). Indeed, the same phenotype was observed in the first report of this gene [18]. Unfortunately, chromosomal instability and segregation analyses in POI-11 could not be assessed. Moreover, twelve women with POI carried heterozygous variants in the MCM9 gene, and most of these women were diagnosed as having secondary amenorrhea [20]. A rare and deleterious heterozygous variant in this gene (c.1163C>A;p.Thr388Asn) (Table 2) was also identified in POI-25 presenting with a mild phenotype characterized by secondary amenorrhea without short stature (Table 1) as previously described by Desai and collaborators [20]. It seems that MCM9 may be causing POI in the autosomal dominant and recessive mode of inheritance.

STAG3

Two pathogenic heterozygous loss-of-function variants in STAG3 were identified in one woman presenting with primary amenorrhea using whole-exome sequencing (Table 2) [26].

SYCE1 and CPEB1

These genes play a key role in meiosis by maintaining synaptonemal complex stability. In mouse studies, the impaired function of these genes has shown a reproductive phenotype of infertility due to the absence of synaptonemal complexes and meiotic arrest in meiosis I [53,54]. Pathogenic copy number variations (CNVs) and point variants in SYCE1 and CPEB1 genes are already implicated in the POI phenotype in distinct cohorts [12-15,17]. Jaillard and collarators reported a 123-kb duplication in SYCE1 in one patient presenting with isolated POI [13]. Herein, POI-7 has a microduplication (11.4-kb) in this gene (Table 2). Furthermore, an 83.8-kb deletion in the CPBE1 gene was found in POI-14 (Table 2), the same region previously identified in some POI cohorts [12,14,15]. In addition, the rare and deleterious heterozygous missense variant in CPEB1 (c.259C>T;p.Arg87Cys) was also identified in POI-4 (Table 2). The 10q and 15q loci appear to be important POI loci, and these findings corroborate the role of CPEB1 and SYCE1 in POI etiology.

UBR2

UBR2 encodes E3 ubiquitin ligase of the N-end rule proteolytic pathway for ubiquitin-mediated protein degradation. Null Ubr2 mice showed chromosome fragility and impaired HR repair [55]. Moreover, these null mice were not viable, and Ubr2 showed reduced fertility [25]. POI-17, who was diagnosed with isolated POI presenting with secondary amenorrhea, carries a novel and pathogenic heterozygous missense variant in the UBR2 gene (c.4843T>A;p.Ser1615Thr) (Tables 2 and 4). This is the first POI patient harboring a defect in the UBR2 gene.

ATM

ATM, the first DNA repair gene associated with POI, is required for cell-cycle checkpoint [4]. Mutations in ATM led to syndromic POI, characterized by primary amenorrhea and associated with autosomal recessive ataxia telangiectasia [4]. POI-20 was diagnosed with primary amenorrhea, cubitus valgus, and tremor in her dominant hand without muscle atrophy (Table 1). She was identified with a compound heterozygous missense variant in the ATM gene, suggesting a recessive inheritance as previously described. Although severe cerebellar degeneration was not found in this patient, ATM variant features could lead to impaired DNA repair, reducing the germ cell pool of this patient. Interestingly, a rare homozygous missense (Table 3) was also identified in POI-24, a primary amenorrhea case with syndromic features, such as cubitus valgus and late psychomotor development (Table 1). However, POI-24 has either a homozygous frameshift insertion in the FANCL gene, which is also associated with chromosomal instability and Fanconi anemia. POI-24 has no Fanconi anemia features, however, although we were unable to rule out FANCL contribution in the POI phenotype of this patient.

ERCC2

The ERCC2 DNA repair factor is associated with complex phenotypes such as cerebrooculofacioskeletal syndrome 2 (MIM 610756), trichothiodystrophy 1 (MIM 601615), xeroderma pigmentosum D (MIM 278730). Female knock-in mice showed no signs of estrus cycle, small ovaries, and no preovulatory follicles. These mice also exhibited osteoporosis, kyphosis, osteosclerosis, early graying, cachexia, and reduced life span [43]. Herein, a rare heterozygous variant (c.1606G>A;p.Val536Met) in ERCC2 (Table 3) was identified in POI-30, who was diagnosed with isolated primary amenorrhea (Table 1). In addition, this variant is predicted to be deleterious in all available in silico tools. Interestingly, three heterozygous pathogenic variants in the ERCC6, another member of the DNA repair cascade such as ERCC2, was found in one Chinese familial and sporadic case with POI [56]. Further studies may be needed to understand the contribution of ERCC2 gene in POI; however, DNA repair genes have been strongly associated with POI etiology. Although SYCP1 is an essential member of synaptonemal complex in labeling the axes of the chromosome during meiotic prophase I [22], no pathogenic variants associated with female infertility have been identified in these genes. Sycp1-/- male and female mice were infertile whereas Sycp1 mice were fertile [41]. Herein, POI-43, who presented secondary amenorrhea at 35 years of age (Table 1), has a heterozygous missense variant in SYCP1 (c.1747C>G;p.Leu583Val), which is rare and deleterious in silico analysis (Table 3).

SMC1B

Structural Maintenance of Chromosomes 1B encodes a protein which belongs to the cohesin family, which is specific to the meiosis process [22]. Bouilly and collaborators [44] have reported two POI patients with different phenotypes harboring heterozygous variants in SMC1B in association with a second gene defect. One woman presenting primary amenorrhea had the p.Gln1177Leu heterozygous missense variant in SMC1B and the p.Ser5Arg heterozygous missense variant in the BMP15 gene [44]. Moreover, a secondary amenorrhea case had one heterozygous missense variant in SMC1B (p.Ile221Thr) and one heterozygous variant in NOBOX (p.Gly91Trp, discussed above) [44]. In this current study, POI-41, who was diagnosed with secondary amenorrhea and isolated POI, carries two rare heterozygous missense variants in distinct genes, SMC1B and HARS2 (Table 3). HARS2 has been associated with Perrault syndrome, which is an autosomal recessive disorder characterized by ovarian dysgenesis and deafness [22]. No deafness onset was found in POI-41 at 38 years of age. Interestingly, an affected sibling of POI-41, who was also diagnosed with secondary amenorrhea, carried both variants. DNA of the parents was unavailable for cosegregation analysis. Based on genetic features, these combined variants were classified as VUS (Table 3).

C) X-chromosome genes: NXF5, XPNPEP2, COL4A6

The association of the X chromosome, region from Xq13.3 to Xq27, has been shown as a critical region for normal ovarian development [19]. Several genes disrupted by breakpoints in balanced X-autosome translocations have been associated with POI etiology, including DIAPH2, XPNPEP2, DACH2, POF1B, CHM, PGRMC1, COL4A6, and NXF5 [19]. A cytogenetic analysis in a patient presenting with delay of puberty and primary amenorrhea, and no other clinical features showed a de novo translocation 46,XX, t(X;15)(Xq22;p11) with a breakpoint interval containing the NXF5 gene [40]. Although the NXF5 function is not well known in ovary development, functional data demonstrated that the NXF5 protein is implicated in the posttranscriptional regulation of mRNA, and thus its heterozygous deficiency results in altered mRNA metabolism, similar to the proposed mechanism for the fragile-X-associated protein FMR1 [40]. Herein, three patients (POI-9, POI-10, POI-13) had NXF5 variants combined with another variant in distinct genes (Table 3). POI-9 was diagnosed at 18 years of age with primary amenorrhea, puberty delay, and syndromic features, such as high arched palate, cubitus valgus, wide-spaced nipples, and short stature (Table 1). She carried two rare homozygous variants in the NXF5 gene, one rare heterozygous variant in the GATA4, a rare heterozygous variant in the NBN gene, and one rare heterozygous variant in the ATM (Table 3). All variants were classified as VUS. The cytogenic analysis confirmed 46, XX karyotype and no deletions or duplications were found in this patient. A homozygous pathogenic variant in NBN was recently reported in an isolated POI case [4]; however, no heterozygous NBN and ATM variants were reported as POI cause, although they have been associated with cancer predisposition. It seems that POI is likely caused by the homozygous variants in the NXF5; however, we cannot eliminate an additional effect by other rare and deleterious heterozygous variants found in this patient. Moreover, a rare heterozygous nonsense variant in NXF5 was found in POI-10, a secondary amenorrhea case. In addition, three missense variants in COL4A6, in XPNPEP2, and in INHBB were identified in this patient (Table 3). Inhibin, which belongs to the superfamily of TGF-β, acts as a negative regulator of FSH secretion, and impaired inhibin B bioactivity has shown increased susceptibility to POI [19]. POI-13 was diagnosed at 23 years of age presenting with primary amenorrhea and delay of puberty (Table 1). She carried two undescribed heterozygous missense variants, one in the NXF5 and another one in the SYCP1 (Table 3), a DNA repair gene discussed above. The mechanism of how these genes may contribute to POI in an oligogenic manner needed to be elucidated, and therefore, these variants were classified as VUS.

Conclusion

The majority of the genetic etiology of POI remains uncharacterized in the literature. In this study, this gap has been narrowed with the massively parallel sequencing technique, which allowed us to expand genotype-phenotype correlations and to improve familial counseling, i.e., the identification of additional affected members at a younger age improves the quality of patients’ lives, such as self-esteem in young women who had no breast development or planning for crypreservation of eggs for future intervention. Ultimately, a genetic diagnosis could better characterize the risk of developing underlying conditions, such as osteoporosis, cardiovascular disease, allowing physicians to provide an efficient and appropriate hormone replacement therapy.

Analysis of identified variants in silico prediction tools.

(DOCX) Click here for additional data file. 12 May 2020 PONE-D-20-06248 Screening of Targeted Panel Genes in Brazilian Patients with Primary Ovarian Insufficiency PLOS ONE Dear Dr.Monica M França, Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process. The manuscript is interesting and relevant to the scientific community. The authors need to improve the description on how variants are charatarized as pathogenic and related to POI i.e. the utilization of predictors and other software. Please take into account the points addressed by the reviewers and correct accordingly. We would appreciate receiving your revised manuscript by Jun 26 2020 11:59PM. When you are ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file. If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. To enhance the reproducibility of your results, we recommend that if applicable you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. For instructions see: http://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols Please include the following items when submitting your revised manuscript: A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). This letter should be uploaded as separate file and labeled 'Response to Reviewers'. A marked-up copy of your manuscript that highlights changes made to the original version. This file should be uploaded as separate file and labeled 'Revised Manuscript with Track Changes'. An unmarked version of your revised paper without tracked changes. This file should be uploaded as separate file and labeled 'Manuscript'. Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out. We look forward to receiving your revised manuscript. Kind regards, Klaus Brusgaard Academic Editor PLOS ONE Journal requirements: When submitting your revision, we need you to address these additional requirements: 1.    Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at http://www.plosone.org/attachments/PLOSOne_formatting_sample_main_body.pdf and http://www.plosone.org/attachments/PLOSOne_formatting_sample_title_authors_affiliations.pdf 2. In your Methods section, please provide additional information about the participant recruitment method and the demographic details of your participants. Please ensure you have provided sufficient details to replicate the analyses such as: a) the recruitment date range (month and year),  b) a description of how participants were recruited, and c) descriptions of where participants were recruited and where the research took place. 3. Thank you for indicating that you had ethical approval for your study. In your Methods section, please ensure you have also stated whether you obtained consent from parents or guardians of the minors included in the study or whether the research ethics committee or IRB specifically waived the need for their consent. 4. Thank you for stating the following in the Acknowledgments Section of your manuscript: "This work was supported by the Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) Grant 2014/14231-0 (to M.M.F.); FAPESP Grant 2013/02162-8, Nucleo de Estudos e Terapia Celular e Molecular (NETCEM), and Conselho Nacional de Desenvolvimento Científico e Tecnológico Grant 303002/2016-6 (to B.B.M.); and FAPESP Grant 2014/50137-5 (to SELA)." We note that you have provided funding information that is not currently declared in your Funding Statement. However, funding information should not appear in the Acknowledgments section or other areas of your manuscript. We will only publish funding information present in the Funding Statement section of the online submission form. Please remove any funding-related text from the manuscript and let us know how you would like to update your Funding Statement. Currently, your Funding Statement reads as follows: "The authors received no specific funding for this work." [Note: HTML markup is below. Please do not edit.] Reviewers' comments: Reviewer's Responses to Questions Comments to the Author 1. Is the manuscript technically sound, and do the data support the conclusions? The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented. Reviewer #1: Yes Reviewer #2: Yes ********** 2. Has the statistical analysis been performed appropriately and rigorously? Reviewer #1: Yes Reviewer #2: Yes ********** 3. Have the authors made all data underlying the findings in their manuscript fully available? The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified. Reviewer #1: Yes Reviewer #2: No ********** 4. Is the manuscript presented in an intelligible fashion and written in standard English? PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here. Reviewer #1: Yes Reviewer #2: Yes ********** 5. Review Comments to the Author Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters) Reviewer #1: Using a panel of candidate genes for targeted massively parallel sequencing (TMPS) and confirmation by Sanger sequencing, together with analyses of gene copy number variations (CNV), the authors investigated gene mutations in 50 POI patients. A genetic etiology was identified in 70% (36 of 50) of women with POI using the customized TMPS panel and a total of 24 pathogenic variants and 2 CNVs were identified in 48% (24 of 50) of POI patients. The study is well-designed and results add to the increasing literature regarding genetic basis of POI. 1. One of the difficulties of using exome sequencing to identify POI etiologies is the requirement of additional animal studies to confirm the significance of putative candidate genes with mutations. Several POI genes were identified here but have not previously reported in patients. The authors supported their conclusions based on familiar inheritance and/or mutant animal models. It is useful to point out the novel aspects of present findings in Discussion and summarize them in a Table by listing POI genes not previously reported in patients but have mutant animal findings or familiar inheritance to support their validity, such as BMP8B (BMP8B is essential for the generation of primordial germ cells in mice; Ying, 2000), SYCP1 (Mouse Sycp1 functions in synaptonemal complex assembly, meiotic recombination; de Vries, 2005), etc. 2. Genes in the X chromosome have been considered as hot spots for POI candidate genes. It is worthwhile to summarize or highlight these genes in the Table and discuss the implication of their chromosome location. Because of anticipated X chromosome inactivation and large number of X chromosome genes as POI candidates, is there any significance of different types of POI gene mutations in the sex chromosome? Reviewer #2: Review of “Screening of Targeted Panel Genes in Brazilian Patients with Primary Ovarian Insufficiency” by Franca et al. The authors analyzed the genomes of 50 patients with POI using targeted massively parallel sequencing to identify underlying mutations in candidate genes. Many cases of POI that are not associated with FMR1 mutations have an unknown genetic basis. This study chose candidate genes to sequence based on their involvement in ovarian development, folliculogenesis, meiosis and DNA repair. Abnormalities were identified in 70% of the patients. Many of the candidate genes have been implicated in POI or infertility in previous studies. Major Points: This is a thorough study of genetic mutations that may cause primary and secondary POI. Primary screening of target genes identified mutations in 16 genes. Mutations were then confirmed using Sanger sequencing. I like that the authors break down the mutation analysis into groups of genes involved in different processes/pathways. However, the Discussion of all of the mutations is long and needs to be condensed with more of an overview of the findings. A diagram showing the number of mutations in each gene group might be helpful here. How many of the identified mutations occurred in genes that had never before been associated with POI? For instance, the SYCP1 mutation identified in this study appears to be the first mutation identified in this gene that is associated with POI. How many of the mutations were novel mutations in genes known to be associated with POI? For instance, the DAZL heterozygous variant (c.640C>T;p.Gln214*) is referred to as “undescribed”. I’m assuming this is therefore a novel mutation? These details could also be included in Table 2 with a column indicating “novel variant” or “previously identified”. The characterization of pathogenic variants may need to be better described in the results. This appears to be based on prior identification of these variants and/or in silico predictions. Please describe in more detail, the in silico characterization of the variants in the Methods and Results. Currently the Methods just has a list of pathogenicity prediction programs. Line 564 refers to “all available in silico tools” with no additional details. If nearly all mutations occurred in previously identified genes, does that suggest that a paired down candidate gene approach could likely identify nearly all causative mutations in POI in the future? Do mutations in gene groups associate with phenotype (primary vs. secondary)? In the Discussion, please expand upon this idea brought up in the abstract, “ A molecular etiology allowed us to establish better genotype-phenotype correlation and to improve familial counseling avoiding futures comorbidities.” Please say more about the genotype/phenotype correlation. How can the identification of genetic mutations benefit patients in the clinic? Minor points: The manuscript had spelling errors and grammar issues. I list here some, but not all, corrections. Please look through the manuscript and correct these issues. line: 85 “usually diagnosed at a younger age” 89 “presenting as sporadic” 90-91 “is known to be autosomal dominant or autosomal recessive” 95 “several pathways such as gonadal development” 251 “POI is a heterogeneous disorder characterized by strong genetic basis that 252 comprises at least 75 genes 263 “and migrate to the genital ridge, giving rise to oocytes” 271 “POU5F1 was reported in one Chinese POI woman 274 “19 year-old woman with secondary amenorrhea 299 “infertile while heterozygous mice exhibit a subfertile phenotype.” 314 “ which is rare and deleterious in in silico analysis” 333 “Genes related to folliculogenesis” 350 “binding to the GDF9 promoter in vitro.” 357 “Further investigation” 393 “BMP15: Bone morphogenetic protein 15 has already been reported as an X-linked POI 416 “born from a consanguineous marriage,” 417 “a history of primary amenorrhea 429 “ Drosophila, rodents, and human [27, 28].” 430 “Functional studies in Drosophila 433 “was found in one woman ********** 6. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: Yes: Mara P. Steinkamp [NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files to be viewed.] While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at figures@plos.org. Please note that Supporting Information files do not need this step. 28 Jul 2020 June 2020 Ref: Ms No.: PONE-D-20-06248 Prof. Dr. Klaus Brusgaard, Academic Editor PLOS ONE Dear Prof. Brusgaard, Thank you for reviewing our original manuscript entitled “Screening of Targeted Panel Genes in Brazilian Patients with Primary Ovarian Insufficiency” and for the review’s comments. We have changed the manuscript’s text in accordance to the comments made; all the changes we have made to the text are highlighted in yellow for review purposes. In addition, the manuscript was submitted to The American Journal Experts in order to be improved and all changes are highlighted in blue. The description on how variants were characterized and classified as pathogenic or variant of uncertain significance and related to POI were included in Table #2 and #3. In additional, a supplemental table #1 was added, which contains the analysis of in silico predictors’ software. In order to clarify it, we also addressed these issues in methods section. Nevertheless, we hope that we have addressed the issues raised and thank the reviewers for their constructive comments and interest in this manuscript. We look forward to your response in due course. Sincerely, Monica Malheiros França, MSc, PhD Present address: The University of Chicago, Department of Medicine, Section of Endocrinology, 5841 S. Maryland Av., Chicago, IL, 60637, USA. Hospital das Clínicas, Laboratório de Hormônios e Genética Molecular Av. Dr. Enéas de Carvalho Aguiar, 155, 2° andar, Bloco 6 CEP: 05403-900, São Paulo, Brasil. Review comments to the Author: Reviewer #1: Using a panel of candidate genes for targeted massively parallel sequencing (TMPS) and confirmation by Sanger sequencing, together with analyses of gene copy number variations (CNV), the authors investigated gene mutations in 50 POI patients. A genetic etiology was identified in 70% (36 of 50) of women with POI using the customized TMPS panel and a total of 24 pathogenic variants and 2 CNVs were identified in 48% (24 of 50) of POI patients. The study is well-designed and results add to the increasing literature regarding genetic basis of POI. 1. One of the difficulties of using exome sequencing to identify POI etiologies is the requirement of additional animal studies to confirm the significance of putative candidate genes with mutations. Several POI genes were identified here but have not previously reported in patients. The authors supported their conclusions based on familiar inheritance and/or mutant animal models. It is useful to point out the novel aspects of present findings in Discussion and summarize them in a Table by listing POI genes not previously reported in patients but have mutant animal findings or familiar inheritance to support their validity, such as BMP8B (BMP8B is essential for the generation of primordial germ cells in mice; Ying, 2000), SYCP1 (Mouse Sycp1 functions in synaptonemal complex assembly, meiotic recombination; de Vries, 2005), etc. Response: We really appreciate your comment and suggestion. In order to incorporate your suggestion, we included the table #4, which highlights and correlates new genes/variants or inheritance related to POI patients identified in this manuscript. We also included a column of references in table #2 and #3 to make it clear for the readers. 2. Genes in the X chromosome have been considered as hot spots for POI candidate genes. It is worthwhile to summarize or highlight these genes in the Table and discuss the implication of their chromosome location. Because of anticipated X chromosome inactivation and large number of X chromosome genes as POI candidates, is there any significance of different types of POI gene mutations in the sex chromosome? Response: We thank the reviewer observation and suggestion. We included the chromosome position in the Supplemental table 4 and highlighted these genes in the new Figure 1, which was also suggested by reviewer#2. Of note, BMP15 is an X-chromosome gene that was included in the ovarian development subsection due to its well-established role in sheep, rodents, and POI patients. X-autosome translocation, and point mutations in X-chromosome genes have strongly been associated with ovarian dysgenesis and accelerated follicular atresia. Both syndromic and nonsyndromic patients have been described harboring these genetic defects related to X-chromosome, and it seems to be a hotspot between Xq13.3 to Xq27 as we briefly discussed (line 617-621). On top of that, these genes herein described, such as NXF5, COL4A6, and XPNPEP2, are related to POI, but their mechanisms have not been clearly elucidated in animal models as discussed in the manuscript. However, a combination of these three rare and deleterious variants in POI-10 may be causing her phenotype. Unfortunately, we were unable to evaluate a most likely X-chromosome inactivation in POI-10 due to a combination of her genetic defects. Reviewer #2: Review of “Screening of Targeted Panel Genes in Brazilian Patients with Primary Ovarian Insufficiency” by Franca et al. The authors analyzed the genomes of 50 patients with POI using targeted massively parallel sequencing to identify underlying mutations in candidate genes. Many cases of POI that are not associated with FMR1 mutations have an unknown genetic basis. This study chose candidate genes to sequence based on their involvement in ovarian development, folliculogenesis, meiosis and DNA repair. Abnormalities were identified in 70% of the patients. Many of the candidate genes have been implicated in POI or infertility in previous studies. MajorPoints: This is a thorough study of genetic mutations that may cause primary and secondary POI. Primary screening of target genes identified mutations in 16 genes. Mutations were then confirmed using Sanger sequencing. I like that the authors break down the mutation analysis into groups of genes involved in different processes/pathways. However, the Discussion of all of the mutations is long and needs to be condensed with more of an overview of the findings. A diagram showing the number of mutations in each gene group might be helpful here. How many of the identified mutations occurred in genes that had never before been associated with POI? For instance, the SYCP1 mutation identified in this study appears to be the first mutation identified in this gene that is associated with POI. How many of the mutations were novel mutations in genes known to be associated with POI? For instance, the DAZL heterozygous variant (c.640C>T;p.Gln214*) is referred to as “undescribed”. I’m assuming this is therefore a novel mutation? These details could also be included in Table 2 with a column indicating “novel variant” or “previously identified”. Response: We really appreciate all comments and suggestions. A diagram showing the number of mutations in each group was included (named Figure 1). We understand that the Discussion might be long and we excluded some paragraphs, however we would like to request the reviewer`s permission to keep the same format, once we described a huge amount of data and POI shows a very heterogeneous genetic background. It would be very helpful for readers who are less familiar with the topic to connect literature information and results herein described. New columns were added in tables #2 and #3 (“Novel or previously reported variant in POI, ACMG classification and its criterion, and Supporting evidence related to POI in animal models and humans). Interestingly, all described variants in this study has not been reported, except for FSHR variant POI-38) and NOBOX variant (POI-35) previously reported by França et al (ref. 5) and Bouilly et al., (ref. 39), respectively. Moreover, an additional table (#4) was included in order to highlight the list of novel genes or mode of inheritance in POI patients supported by animal model findings that have not been described. The characterization of pathogenic variants may need to be better described in the results. This appears to be based on prior identification of these variants and/or in silico predictions. Please describe in more detail, the in silico characterization of the variants in the Methods and Results. Currently the Methods just has a list of pathogenicity prediction programs. Line 564 refers to “all available in silico tools” with no additional details. Response: We thank the reviewer`s request and all changes were made. A new column was added in tables #2 and #3 in regard to adding the ACMG classification and its criterion. Although some variants were classified as pathogenic and could be moved to the table #2, they have been kept in table #3, once this group of patients has harbored more than one variant in different genes. In order to clarify the in silico characterization, a new supplemental table #1 was included and details are available in Methods section (line 172-174). If nearly all mutations occurred in previously identified genes, does that suggest that a paired down candidate gene approach could likely identify nearly all causative mutations in POI in the future? Do mutations in gene groups associate with phenotype (primary vs. secondary)? Response: We believe a customized panel of genes could be an efficiency approach for POI. First of all, this disease is highly heterogeneous and few mutations are associated with over 75 genes reported by several groups over the years and recently discussed by us (França and Mendonca, 2020 Ref#2). Secondly, TMPS approach would be very effective for barely screened cohort like ours, which wasn’t investigated by targeted genes using Sanger method. Finally, this approach could also allow us to screen huge genes that we have been unable to analyze it throughout the years. It is still unclear the association with primary vs. secondary amenorrhea and the group of genes described herein and in the literature. In fact, most of the genes implicated in POI are associated with both phenotypes in particular in the NGS era, which increased the number of solved cases. For instance, FSHR, GDF9, and BMP15, two well-known genes related to ovarian development, were found to cause primary and secondary amenorrhea. In the Discussion, please expand upon this idea brought up in the abstract, “ A molecular etiology allowed us to establish better genotype-phenotype correlation and to improve familial counseling avoiding futures comorbidities.” Please say more about the genotype/phenotype correlation. How can the identification of genetic mutations benefit patients in the clinic? Response: We thank the reviewer suggestion and all changes were made as requested. Briefly, identifying the genetic cause of POI patients can have a benefit for additional affected members and their families. Moreover, knowing a genetic cause could enable early intervention with hormone replacement therapy to minimize comorbidities or cryopreservation of eggs to maximize future fertility potential. Ultimately, discovering new genes and or expanding pathways involved in the pathogenesis of POI enables insight into the important processes required for ovarian function and may highlight targets for new drug therapies and treatments. Minor points: The manuscript had spelling errors and grammar issues. I list here some, but not all, corrections. Please look through the manuscript and correct these issues. line: 85 “usually diagnosed at a younger age” 89 “presenting as sporadic” 90-91 “is known to be autosomal dominant or autosomal recessive” 95 “several pathways such as gonadal development” 251 “POI is a heterogeneous disorder characterized by strong genetic basis that 252 comprises at least 75 genes 263 “and migrate to the genital ridge, giving rise to oocytes” 271 “POU5F1 was reported in one Chinese POI woman 274 “19 year-old woman with secondary amenorrhea 299 “infertile while heterozygous mice exhibit a subfertile phenotype.” 314 “ which is rare and deleterious in in silico analysis” 333 “Genes related to folliculogenesis” 350 “binding to the GDF9 promoter in vitro.” 357 “Further investigation” 393 “BMP15: Bone morphogenetic protein 15 has already been reported as an X-linked POI 416 “born from a consanguineous marriage,” 417 “a history of primary amenorrhea 429 “ Drosophila, rodents, and human [27, 28].” 430 “Functional studies in Drosophila 433 “was found in one woman Response: We thank the reviewer for all corrections. The changes were made and are highlighted in yellow. In addition, the manuscript was submitted to The American Journal Experts in order to be improved and all changes were highlighted in blue. Submitted filename: Final_Rebuttal_PLOS ONE_reviewers response.docx Click here for additional data file. 5 Oct 2020 Screening of Targeted Panel Genes in Brazilian Patients with Primary Ovarian Insufficiency PONE-D-20-06248R1 Dear Dr. Monica M França, We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements. Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication. An invoice for payment will follow shortly after the formal acceptance. To ensure an efficient process, please log into Editorial Manager at http://www.editorialmanager.com/pone/, click the 'Update My Information' link at the top of the page, and double check that your user information is up-to-date. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org. If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org. Kind regards, Klaus Brusgaard Academic Editor PLOS ONE Additional Editor Comments (optional): Reviewers' comments: Reviewer's Responses to Questions Comments to the Author 1. If the authors have adequately addressed your comments raised in a previous round of review and you feel that this manuscript is now acceptable for publication, you may indicate that here to bypass the “Comments to the Author” section, enter your conflict of interest statement in the “Confidential to Editor” section, and submit your "Accept" recommendation. Reviewer #1: All comments have been addressed Reviewer #2: All comments have been addressed ********** 2. Is the manuscript technically sound, and do the data support the conclusions? The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented. Reviewer #1: Yes Reviewer #2: (No Response) ********** 3. Has the statistical analysis been performed appropriately and rigorously? Reviewer #1: N/A Reviewer #2: (No Response) ********** 4. Have the authors made all data underlying the findings in their manuscript fully available? The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified. Reviewer #1: Yes Reviewer #2: (No Response) ********** 5. Is the manuscript presented in an intelligible fashion and written in standard English? PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here. Reviewer #1: Yes Reviewer #2: (No Response) ********** 6. Review Comments to the Author Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters) Reviewer #1: (No Response) Reviewer #2: (No Response) ********** 7. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: Yes: Mara P. Steinkamp 13 Oct 2020 PONE-D-20-06248R1 Screening of Targeted Panel Genes in Brazilian Patients with Primary Ovarian Insufficiency Dear Dr. França: I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department. If your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact onepress@plos.org. If we can help with anything else, please email us at plosone@plos.org. Thank you for submitting your work to PLOS ONE and supporting open access. Kind regards, PLOS ONE Editorial Office Staff on behalf of Dr. Klaus Brusgaard Academic Editor PLOS ONE
  56 in total

1.  Mutations in eIF4ENIF1 are associated with primary ovarian insufficiency.

Authors:  Thushiga Kasippillai; Daniel G MacArthur; Andrew Kirby; Brett Thomas; Cornelius B Lambalk; Mark J Daly; Corrine K Welt
Journal:  J Clin Endocrinol Metab       Date:  2013-07-31       Impact factor: 5.958

2.  A novel homozygous 1-bp deletion in the NOBOX gene in two Brazilian sisters with primary ovarian failure.

Authors:  Monica M França; Mariana F A Funari; Antonio M Lerario; Mirian Y Nishi; Carmem C Pita; Eveline G P Fontenele; Berenice B Mendonca
Journal:  Endocrine       Date:  2017-10-24       Impact factor: 3.633

3.  Growth differentiation factor-9 is required during early ovarian folliculogenesis.

Authors:  J Dong; D F Albertini; K Nishimori; T R Kumar; N Lu; M M Matzuk
Journal:  Nature       Date:  1996-10-10       Impact factor: 49.962

4.  Loss of Ubr2, an E3 ubiquitin ligase, leads to chromosome fragility and impaired homologous recombinational repair.

Authors:  Yan Ouyang; Yong Tae Kwon; Jee Young An; Danny Eller; Shih-Chang Tsai; Silvia Diaz-Perez; Joshua J Troke; Michael A Teitell; York Marahrens
Journal:  Mutat Res       Date:  2006-02-20       Impact factor: 2.433

5.  The gene encoding bone morphogenetic protein 8B is required for the initiation and maintenance of spermatogenesis in the mouse.

Authors:  G Q Zhao; K Deng; P A Labosky; L Liaw; B L Hogan
Journal:  Genes Dev       Date:  1996-07-01       Impact factor: 11.361

6.  Mutant cohesin in premature ovarian failure.

Authors:  Sandrine Caburet; Valerie A Arboleda; Elena Llano; Paul A Overbeek; Jose Luis Barbero; Kazuhiro Oka; Wilbur Harrison; Daniel Vaiman; Ziva Ben-Neriah; Ignacio García-Tuñón; Marc Fellous; Alberto M Pendás; Reiner A Veitia; Eric Vilain
Journal:  N Engl J Med       Date:  2014-03-06       Impact factor: 91.245

Review 7.  Insulin-like peptide 3 (INSL3) is a major regulator of female reproductive physiology.

Authors:  Richard Ivell; Ravinder Anand-Ivell
Journal:  Hum Reprod Update       Date:  2018-11-01       Impact factor: 15.610

8.  HELQ promotes RAD51 paralogue-dependent repair to avert germ cell loss and tumorigenesis.

Authors:  Carrie A Adelman; Rafal L Lolo; Nicolai J Birkbak; Olga Murina; Kenichiro Matsuzaki; Zuzana Horejsi; Kalindi Parmar; Valérie Borel; J Mark Skehel; Gordon Stamp; Alan D'Andrea; Alessandro A Sartori; Charles Swanton; Simon J Boulton
Journal:  Nature       Date:  2013-09-04       Impact factor: 49.962

9.  GATA4 Variants in Individuals With a 46,XY Disorder of Sex Development (DSD) May or May Not Be Associated With Cardiac Defects Depending on Second Hits in Other DSD Genes.

Authors:  Idoia Martinez de LaPiscina; Carmen de Mingo; Stefan Riedl; Amaia Rodriguez; Amit V Pandey; Mónica Fernández-Cancio; Nuria Camats; Andrew Sinclair; Luis Castaño; Laura Audi; Christa E Flück
Journal:  Front Endocrinol (Lausanne)       Date:  2018-04-04       Impact factor: 5.555

10.  Cup is a nucleocytoplasmic shuttling protein that interacts with the eukaryotic translation initiation factor 4E to modulate Drosophila ovary development.

Authors:  Vincenzo Zappavigna; Federica Piccioni; J Carlos Villaescusa; Arturo C Verrotti
Journal:  Proc Natl Acad Sci U S A       Date:  2004-10-01       Impact factor: 11.205

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  6 in total

1.  A truncating variant of RAD51B associated with primary ovarian insufficiency provides insights into its meiotic and somatic functions.

Authors:  Monica M Franca; Yazmine B Condezo; Maëva Elzaiat; Natalia Felipe-Medina; Fernando Sánchez-Sáez; Sergio Muñoz; Raquel Sainz-Urruela; M Rosario Martín-Hervás; Rodrigo García-Valiente; Manuel A Sánchez-Martín; Aurora Astudillo; Juan Mendez; Elena Llano; Reiner A Veitia; Berenice B Mendonca; Alberto M Pendás
Journal:  Cell Death Differ       Date:  2022-05-27       Impact factor: 15.828

2.  Whole-exome sequencing reveals new potential genes and variants in patients with premature ovarian insufficiency.

Authors:  Ayberk Turkyilmaz; Ceren Alavanda; Esra Arslan Ates; Bilgen Bilge Geckinli; Hamza Polat; Mehmet Gokcu; Taner Karakaya; Alper Han Cebi; Mehmet Ali Soylemez; Ahmet İlter Guney; Pinar Ata; Ahmet Arman
Journal:  J Assist Reprod Genet       Date:  2022-01-22       Impact factor: 3.357

3.  Targeted Next-Generation Sequencing Indicates a Frequent Oligogenic Involvement in Primary Ovarian Insufficiency Onset.

Authors:  Raffaella Rossetti; Silvia Moleri; Fabiana Guizzardi; Davide Gentilini; Laura Libera; Anna Marozzi; Costanzo Moretti; Francesco Brancati; Marco Bonomi; Luca Persani
Journal:  Front Endocrinol (Lausanne)       Date:  2021-11-04       Impact factor: 5.555

Review 4.  Alterations in synaptonemal complex coding genes and human infertility.

Authors:  Fengguo Zhang; Mengfei Liu; Jinmin Gao
Journal:  Int J Biol Sci       Date:  2022-02-21       Impact factor: 10.750

5.  Management of a Girl With Delayed Puberty and Elevated Gonadotropins.

Authors:  Sinéad M McGlacken-Byrne; John C Achermann; Gerard S Conway
Journal:  J Endocr Soc       Date:  2022-07-08

6.  Detection of Potential Mutated Genes Associated with Common Immunotherapy Biomarkers in Non-Small-Cell Lung Cancer Patients.

Authors:  Lei Cao; Zhili Cao; Hongsheng Liu; Naixin Liang; Zhongxing Bing; Caijuan Tian; Shanqing Li
Journal:  Curr Oncol       Date:  2022-08-15       Impact factor: 3.109

  6 in total

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