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Charalambos Demetriou, Estelle Chanudet, GOSgene, Agnel Joseph, Maya Topf, Anna C Thomas, Maria Bitner-Glindzicz, Lesley Regan, Philip Stanier, Gudrun E Moore, Exome sequencing identifies variants in FKBP4 that are associated with recurrent fetal loss in humans, Human Molecular Genetics, Volume 28, Issue 20, 15 October 2019, Pages 3466–3474, https://doi.org/10.1093/hmg/ddz203
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Abstract
Recurrent pregnancy loss (RPL) is defined as two or more consecutive miscarriages and affects an estimated 1.5% of couples trying to conceive. RPL has been attributed to genetic, endocrine, immune and thrombophilic disorders, but many cases remain unexplained. We investigated a Bangladeshi family where the proband experienced 29 consecutive pregnancy losses with no successful pregnancies from three different marriages. Whole exome sequencing identified rare genetic variants in several candidate genes. These were further investigated in Asian and white European RPL cohorts, and in Bangladeshi controls. FKBP4, encoding the immunophilin FK506-binding protein 4, was identified as a plausible candidate, with three further novel variants identified in Asian patients. None were found in European patients or controls. In silico structural studies predicted damaging effects of the variants in the structure-function properties of the FKBP52 protein. These were located within domains reported to be involved in Hsp90 binding and peptidyl-prolyl cis-trans isomerase (PPIase) activity. Profound effects on PPIase activity were demonstrated in transiently transfected HEK293 cells comparing wild-type and mutant FKBP4 constructs. Mice lacking FKBP4 have been previously reported as infertile through implantation failure. This study therefore strongly implicates FKBP4 as associated with fetal losses in humans, particularly in the Asian population.
Introduction
Miscarriage is the commonest complication of pregnancy, and it is defined as the spontaneous loss of a fetus before it has reached viability (1). Studies have shown that the risk of a pregnancy loss increases after each successive miscarriage and can reach as high as 45% after three consecutive losses (2). A diagnosis of recurrent pregnancy loss (RPL) is usually considered following the loss of at least two pregnancies and has been attributed to many risk factors as parental age or lifestyle factors, as well as genetic causes such as chromosomal abnormalities, anatomical disorders including uterine abnormalities and endocrine defects (3). Moreover, RPL can be caused by abnormalities in the immune system, for example, the antiphospholipid syndrome (APLS) (3) or thrombophilic disorders leading to thrombosis, caused for example by the Factor V Leiden mutation (FVL) (3,4). However, for many patients, the cause of RPL remains a clinical dilemma, since even after detailed investigation, their miscarriages remain unexplained, which is traumatic for patients (3).
Here we describe a genomic approach to identify a new candidate gene for RPL. This study focused on a single family from Bangladesh where the patient suffered a total of 29 early RPLs, before the 12th week of gestation, all of whom were unexplained. We performed whole exome sequencing (WES) in the family members, which led to the identification of two candidate genes with variants in the proband. These candidate genes FKBP4 (encoding FK506-binding protein 4, also known as FKBP52) and SERPINB2 (serpin peptidase inhibitor clade b2) were investigated in greater depth by sequencing them in cohorts of Asian RPL (n = 100) and white European RPL (n = 120) patients, all of which had no successful pregnancies, as well as in a normal Bangladeshi cohort. Three novel variants were identified in FKBP4 in three Asian patients while no variants were identified in SERPINB2.
FKBP52 is common to several vertebrate species, and the respective mRNA transcripts are expressed in a variety of human tissues such as brain, heart and placenta (5). FKBP52 has been described as a co-chaperone for steroid hormone nuclear receptors and binds to the progesterone receptor (PR) to optimize progesterone-PR signalling. Therefore, success of transcriptional activation depends on the binding of PR to FKBP52. Female mice lacking the FKBP4 gene have compromised PR functions leading to a total failure of the uterus to support blastocyst implantation (6–8), strongly supporting the candidacy of FKBP4 for a role in RPL. We conclude that FKBP4 is a novel candidate gene associated with RPL in humans and may be specifically associated with the Asian population.
Results
The family pedigree
The patient (II-3) and her family (Fig. 1) originate from Bangladesh but live in London. The family is under the care of the Recurrent Miscarriage team at St Mary’s Hospital, Imperial College London. This patient, who is now 46 years old, had a total of 29 pregnancy losses all of which were early, between 9 and 11 weeks of gestation, with no live births. She had 17 miscarriages with her first husband (II-1), five miscarriages with her second husband (II-2) and seven miscarriages with her third husband (II-4). All of these pregnancies were naturally conceived, and the miscarriages were unexplained as the patient tested normal for APLS and lupus anticoagulant (LA) and negative for the FVL mutation. The patient’s mother had three successful pregnancies and three late miscarriages, all of which were in the second or third trimester. The patient’s brothers (II-5 and II-6) each had two healthy children.

Family pedigree. The affected patient (II-3) had a total of 29 early miscarriages: 17 with her first husband (II-1), five with her second husband (II-2) and seven with her third husband (II-4). Her two brothers (II-5 and II-7) had each two successful pregnancies. Her mother (I-2) had suffered three late miscarriages. Blood was collected from individuals marked with a ‘b’ and buccal swab was collected from individuals marked with an ‘s’.
FKBP4 variants in recurrent miscarriage patients
We performed WES in the proband as well as her third husband and her two brothers. Following comprehensive variant analyses and prioritization, two genes with novel variants present only in the proband were identified. The model we used was a dominant model that considered the RPL patient as an affected individual and her two brothers and husband as unaffected. WES data from four Asian females provided by Great Ormond Street Hospital’s Centre for Translational Research (GOSgene) were used as additional unaffected controls in this analysis.
After excluding common variants that were present more than 1% in public databases and including variants that are predicted to be possibly pathogenic by in silico tools, two heterozygous variants were detected in the proband: a rare missense heterozygous change c.47C>A (Ala16Glu) in FKBP4 at position chr12:2904352 and a rare missense heterozygous change c.328C>G (Leu110Val) in SERPINB2 at position chr18:61564364. Both variants were confirmed by Sanger sequencing. Segregation analysis was performed by PCR and Sanger sequencing in the parents. This revealed that both variants were inherited from the patient’s father. Coding regions of these genes were completely sequenced in two larger RPL cohorts (100 Asians and 120 white Europeans) that had no successful pregnancies, as well as a control cohort of 100 Bangladeshi mothers who had no previous history of miscarriage and at least one successful pregnancy. While no further missense variants present exclusively in patients were identified in SERPINB2, three more heterozygous missense variants were identified in FKBP4 in the Asian RPL cohort, which were not present in the RPL white Europeans or the Bangladeshi controls tested. The missense variants detected in three different Asian patients were: c.374A>G (Asn125Ser) at position chr12:29047018, c.1142A>T (Gln381Leu) at position chr12:2910392 and c.1196G>A (Arg399Gln) at position chr12:2910446. A list of all the variants identified in both FKBP4 and SERPINB2 in our control and RPL cohorts with population frequency data from gnomAD (v2.1.1) is shown in Supplementary Material, Table 1. Overall, a statistically significant difference was observed between Asian RPL patients and Bangladeshi fertile controls (chi-squared test; P = 0.04).
The pathogenicity scores of the variants identified in FKBP4 were predicted using online tools [SIFT (10), Polyphen2 (11), PROVEAN (12), nsSNPAnalyzer (13), Mutation Taster (14) and Variant Effect Predictor (15)]. All the variants were predicted to be pathogenic by multiple programmes. Amino acid sequence conservation across different species was investigated using Clustal W2 (16), a multiple sequence alignment program for DNA or proteins. This protein shows a high degree of conservation between species, and the four variant residues are at highly conserved positions across mammals. Sequence chromatograms showing the four variants in FKBP4, pathogenicity predictions of different online tools, as well as protein conservation are shown in Figure 2.

Analysis of variants in FKBP4. (A) Four missense variants were identified in four RPL patients. Both WT and mutant DNA sequence is displayed. Patient 1 (exome patient) had a mutation in exon 1 (c.47C>A; p.A16E). Patient 2 had a mutation in exon 3 (c.374A>G; p.N125S). Patients 3 and 4 each had a mutation in exon 9 (c.1142A>T; p.Q381L) and (c.1196G>A; p.R399Q). (B) In silico predictions were used to predict pathogenicity of the four variants (LoF: loss of function). (C) Amino acid conservation of the human FKBP52 protein and its orthologues in selected species. The amino acid residues at each of the identified variants (p.A16E, p.N125S, p.Q381L and p.R399Q) are highlighted in yellow.
Structural and functional effects of FKBP52 missense variants
FKBP52 is a member of the immunophilin protein family FK506-binding proteins, which are based on their ability to bind to the immunosuppressive drug FK506 (tacrolimus). Human FKBP52 is composed of four distinct and functional domains, which have been previously described (17–28). A16E and N125S variants are located in Domain I, whereas Q381L and R399Q are located in Domain III (Fig. 3). Structural studies were undertaken to predict damaging effects in the structure-function properties of FKBP52 (Fig. 4).

Graphical view of FKBP4 chromosomal position, gene structure and protein product, along with the distribution of four identified missense variants. FKBP4 maps to chromosomal region 12p13.33 and encodes a 10-exon transcript that spans approximately 10 kb of genomic DNA (16,17). Grey boxes represent exons and black lines represent introns. The translated protein (459 amino acids) includes four individual and functional domains (18). Domain I or FK1 includes the N-terminal portion of FKBP52 and consists of the FK506-binding site, which contains peptidyl-prolyl cis-trans isomerase (PPIase) activity (19). Domain II or FK2 contains the PPIase-like domain, which shares 32% sequence homology to domain I, but exhibits no PPIase activity (18,19). Domain II contains an ATP/GTP binding sequence (20). Domain III possesses three tetratricopeptide repeat (TPR) domains that serve as binding sites for 90-kDa heat shock protein (Hsp90), which is also a component of the steroid receptor complexes (21). The region located between amino acid 267 and 400 is required for tubulin binding (22). Domain IV is the C-terminal domain of FKBP52 and it is a short helix that contains a putative binding site for calmodulin (23). Black crosses indicate the position and protein variant of each mutation identified in the four RPL patients. The structure of the FKBP4 transcript and organization of the protein domains are not drawn to exact scale.
![Structure analysis of FKBP52 variants. (A) Hydrogen bond between N125 and S115 in the FK1 domain of FKBP52 in the unbound form [PDB ID: 1Q1C (28)]. Crystal structure of FKBP52 (magenta) bound to rapamycin (orange) and FRB domain of mTOR (blue) [PDB ID: 4DRJ (40)] is superposed. N125S mutation can result in the loss of hydrogen bond interaction with S115, which appears to be important for conformation changes involved in the active site loop (residues 112–127). (B) Conservation of residues in the TPR domain and C-terminal helix. Red to Blue shows increasing degree of conservation. Both R399 and Q381 are highly conserved among FKBP52 family and are surface exposed in the structure, strongly suggesting a role in interactions with binding partners. (C) Crystal structure of C-terminal domains (FK2, TPR and C-term extension) of FKBP52 [PDB ID: 1P5Q (28)]. R399Q results in the loss of a positive charge at the surface while Q381L replaces a polar side chain with a hydrophobic group potentially affecting the interactions mediated by these two residues.](https://oup.silverchair-cdn.com/oup/backfile/Content_public/Journal/hmg/28/20/10.1093_hmg_ddz203/2/m_ddz203f4.jpeg?Expires=1747858561&Signature=O-hwqhnTAYK-2YOk6ty6Jwd7yVeozCO8hPIaMygcWwLIuBkIOBQeVvaaiZXiQ-vxtWZNM4~3Y8LKShC8BG50up1jXlF98hVCL74PBFg~t5yqMDppjlSlYC8QTV7faBG~mryhJROxlWrlLW9BM623YA2hT8bLoljzO8Woac1QzGohv2XRAgZ1rGkAUZoebFM77zBH4zO~35atAQkF60lHgjVlW9hcG3YrmC7PQnJQiSIFjb2gHv83K2HU2jBWodrIuW3Z0XUmZKI-bFjgcHbNmYOWGjcaRmW-DYK1t4BQjbNVrSqkNDwDH1vastA7hVyVDupzaQpgfPRF8i4M5LMJWA__&Key-Pair-Id=APKAIE5G5CRDK6RD3PGA)
Structure analysis of FKBP52 variants. (A) Hydrogen bond between N125 and S115 in the FK1 domain of FKBP52 in the unbound form [PDB ID: 1Q1C (28)]. Crystal structure of FKBP52 (magenta) bound to rapamycin (orange) and FRB domain of mTOR (blue) [PDB ID: 4DRJ (40)] is superposed. N125S mutation can result in the loss of hydrogen bond interaction with S115, which appears to be important for conformation changes involved in the active site loop (residues 112–127). (B) Conservation of residues in the TPR domain and C-terminal helix. Red to Blue shows increasing degree of conservation. Both R399 and Q381 are highly conserved among FKBP52 family and are surface exposed in the structure, strongly suggesting a role in interactions with binding partners. (C) Crystal structure of C-terminal domains (FK2, TPR and C-term extension) of FKBP52 [PDB ID: 1P5Q (28)]. R399Q results in the loss of a positive charge at the surface while Q381L replaces a polar side chain with a hydrophobic group potentially affecting the interactions mediated by these two residues.
Although A16E was not amenable to accurate structural modelling due to the lack of known structural information for this region, the N125S mutation occurs in FK1, in a loop that is part of the peptidyl-prolyl cis-trans isomerase (PPIase) active site. This loop also binds rapamycin and FK506 by closing over the drug-binding pocket and makes multiple contacts with the drug. This loop has four conserved prolines, and its conformation is likely to be important for PPIase activity, receptor binding and potentiation. Mutation of P119L in FKBP52 has previously been shown to dramatically reduce signaling compared to wild-type (WT) FKBP52 (25) and mutation of FKBP12 amino acids 89 and 90 (equivalent to positions 120 and 121 in FKBP52) in the loop region, disrupted binding of FKBP12 to the TGF-β receptor. Further, deletion of the PPIase domain eliminates FKBP52’s ability to enhance receptor function (25). The drug FK506, which binds the PPIase active site and inhibits enzymatic activity, inhibits FKBP52-dependent potentiation of receptor function in yeast (26). However, PPIase activity per se is not required for potentiation. By analogy to other well-characterized FKBPs, FK506 may sterically interfere with recognition of an FKBP52-binding partner (25). It has also been reported that FKBP52 interacts with the motor protein dynein through its PPIase domain (27).
It is proposed that FKBP52 FK1 forms a specific contact with the receptor ligand-binding domain (LBD) of heat shock protein 90 (Hsp90) heterocomplexes via the notch formed by P119 in the overhanging loop. This contact potentiates receptor responses to hormone (28). Also, interaction with the LBD is likely weak, while Hsp90 interaction stabilizes a dynamic LBD conformational state that otherwise is transiently favorable for hormone binding. N125 forms a hydrogen bond with S115, and this interaction is not present in the rapamycin (and FK506) bound forms of FKBP52, suggesting that this interaction might help in mediating the conformational changes required in the loop for interaction with partner receptors and for PPIase activity (Fig. 4A).
The Q381 variant is located at the end of helix 6, whereas R399 is located in the helix 7 at the C-terminal of the tetratricopeptide (TPR) domain (Fig 4B). The core TPR domain and the helix H7 extension at least up to residue 414 were shown to be essential for Hsp90 binding and assembly into receptor complexes (28). Despite retention of the core TPR domain, deletion of residues beyond 406 abrogates Hsp90 binding and PR association. Additionally, the final 30 amino acids of FKBP51 enhance binding to Hsp90, whereas the corresponding region of FKBP52 moderates binding to Hsp90. The H7 helix of FKBP52 shifts away by 30° from the Hsp90-binding interface relative to FKBP51. With respect to the R399Q variant, R399 is at the site where the helix 7 begins to shift away from the conformation in FKBP51, reflecting a probable role in maintaining the structure of this region. Both R399 and Q381 are found at the interface between different FKBP52 monomers in the crystal structure (29). But there have been no clear experimental evidence to support the multimerization state of FKBP52 or its importance in its function. R399Q results in the loss of a positive charge at the surface while Q381L replaces a polar side chain with a hydrophobic group potentially affecting the interactions mediated by these two residues (Fig. 4C).
The region of FKBP52 located between amino acid 267 and 400, which includes the TPR domain, is also required for tubulin binding (23). FKBP52 can have multiple tubulin binding sites based on the observation that the deletion mutants with segments 1–375 and 375–458 both bind tubulin. FKBP52 prevents tubulin polymerization, and the 84 residue sequence located in the C-terminal part of the molecule (amino acid 375–458) is necessary and sufficient for its microtubule de-polymerization activity, although with lower efficiency.
Next, the functional effects of each variant were tested in a transient overexpression assay measuring PPIase activity (9) (Fig. 5). Minimal endogenous PPIase activity was initially detected in HEK293 cells (data not shown). HEK293 cells were then transfected with WT and mutant FKBP52 constructs, each representing sequence variants identified in the RPL patients described above as well as empty vector and mock transfected controls. The WT construct showed a highly significant, 3-fold higher PPlase activity than empty vector or mock transfected cells (P ≤ 0.002). The N125S mutant, located in the PPIase active site, showed reduced activity compared to the controls, which was significantly (P ≤ 0.0001) less than the WT construct. The other three variants tested, A16E, Q381L and R399Q, all showed similar activity to controls; again, all significantly (P ≤ 0.002) reduced from the WT construct suggesting a deleterious effect of each variant.

PPIase activity of FKBP4 constructs. (A) HEK293 cells were transiently transfected with constructs containing WT or mutant full-length FKBP4 cDNAs, empty vector and Fugene reagent transfection only controls. Following 48 hour incubation, proteins were extracted and measured for PPIase activity. *P < 0.002; **P < 0.001. (B) Western blot showing protein loading using anti-FLAG (top) and anti-GAPDH (bottom).
Discussion
Infertility and spontaneous pregnancy losses are sadly a common outcome for many women. The establishment of pregnancy depends on successful implantation, where a complex series of interactions occur between the uterus and blastocyst. Multiple early pregnancy loss is a significant clinical problem for women and their health care providers.
In this study, a woman with an unusually severe history of miscarriages was investigated. Exome sequencing was carried out and led to the identification of a missense variant in the FKBP4 gene of the female patient, which was not present in the patient’s husband, brothers or the four unrelated Asian female controls used in the prioritization. Segregation analysis was performed by PCR and Sanger sequencing in the patient’s parents. This revealed that the variant was inherited from the father. This would be consistent with an inheritance model that suggests that the RPL effect is primarily expressed in the mother, perhaps creating an environment that is not compatible with implantation. A maternal effect is described when an offspring shows the phenotype expected from the genotype of the mother, irrespective of its own genotype. This can be due to the mother supplying gene products (mRNA or proteins) to the embryo (30). Functional studies have reported the essential role of these products during gametogenesis and early embryonic development (31). Loss of their function has no effect on male offspring or their fertility, or on the females offspring themselves, but females are sterile because their oocytes do not support early development. Maternal mRNAs accumulated in the oocyte play a critical role for successful development of the embryo, and some of them are also required for embryo development after implantation (32).
Although FKBP4 heterozygous null animals were all fertile and without reproductive failures, both male and female homozygous mice were reported to be infertile, highlighting the importance of FKBP52 in reproduction (6). Interestingly, male null mice were found to produce viable spermatozoa but had defects in reproductive tissues consistent with androgen insensitivity. Female null mice were anatomically normal, but infertility was found to be a consequence of either implantation failure or pregnancy loss following implantation, which was associated with impaired progesterone function (7). While this implantation failure phenotype was observed in both CD1 and C57BL6/129 knockout mice, daily progesterone supplementation rescued implantation with subsequent decidualization in CD1 FKBP4−/− females but was ineffective in rescuing implantation in C57BL6/129 FKBP4−/− females demonstrating the importance of genetic background (7).
Further experiments showed that uterine levels of an antioxidant, peroxiredoxin-6 (PRDX6), were significantly lower in FKBP4−/− mice and that these mice having reduced uterine PRDX6 levels were susceptible to oxidative stress leading to implantation failure even with progesterone supplementation (8). FKBP52 may also promote endometriosis, as women with endometriosis show reduced FKBP52 expression and the progesterone resistance observed in the FKBP52 deficient mice results in increased inflammation, cell proliferation and angiogenesis, which encourages the growth of endometriotic lesions. This suggests a vital role of FKBP52 in female reproduction and uterine signalling (33).
FKBP52 is a member of the immunophilin protein family, which is known for their roles in immunoregulation and basic cellular processes involving protein-protein interaction, protein folding and trafficking. FKBPs range in size from 12 to 135 kDa (34), but all share a common domain for immunosuppressant ligand binding. However, they differ in their FK506 affinity, in other domain structures and their subcellular localization, suggesting that each FKBP may have a distinct function (23). Human FKBP52 is composed of four distinct functional domains (shown in Fig. 3). The four variants identified in our study locate to Domains I and III, both of which are involved in Hsp90 binding. Domain I has PPIase activity, which is inhibited by FK506 and rapamycin, whose immunosuppressant drug action is mediated partly by binding to immunophilins (5, 35). The N125S variant is located in the PPIase active site, suggesting a potentially useful functional assay for mutational effect. It was notable that this variant and indeed each of the other variants identified all showed profound loss of activity, indicating either structural or conformational disturbance to the PPIase active site.
Domain III includes three TPRs, which mediate protein-protein interactions involved in FKBP52-regulated cellular functions (36). FKBP52 associates with Hsp90 in steroid receptor complexes, suggesting a role in the nuclear translocation of steroid hormone receptors such as the glucocorticoid receptor (GR). The hormone-free GR is localized in the cytoplasm and it translocates to the nucleus after steroid binding (37). Studies suggest that the Hsp90-based chaperone system and the Hsp90-binidng FKBP52 are involved in the movement of the GR to the nucleus (38). In fact, in vivo studies have shown that FKBP52 is incorporated into steroid receptor complexes by binding to Hsp90 via the TPR domain and it then facilitates translocation of the activated receptor to the nucleus via PPIase domain binding to dynein (18,39). In addition, the importance of the role of FKBP4 has been emphasized in the horse embryo (40), as well as in the human embryo, as FKBP52 protein levels were decreased in placenta of RPL patients suggesting an association with pregnancy loss (41).
The four FKBP4 variants described here were all identified in RPL Asian patients but were not present in a Bangladeshi fertile control cohort. Neverthless, all four variants were present as rare variants in the ExAC/gnomAD databases, mainly in the South Asian population. The A16E mutation was heterozygous in four South Asian females, R399Q was heterozygous in six South Asian female and one homozygote, Q381L was heterozygous in two South Asian females, while N125S was heterozygous in one African and one Latino female. These databases contained data from more than 57 000 females, but no information is available regarding the clinical status of individual variant carriers, so it is not feasible to determine if any of these variant carrying females might have experienced miscarriages. There remains a possibility that this apparent population bias might suggest an Asian specific cause of RPL. We don’t currently have any compelling explanation for this other than the fact that the particular variants identified do appear to be largely Asian specific. The lack of likely-causal European variants identified in this study may simply reflect the relatively small size of the cohort investigated and suggests an urgent need for a larger study population to be investigated.
Our study identified missense variants at conserved residues within two functional domains of FKBP52. The variants were predicted to have damaging effects to structure-function properties and were shown to abrogate PPIase activity in a cell-based assay. Coupled to evidence from mouse studies demonstrating the importance of Fkbp52 for embryo implantation, we suggest a potentially important role for this gene in the maintenance of pregnancy in humans, which requires further investigation. The nature of the immunophilin FK506-binding protein and the functional role of the encoded prolyl isomerase may present novel targets for therapeutic intervention in RPL.
Materials and Methods
Ethics
DNA samples and medical records for this study were obtained from the Recurrent Miscarriage Clinic at St Mary’s Hospital, part of Imperial College Healthcare NHS Trust, which contains blood samples from over 7000 women who agreed to participate in research with signed, informed consent. The study was approved by the Imperial College Hospital Ethics Committee (REC ref EC0081).
Patient samples
Blood samples were available from the RPL patient (proband) who had 29 miscarriages, her third husband and her two brothers. Buccal swabs were collected from the patient’s parents. The RPL cohort studied consisted of 100 Asian female patients and 120 white European female patients. These patients were idiopathic, and to be included in the study, they must have had three or more miscarriages and no live births. The average age of the Asian and European patient cohorts at the time of sample collection was 33.2 ± 5 and 35.3 ± 4.6 years, respectively. DNA samples from 100 Bangladeshi controls had no history of RPL and had at least one live birth.
Whole exome sequencing
WES was performed on DNA derived from peripheral blood with GOSgene (UCL genomic partner http://www.ucl.ac.uk/ich/services/lab-services/gosgene). Genomic DNA was subjected to array capture with the SureSelect Human Exon Kit v.4 (Agilent Technologies) according to the manufacturer’s instructions. Adapters were ligated, and paired-end sequencing was performed on an Illumina HiSeq 2000, which generated 2 × 50 bp reads. The mean exome coverage was 81- to 91-fold, and 98% and 86% of the target sequence was covered at least 10 and 30 times, respectively. Sequencing reads were aligned to the reference human genome (GRCh37/hg19, UCSC Genome Browser) with the BWA consensus; variant bases were called with GATK, and variants were annotated with ANNOVAR.
Ingenuity Variant Analysis
Candidate gene variants were identified using Ingenuity Variant Analysis (Quiagen Bioinformatics). We applied a dominant model considering the RPL patient to be an affected individual with her two brothers and husband as unaffected. Recessive inheritance was considered unlikely due to the continued recurrence of miscarriages with two further, unrelated partners. Four Asian females were used as additional unaffected controls. The following filters were used to choose variants that were present in the patient but not present in the remaining samples: (a) Common variants filter—excluded variants with an allele frequency of at least 1% in both the 1000 Genomes Projectand public Complete Genomics genomes; we considered as rare variants those with a frequency below 1% in public databases (ExAC, Exome Variant Server and 1000 Genomes); (b) predicted deleterious filter—kept variants that are experimentally observed to be pathogenic, likely pathogenic or uncertain significance; (c) genetic analysis filter—kept variants that are homozygous, heterozygous, compound heterozygous, haploinsufficient and occur in the case sample and excluded variants that occur in at least 1 of the control samples; and (d) biological context filter—kept only variants that are known or predicted to affect genes implicated in the following diseases, processes, pathways or phenotypes (implantation, thrombosis or miscarriage).
Sanger sequencing
Sanger sequencing on FKBP4 and SERPINB2 was used to confirm WES variants and screen their entire coding sequences in 220 patients and 100 controls (see Supplementary Material, Table 2 for primers). Exons were amplified using Taq DNA polymerase (Bioline), and sequencing was performed using BigDye terminator v1.1 (Life technologies). Sequencing reactions were run on an ABI ABI 3730xl DNA Analyzer, and the read-out was then analyzed with Sequencher™ v4.8 (Gene Codes Corporation).
In silico prediction of variant pathogenicity
The pathogenicity scores of the FKBP4 and SERPINB2 variants identified was predicted using the online tools SIFT (http://sift.jcvi.org/), nsSNP Analyzer (http://snpanalyzer.uthsc.edu/), Polyphen2 (http://genetics.bwh.harvard. edu/pph2/), Mutation Taster (http://www.mutationtaster.org/), Variant Effect Predictor (http://www.ensembl.org/Tools/VEP) and PROVEAN (http://provean.jcvi.org/index.php), applied with standard procedures and settings.
Structure analysis and evolutionary conservation
UCSF Chimera was used for visualization and alignment of FKBP52 structures, and to carry out residue interaction studies. ConSurf server was used to calculate evolutionary conservation of amino acids and map the conservation scores onto the structures. The mapped scores were then used to color the structures in Chimera.
Constructs, cell culture and transfection
A WT full length FKBP52-FLAG plasmid and matching empty vector were provided by Dr Felix Hausch (Max Planck Institute of Psychiatry, Department of Chemical Genomics, Munich, Germany). The p.A16E, p.N125S, p.Q381L and p.R399Q variants were introduced using site-directed mutagenesis using the Quickchange II XL site-directed mutagenesis kit according to manufacturer’s instructions. Primers used for mutagenesis are available on request. Sequence integrity of each construct was confirmed by Sanger sequencing. HEK293 cells were cultured in 10% FBS (Thermo Fisher, #10500064) prepared in DMEM (Thermo Fisher, #41966052) supplemented with penicillin and streptomycin (Thermo Fisher, #15140122). Cells were passaged with 0.25% Trypsin-EDTA (Thermo Fisher, #25200056) when they approached 80% to 90% confluency. Transfections were performed in a T25 flask using FuGene (Promega) according to the manufacturer’s instructions.
PPIase activity
The effect of each variant was assayed compared to WT and empty vector controls by monitoring the peptidyl-prolyl cis-trans isomerase (PPIase) activity of FKBP52. Essentially, 48 hours following transfection of constructs (in triplicate), proteins were extracted from cells using standard procedures. Pellets were immediately frozen and sent to Eurofins Selcia Drug Discovery (Ongar, Essex, UK) where PPIase activity was measured spectrophotometically according to the method described in Jankowski et al. (9). A two-tailed, equal variance t-test was used to examine statistical significance. Protein loading was confirmed by western bloting, carried out using anti-FLAG M2 antibody (Sigma F1804) and GAPDH as a control.
Acknowledgements
The authors would like to thank all the patients and control participants who took part in this study. We thank Dr Carol Austin and Dr Johnathan Sanvoisin at Eurofins Selcia Drug Discovery for their invaluable assistance with the PPIase assay. C.D. is funded by Save the Baby Unit (http://www.vhh.co.uk/our-work/save-the-baby-unit-st-mary-s-hospital-paddington) and the Medical Research Council (MRC).
Conflict of Interest statement. None declared.
Funding
National Institute for Health Research Biomedical Research Centre at Great Ormond Street Hospital for Children NHS Foundation Trust and University College London; Great Ormond Street Children’s Charity (to P.S.) and the MRC (to P.S.); MRC, Wellbeing of Women and Sparks (to G.E.M.). Funding sources had no involvement in study design or data interpretation.
References
Author notes
Philip Stanier and Gudrun Moore contributed equally.