A network-based method for the identification of putative genes related to infertility.

BACKGROUND Infertility has become one of the major health problems worldwide, with its incidence having risen markedly in recent decades. There is an urgent need to investigate the pathological mechanisms behind infertility and to design effective treatments. However, this is made difficult by the fact that various biological factors have been identified to be related to infertility, including genetic factors. METHODS A network-based method was established to identify new genes potentially related to infertility. A network constructed using human protein-protein interactions based on previously validated infertility-related genes enabled the identification of some novel candidate genes. These genes were then filtered by a permutation test and their functional and structural associations with infertility-related genes. RESULTS Our method identified 23 novel genes, which have strong functional and structural associations with previously validated infertility-related genes. CONCLUSIONS Substantial evidence indicates that the identified genes are strongly related to dysfunction of the four main biological processes of fertility: reproductive development and physiology, gametogenesis, meiosis and recombination, and hormone regulation. GENERAL SIGNIFICANCE The newly discovered genes may provide new directions for investigating infertility. This article is part of a Special Issue entitled "System Genetics" Guest Editor: Dr. Yudong Cai and Dr. Tao Huang.

[1]  B. de Massy,et al.  [SPO11: an activity that promotes DNA breaks required for meiosis]. , 2004, Medecine sciences : M/S.

[2]  P. Leung,et al.  Rapid Effect of GNRH1 on Follicle-Stimulating Hormone Beta Gene Expression in LbetaT2 Mouse Pituitary Cells Requires the Progesterone Receptor1 , 2009, Biology of reproduction.

[3]  Lei Chen,et al.  The Use of Chemical-Chemical Interaction and Chemical Structure to Identify New Candidate Chemicals Related to Lung Cancer , 2015, PloS one.

[4]  T. Miyamoto,et al.  Male infertility and its genetic causes , 2015, The journal of obstetrics and gynaecology research.

[5]  E. Vicari,et al.  Relevance of genetic investigation in male infertility , 2014, Journal of Endocrinological Investigation.

[6]  T. Hayes,et al.  Opposite-sex housing reactivates the declining GnRH system in aged transgenic male mice with FGF signaling deficiency. , 2012, American journal of physiology. Endocrinology and metabolism.

[7]  N. Ogonuki,et al.  The Novel Dominant Mutation Dspd Leads to a Severe Spermiogenesis Defect in Mice1 , 2004, Biology of reproduction.

[8]  K. Schindler,et al.  Functions of Aurora kinase C in meiosis and cancer , 2015, Front. Cell Dev. Biol..

[9]  Makoto Ono,et al.  Disorders of sex development: new genes, new concepts , 2013, Nature Reviews Endocrinology.

[10]  Xiangxiang Zeng,et al.  nDNA-prot: identification of DNA-binding proteins based on unbalanced classification , 2014, BMC Bioinformatics.

[11]  J. Lydon,et al.  The p160/Steroid Receptor Coactivator Family: Potent Arbiters of Uterine Physiology and Dysfunction1 , 2014, Biology of reproduction.

[12]  F. Verhulst,et al.  Methylation of NR3C1 and SLC6A4 and internalizing problems. The TRAILS study. , 2015, Journal of affective disorders.

[13]  O. Rennert,et al.  Luteinizing Hormone Receptor Mutations in Disorders of Sexual Development and Cancer , 2000, Frontiers in bioscience : a journal and virtual library.

[14]  I. Imoto,et al.  An association study of four candidate loci for human male fertility traits with male infertility. , 2015, Human reproduction.

[15]  Chen Chu,et al.  A computational method for the identification of new candidate carcinogenic and non-carcinogenic chemicals. , 2015, Molecular bioSystems.

[16]  P. Rossi,et al.  Developmental expression of BMP4/ALK3/SMAD5 signaling pathway in the mouse testis: a potential role of BMP4 in spermatogonia differentiation , 2003, Journal of Cell Science.

[17]  S. Strom,et al.  Identification of oxysterol 7alpha-hydroxylase (Cyp7b1) as a novel retinoid-related orphan receptor alpha (RORalpha) (NR1F1) target gene and a functional cross-talk between RORalpha and liver X receptor (NR1H3). , 2008, Molecular pharmacology.

[18]  S. Morré,et al.  NOD1 in contrast to NOD2 functional polymorphism influence Chlamydia trachomatis infection and the risk of tubal factor infertility. , 2015, Pathogens and disease.

[19]  S. Loux,et al.  Dexamethasone acutely down-regulates genes involved in steroidogenesis in stallion testes , 2014, The Journal of Steroid Biochemistry and Molecular Biology.

[20]  Qiqi Zhu,et al.  Time-Course Changes of Steroidogenic Gene Expression and Steroidogenesis of Rat Leydig Cells after Acute Immobilization Stress , 2014, International journal of molecular sciences.

[21]  Si-young Song,et al.  Differential gene expression of fibroblast growth factor receptor isoforms in rat ovary , 1994, Molecular and Cellular Endocrinology.

[22]  C. Fan,et al.  Dynamic CREB family activity drives segmentation and posterior polarity specification in mammalian somitogenesis , 2013, Proceedings of the National Academy of Sciences.

[23]  R. Foote Fertility estimation: a review of past experience and future prospects. , 2003, Animal reproduction science.

[24]  E. Oesterle,et al.  Activin Potentiates Proliferation in Mature Avian Auditory Sensory Epithelium , 2010, The Journal of Neuroscience.

[25]  P. Strobel,et al.  Granulocyte-macrophage colony stimulating factor (GM-CSF) enhances cumulus cell expansion in bovine oocytes , 2013, Reproductive Biology and Endocrinology.

[26]  Q. Zou,et al.  Prediction of MicroRNA-Disease Associations Based on Social Network Analysis Methods , 2015, BioMed research international.

[27]  K. Loveland,et al.  Activin A Balances Sertoli and Germ Cell Proliferation in the Fetal Mouse Testis1 , 2010, Biology of reproduction.

[28]  R. Tollenaar,et al.  The BMP pathway either enhances or inhibits the Wnt pathway depending on the SMAD4 and p53 status in CRC , 2014, British Journal of Cancer.

[29]  Damian Szklarczyk,et al.  STRING v9.1: protein-protein interaction networks, with increased coverage and integration , 2012, Nucleic Acids Res..

[30]  Wei Hu,et al.  Targeted gene disruption in zebrafish reveals noncanonical functions of LH signaling in reproduction. , 2014, Molecular endocrinology.

[31]  Yunbo Shi,et al.  A requirement for hedgehog signaling in thyroid hormone-induced postembryonic intestinal remodeling , 2015, Cell & Bioscience.

[32]  N. Frydman,et al.  Dexamethasone induces germ cell apoptosis in the human fetal ovary. , 2012, The Journal of clinical endocrinology and metabolism.

[33]  Wenjing Zheng,et al.  The Niche-Dependent Feedback Loop Generates a BMP Activity Gradient to Determine the Germline Stem Cell Fate , 2012, Current Biology.

[34]  Ö. Türeci,et al.  NCOA3 is a selective co-activator of estrogen receptor α-mediated transactivation of PLAC1 in MCF-7 breast cancer cells , 2013, BMC Cancer.

[35]  Richard A. Anderson,et al.  Stem Cells, Progenitor Cells, and Lineage Decisions in the Ovary , 2014, Endocrine reviews.

[36]  H. Fan,et al.  CBP-CITED4 is required for luteinizing hormone-triggered target gene expression during ovulation. , 2014, Molecular human reproduction.

[37]  Yiran Huang,et al.  Ectopic expression of Sonic Hedgehog in a cryptorchid man with azoospermia: A case report , 2014, The Journal of international medical research.

[38]  S. Mahale,et al.  Mutations and polymorphisms in FSH receptor: functional implications in human reproduction. , 2013, Reproduction.

[39]  S. Bauersachs,et al.  Effects of Fertility on Gene Expression and Function of the Bovine Endometrium , 2013, PloS one.

[40]  E. Puscheck,et al.  Fibroblast growth factor receptor (FGFR)-4, but not FGFR-3 is expressed in the pregnant ovary , 1997, Molecular and Cellular Endocrinology.

[41]  K. Thiel,et al.  Genetic Deficiency of Mtdh Gene in Mice Causes Male Infertility via Impaired Spermatogenesis and Alterations in the Expression of Small Non-coding RNAs* , 2015, The Journal of Biological Chemistry.

[42]  S. Haslam,et al.  The Role of Mammary Stroma in Modulating the Proliferative Response to Ovarian Hormones in the Normal Mammary Gland , 1998, Journal of Mammary Gland Biology and Neoplasia.

[43]  J. Visser,et al.  Mouse models to study polycystic ovary syndrome: a possible link between metabolism and ovarian function? , 2014, Reproductive biology.

[44]  B. Barboni,et al.  Network analyses of sperm-egg recognition and binding: ready to rethink fertility mechanisms? , 2014, Omics : a journal of integrative biology.

[45]  Kuo-Chen Chou,et al.  Predicting Functions of Proteins in Mouse Based on Weighted Protein-Protein Interaction Network and Protein Hybrid Properties , 2011, PloS one.

[46]  Débora R. Sobreira,et al.  Elastic Fiber Assembly in the Adult Mouse Pubic Symphysis During Pregnancy and Postpartum1 , 2012, Biology of reproduction.

[47]  C. Krausz,et al.  Genetic testing and counselling for male infertility , 2014, Current opinion in endocrinology, diabetes, and obesity.

[48]  Yu-Dong Cai,et al.  A Hybrid Computational Method for the Discovery of Novel Reproduction-Related Genes , 2015, PloS one.

[49]  Chawnshang Chang,et al.  Up-Regulation of SOX9 in Sertoli Cells from Testiculopathic Patients Accounts for Increasing Anti-Mullerian Hormone Expression via Impaired Androgen Receptor Signaling , 2013, PloS one.

[50]  Hongjie Wang,et al.  REG3A accelerates pancreatic cancer cell growth under IL-6-associated inflammatory condition: Involvement of a REG3A-JAK2/STAT3 positive feedback loop. , 2015, Cancer letters.

[51]  M. Matzuk,et al.  Genetic dissection of mammalian fertility pathways. , 2002, Nature cell biology.

[52]  Jianxin Xie,et al.  The Creb1 coactivator Crtc1 is required for energy balance and fertility , 2008, Nature Medicine.

[53]  Mark P. de Caestecker,et al.  Structural Basis of Heteromeric Smad Protein Assembly in TGF-β Signaling , 2004 .

[54]  C. Foresta,et al.  Genetic causes of male infertility. , 2006, Reproductive toxicology.

[55]  Xun Huang,et al.  OSBP- and FAN-mediated sterol requirement for spermatogenesis in Drosophila , 2010, Development.

[56]  R. K. Shyamasundar,et al.  Introduction to algorithms , 1996 .

[57]  S. Seneca,et al.  Genetic causes of male infertility. , 2014, Annales d'endocrinologie.

[58]  Liaqat Ali,et al.  Role of basal and provocative serum prolactin in differentiating idiopathic hypogonadotropic hypogonadism and constitutional delayed puberty--a diagnostic dilemma. , 2012, Journal of Ayub Medical College, Abbottabad : JAMC.

[59]  E. Myers,et al.  Basic local alignment search tool. , 1990, Journal of molecular biology.

[60]  T. Singer,et al.  The effects of interleukin-6 signal blockade on fertility, embryo-fetal development, and immunization in vivo. , 2012, Birth defects research. Part B, Developmental and reproductive toxicology.

[61]  Yu-Dong Cai,et al.  Identifying novel protein phenotype annotations by hybridizing protein–protein interactions and protein sequence similarities , 2016, Molecular Genetics and Genomics.

[62]  Ronald L. Rivest,et al.  Introduction to Algorithms , 1990 .

[63]  G. Rice,et al.  Preterm and infection-driven preterm labor: the role of peroxisome proliferator-activated receptors and retinoid X receptor. , 2009, Reproduction.

[64]  Miss A.O. Penney (b) , 1974, The New Yale Book of Quotations.

[65]  Hongbing Zhang,et al.  MTOR inhibition attenuates DNA damage and apoptosis through autophagy-mediated suppression of CREB1 , 2013, Autophagy.

[66]  Lei Chen,et al.  Predicting Metabolic Pathways of Small Molecules and Enzymes Based on Interaction Information of Chemicals and Proteins , 2012, PloS one.

[67]  C. Grothe,et al.  Localization of fibroblast growth factor 2 (FGF-2) protein and the receptors FGFR 1–4 in normal human seminiferous epithelium , 1998, Histochemistry and Cell Biology.

[68]  P. Wang,et al.  NPM-ALK mediates phosphorylation of MSH2 at tyrosine 238, creating a functional deficiency in MSH2 and the loss of mismatch repair , 2015, Blood Cancer Journal.

[69]  G. Smith,et al.  Temporal regulation of mRNAs for select bone morphogenetic proteins (BMP), BMP receptors and their associated SMAD proteins during bovine early embryonic development: effects of exogenous BMP2 on embryo developmental progression , 2014, Reproductive Biology and Endocrinology.

[70]  S. Strom,et al.  Identification of Oxysterol 7α-Hydroxylase (Cyp7b1) as a Novel Retinoid-Related Orphan Receptor α (RORα) (NR1F1) Target Gene and a Functional Cross-Talk between RORα and Liver X Receptor (NR1H3) , 2008, Molecular Pharmacology.

[71]  AttariFarnoosh,et al.  Efficient induction of pluripotency in primordial germ cells by dual inhibition of TGF-β and ERK signaling pathways. , 2014 .

[72]  E. Friedman,et al.  Mirk/dyrk1B kinase is upregulated following inhibition of mTOR , 2014, Carcinogenesis.

[73]  G. Shaw,et al.  A Dual Role for SHH during Phallus Development in a Marsupial , 2014, Sexual Development.

[74]  Tao Huang,et al.  Predicting Protein Phenotypes Based on Protein-Protein Interaction Network , 2011, PloS one.

[75]  Yu-Dong Cai,et al.  Mining for novel tumor suppressor genes using a shortest path approach , 2016, Journal of biomolecular structure & dynamics.

[76]  W. Dhillo,et al.  The effects of kisspeptin in human reproductive function - therapeutic implications. , 2013, Current drug targets.

[77]  W. Liu,et al.  Effects of tamoxifen on the sex determination gene and the activation of sex reversal in the developing gonad of mice. , 2014, Toxicology.

[78]  P. Tanwar,et al.  Dynamic expression of bone morphogenetic protein 4 in reproductive organs of female mice. , 2011, Reproduction.

[79]  G. Christopoulos,et al.  Interleukin-6 for the diagnosis of ovarian torsion: A systematic review and meta-analysis , 2013, Journal of obstetrics and gynaecology : the journal of the Institute of Obstetrics and Gynaecology.

[80]  G. Murdoch,et al.  Temporal regulation of BMP2, BMP6, BMP15, GDF9, BMPR1A, BMPR1B, BMPR2 and TGFBR1 mRNA expression in the oocyte, granulosa and theca cells of developing preovulatory follicles in the pig. , 2009, Reproduction.

[81]  T. Ko,et al.  BMP2 inhibits TGF-β-induced pancreatic stellate cell activation and extracellular matrix formation. , 2013, American journal of physiology. Gastrointestinal and liver physiology.

[82]  P. Hoyer,et al.  Xenobiotic effects in the ovary: temporary versus permanent infertility , 2014, Expert opinion on drug metabolism & toxicology.

[83]  M. Fuller,et al.  Smurf-mediated differential proteolysis generates dynamic BMP signaling in germline stem cells during Drosophila testis development. , 2013, Developmental biology.

[84]  V. Rosen,et al.  BMP3 suppresses osteoblast differentiation of bone marrow stromal cells via interaction with Acvr2b. , 2012, Molecular endocrinology.

[85]  J. Zielak,et al.  Leukocyte-platelet-rich plasma (L-PRP) induces an abnormal histophenotype in craniofacial bone repair associated with changes in the immunopositivity of the hematopoietic clusters of differentiation, osteoproteins, and TGF-β1. , 2014, Clinical implant dentistry and related research.

[86]  L. Allen Stem cells. , 2003, The New England journal of medicine.

[87]  Lei Chen,et al.  Application of the Shortest Path Algorithm for the Discovery of Breast Cancer-Related Genes , 2016 .

[88]  A. Shinohara,et al.  Roles of RecA homologues Rad51 and Dmc1 during meiotic recombination , 2004, Cytogenetic and Genome Research.

[89]  H. Baharvand,et al.  Efficient induction of pluripotency in primordial germ cells by dual inhibition of TGF-β and ERK signaling pathways. , 2014, Stem cells and development.

[90]  Qinghua Hu,et al.  HAlign: Fast multiple similar DNA/RNA sequence alignment based on the centre star strategy , 2015, Bioinform..

[91]  S. Jia,et al.  Pax9 regulates a molecular network involving Bmp4, Fgf10, Shh signaling and the Osr2 transcription factor to control palate morphogenesis , 2013, Development.

[92]  Zhen Wang,et al.  Identification of Hepatocellular Carcinoma-Related Genes with a Machine Learning and Network Analysis , 2015, J. Comput. Biol..

[93]  Y. Wan,et al.  A critical role for transcription factor Smad4 in T cell function that is independent of transforming growth factor β receptor signaling. , 2015, Immunity.

[94]  C. Crosio,et al.  Differential functions of the Aurora-B and Aurora-C kinases in mammalian spermatogenesis. , 2007, Molecular endocrinology.

[95]  M. Benahmed,et al.  Multiple roles of the nuclear receptors for oxysterols liver X receptor to maintain male fertility. , 2007, Molecular endocrinology.

[96]  D. Schlessinger,et al.  FOXL2 and BMP2 act cooperatively to regulate follistatin gene expression during ovarian development. , 2011, Endocrinology.

[97]  K. McElreavey,et al.  Human sex-determination and disorders of sex-development (DSD). , 2015, Seminars in cell & developmental biology.

[98]  J. R. Figueiredo,et al.  Expression of growth differentiation factor 9 (GDF9), bone morphogenetic protein 15 (BMP15), and BMP receptors in the ovaries of goats , 2005, Molecular reproduction and development.

[99]  R. Sharan,et al.  Network-based prediction of protein function , 2007, Molecular systems biology.

[100]  L. Aaltonen,et al.  Prevalence of germline PTEN, BMPR1A, SMAD4, STK11, and ENG mutations in patients with moderate-load colorectal polyps. , 2013, Gastroenterology.

[101]  A. Greenfield,et al.  Characterising Novel Pathways in Testis Determination Using Mouse Genetics , 2014, Sexual Development.

[102]  E. Altieri,et al.  Fertilization rate in couples with unexplained infertility. , 1992, Human reproduction.

[103]  P. Martin-Hirsch,et al.  Fertility and early pregnancy outcomes after treatment for cervical intraepithelial neoplasia: systematic review and meta-analysis , 2014, BMJ : British Medical Journal.

[104]  Monica Stanciu,et al.  Minor Changes in Expression of the Mismatch Repair Protein MSH2 Exert a Major Impact on Glioblastoma Response to Temozolomide. , 2015, Cancer research.

[105]  Bernard de Massy,et al.  SPO11: une activité de coupure de l’ADN indispensable à la méiose , 2004 .

[106]  Aleksandr E. Vendrov,et al.  ECC-1 Cells: A Well-Differentiated Steroid-Responsive Endometrial Cell Line with Characteristics of Luminal Epithelium1 , 2006, Biology of reproduction.

[107]  Gang Zhao,et al.  Up-regulation of BMP-2 antagonizes TGF-β1/ROCK-enhanced cardiac fibrotic signalling through activation of Smurf1/Smad6 complex , 2012, Journal of cellular and molecular medicine.

[108]  Y. Shiloh,et al.  ATM: from gene to function. , 1998, Human molecular genetics.

[109]  Yu-Dong Cai,et al.  Identification of New Candidate Genes and Chemicals Related to Esophageal Cancer Using a Hybrid Interaction Network of Chemicals and Proteins , 2015, PloS one.

[110]  S. Baron,et al.  Cholesterol and male fertility: What about orphans and adopted? , 2013, Molecular and Cellular Endocrinology.

[111]  Xiangxiang Zeng,et al.  Prediction and Validation of Disease Genes Using HeteSim Scores , 2017, IEEE/ACM Transactions on Computational Biology and Bioinformatics.

[112]  A. Yanaihara,et al.  Location of endometrial polyp and pregnancy rate in infertility patients. , 2008, Fertility and sterility.

[113]  Ka-Lok Ng,et al.  Prediction of protein functions based on function-function correlation relations , 2010, Comput. Biol. Medicine.

[114]  W. Hung,et al.  DAN (NBL1) Specifically Antagonizes BMP2 and BMP4 and Modulates the Actions of GDF9, BMP2, and BMP4 in the Rat Ovary1 , 2012, Biology of reproduction.

[115]  Dahua Chen,et al.  The Fused/Smurf Complex Controls the Fate of Drosophila Germline Stem Cells by Generating a Gradient BMP Response , 2010, Cell.

[116]  K. Fujimori,et al.  Expression patterns of the steroid receptor coactivator family in human ovarian endometriosis , 2011, The journal of obstetrics and gynaecology research.

[117]  Xiangxiang Zeng,et al.  Integrative approaches for predicting microRNA function and prioritizing disease-related microRNA using biological interaction networks , 2016, Briefings Bioinform..

[118]  C. Hennequet-Antier,et al.  Gene Expression Profiling Reveals New Potential Players of Gonad Differentiation in the Chicken Embryo , 2011, PloS one.

[119]  E. Latz,et al.  The inflammasomes and autoinflammatory syndromes. , 2015, Annual review of pathology.

[120]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[121]  O. Söder,et al.  Identification of an Isoform of Colony-Stimulating Factor 1 Receptor mRNA in the Rat Testis , 2014, Biochemical Genetics.

[122]  J. Selfridge,et al.  Deletion of Genes Implicated in Protecting the Integrity of Male Germ Cells Has Differential Effects on the Incidence of DNA Breaks and Germ Cell Loss , 2007, PloS one.

[123]  P. O’Shaughnessy Hormonal control of germ cell development and spermatogenesis. , 2014, Seminars in cell & developmental biology.

[124]  F. D. de Paula,et al.  Resistance to thyroid hormone due to mutations in the THRB gene impairs bone mass and affects calcium and phosphorus homeostasis. , 2014, Bone.

[125]  J. Graff,et al.  SMAD2 and p38 signaling pathways act in concert to determine XY primordial germ cell fate in mice , 2015, Development.

[126]  Hyun-Woo Kim,et al.  Ecdysteroid-responsive genes, RXR and E75, in the tropical land crab, Gecarcinus lateralis: Differential tissue expression of multiple RXR isoforms generated at three alternative splicing sites in the hinge and ligand-binding domains , 2005, Molecular and Cellular Endocrinology.

[127]  Xian Chen,et al.  The cooperative function of nuclear receptor coactivator 1 (NCOA1) and NCOA3 in placental development and embryo survival. , 2010, Molecular endocrinology.

[128]  H. Kawabe,et al.  HECT‐type E3 ubiquitin ligases in nerve cell development and synapse physiology , 2015, FEBS letters.

[129]  S. Murakami,et al.  TGF-Beta Negatively Regulates the BMP2-Dependent Early Commitment of Periodontal Ligament Cells into Hard Tissue Forming Cells , 2015, PloS one.

[130]  Yu-Dong Cai,et al.  Discovery of New Candidate Genes Related to Brain Development Using Protein Interaction Information , 2015, PloS one.

[131]  R. Stouffer,et al.  Endocrine and local control of the primate corpus luteum. , 2013, Reproductive biology.

[132]  Zi-jiang Chen,et al.  Genetic association studies in female reproduction: from candidate-gene approaches to genome-wide mapping. , 2013, Molecular human reproduction.