Dear editors,
Family and twin studies suggest a multi-factorial polygenic thresh-old model (MFPT) in schizophrenia (SZ) (Gottesman, 1991). This is supported by genome-wide association studies (GWASs) (Ripke et al., 2014) and also polygenic burden of rare variants reported in individuals with SZ (Purcell et al., 2014). However, this model focusing on rare variants has been rarely checked in families and whole exome sequencing (WES) of multiply affected families and findings thereof, may facilitate testing the model. Two multigenerational families of north Indian ancestry with multiple affected and unaffected members (Fig. 1a,b) were recruited as previously described (John et al., 2018). WES was performed on three affected members each from the two families, using Agilent SureSelectXT Human All Exon V5 + UTR kit for library preparation and sequenced (101 bp paired end mode) on Illumina HiSeq 2000 sequencer, using a commercial facility (Medgenome Labs Pvt. Ltd., Bangalore, India). GATK Best Practices for germline variant discovery was used for variant calling and the variants were annotated and prioritised as described earlier (John et al., 2018) using KGGSeq and checked in the remaining members by Sanger sequencing.
On an average, >97% of the target regions were covered with >10× and had a mean on target depth of 54× across the samples. In family #1 a total 45 protein sequence altering rare variants (MAF ≤0.01) were seen to be shared across three affected siblings and were predicted to be damaging by Polyphen2/SIFT and with CADD score >15. Contrary to the expectation, none of these were homozygous/compound heterozygous. We then explored for the possibility of multiple heterozygous variants together contributing to the disease. To check the hypothesis we focused on heterozygous variants in known candidate genes as previously described (John et al., 2018; Purcell et al., 2014). This resulted in, three promising rare heterozygous missense variants in three different genes namely FGFR3 (NM_022965:c.1412A>T:p.K471M); FGF4 (NM_002007:c.380G>A:p.S127N); and RERE (NM_012102:c.4054G>A:p.A1352T) (Fig. 1a). Variant in FGFR3 is inherited from unaffected father and other two are inherited from unaffected mother. In family #2 (Fig. 1b) we identified a total of 41 rare heterozygous variants (MAF ≤0.01) shared among the three SZ affected individuals, and absent in the unaffected mother. These were predicted to be damaging by Polyphen2/SIFT and CADD scores were >15. Further prioritisation of the 41 variants done as mentioned above, resulted in identification of three most promising missense variants in three different genes namely EGFR (NM_005228:c.3250G>A: p.D1084N;); FGFR1 (NM_023105:c.119A>C: p.D40A); and MDGA1 (NM_153487: c.2324G>A: p.R775Q) (Fig. 1b). Variant in MDGA1 was absent in the individual with psychosis.
On screening of whole exome data of 357 unrelated but ethnicity matched SZ individuals and 250 exomes of unrelated and non-psychiatric individuals available and used previously (John et al., 2018), we identified multiple protein sequence altering rare (MAF 0.000009 to 0.006) variants including nine in RERE, eight in FGFR3, 13 in MDGA1, four in EGFR, four in FGFR1 and two in FGF4. Furthermore, five variants among these were observed in two or more affected individuals. Interestingly, one missense variant (NM_153487:c.2803C>T:p. P935S) in MDGA1 was observed in nine of 357 SZ exomes screened, but was notably absent in the 250 exomes of unrelated and non-psychiatric individuals.
All the six genes are well documented to be involved in neurodevelopmental processes and more importantly, have been previously implicated in various neuropsychiatric disorders including SZ and/other psychiatric disorders based on GWASs (FGFR1, EGFR and RERE) (Ripke et al., 2014; Sklar et al., 2008); expression studies reporting differential expression of these genes (EGFR, FGFR1, FGFR3 and RERE) (Gandal et al., 2018) in psychiatric disorders; and psychiatry relevant behavioural abnormalities during inactivation of the gene in rodents (EGFR, MDGA1, FGFR1 and FGFR3) (Connor et al., 2017; McDonald et al., 2001; Stachowiak et al., 2013; Yokomaku et al., 2005). Based on literature based functional relevance of these genes, their likely dysfunction may be speculated to cause abnormal brain development, this in turn may disrupt well known neurotransmitter signalling pathways leading to disease development. In summary, the observed mode of inheritance of multiple rare variants (Fig. 1a, b) in functionally relevant genes suggests that they may act in an additive manner and provides elegant genetic evidence for the classical concept of cumulative contribution of genes of minor/moderate effect in manifestation of complex traits.
Acknowledgements
Junior and Senior Research Fellowship (09/045(1166)/2012-EMR-I) to Jibin John from Council for Scientific and Industrial Research (CSIR), New Delhi; Junior and Senior Research Fellowship from the department of genetics under UGC-Special Assistance Program Meritorious Award scheme to Aditya Sharma; and DSK-PDF (BL/13-14/0404) to Dr. Prachi Kukshal from UGC, New Delhi are gratefully acknowledged. We are thankful for, the study sample collection by trained and dedicated staff at Dr. RML hospital, DNA isolation by Mrs. Anjali Dabral at the University of Delhi South Campus; help with linkage analysis by Mr. Navneesh Yadav and computational facility provided by Central Instrumentation Facility, University of Delhi South Campus. We gratefully acknowledge infrastructure support provided by the UGC, New Delhi, through Special Assistance Programme and Department of Science and Technology, New Delhi, through FIST and DU-DST PURSE programmes to the Department of Genetics, UDSC. This work was supported in part by grants #BT/MB/Project-Schizophrenia/2012-2013 and #BT/PR2425/Med13/089/2001 to Prof. B.K. Thelma and Prof. S. N. Deshpande from the Department of Biotechnology, Government of India, New Delhi; Grant #MH093246, #MH063480 and #TW009114 to Prof. V. L. Nimgaonkar from NIMH, the Fogarty International Center, USA
Footnotes
Conflict of interest
The authors declare that there are no conflicts of interest in relation to the subject of this study.
Contributor Information
Triptish Bhatia, Department of Psychiatry, PGIMER-Dr. RML Hospital, New Delhi 110 001, India.
V.L. Nimgaonkar, Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, 3811 O’Hara Street, Pittsburgh, PA 15213, USA Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, DeSoto St., Pittsburgh, PA 15213, USA.
S.N. Deshpande, Department of Psychiatry, PGIMER-Dr. RML Hospital, New Delhi 110 001, India
B.K. Thelma, Department of Genetics, University of Delhi South Campus, Benito Juarez Road, New Delhi 110 021, India
References
- Connor SA, Ammendrup-Johnsen I, Kishimoto Y, Karimi Tari P, Cvetkovska V, Harada T, Ojima D, Yamamoto T, Wang YT, Craig AM, 2017. Loss of synapse repressor MDGA1 enhances perisomatic inhibition, confers resistance to network excitation, and impairs cognitive function. Cell Rep. 21, 3637–3645. 10.1016/j.celrep.2017.11.109. [DOI] [PubMed] [Google Scholar]
- Gandal MJ, Haney JR, Parikshak NN, Leppa V, Ramaswami G, Hartl C, Schork AJ, Appadurai V, Buil A, Werge TM, Liu C, White KP, Horvath S, Geschwind DH, 2018. Shared molecular neuropathology across major psychiatric disorders parallels polygenic overlap. Science (80-.) 359, 693–697. 10.1126/science.aad6469. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gottesman II, 1991. Schizophrenia Genesis: The Origins of Madness. A Ser. Books Psychol 10.1136/jnnp.54.5.480-b. [DOI] [Google Scholar]
- John J, Sharma A, Kukshal P, Bhatia T, Nimgaonkar VL, Deshpande SN, Thelma BK, 2018. Rare variants in tissue inhibitor of metalloproteinase 2 as a risk factor for schizophrenia: evidence from familial and cohort analysis. Schizophr. Bull 10.1093/schbul/sbx196. [DOI] [PMC free article] [PubMed] [Google Scholar]
- McDonald MP, Miller KM, Li C, Deng C, Crawley JN, 2001. Motor deficits in fibroblast growth factor receptor-3 null mutant mice. Behav. Pharmacol 12, 477–486. 10.1097/00008877-200111000-00009. [DOI] [PubMed] [Google Scholar]
- Purcell SM, Moran JL, Fromer M, Ruderfer D, Solovieff N, Roussos P, O’Dushlaine C, Chambert K, Bergen SE, Kähler A, Duncan L, Stahl E, Genovese G, Fernández E, Collins MO, Komiyama NH, Choudhary JS, Magnusson PKE, Banks E, Shakir K, Garimella K, Fennell T, Depristo M, Grant SGN, Haggarty SJ, Gabriel S, Scolnick EM, Lander ES, Hultman CM, Sullivan PF, McCarroll SA, Sklar P, 2014. A polygenic burden of rare disruptive mutations in schizophrenia. Nature 506, 185–190. 10.1038/nature12975. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ripke S, Neale BM, Corvin A, Walters JTR, Farh KH, Holmans PA, Lee P, Bulik-Sullivan B, Collier DA, Huang H, Pers TH, Agartz I, Agerbo E, Albus M, Alexander M, Amin F, Bacanu SA, Begemann M, Belliveau RA, Bene J, Bergen SE, Bevilacqua E, Bigdeli TB, Black DW, Bruggeman R, Buccola NG, Buckner RL, Byerley W, Cahn W, Cai G, Campion D, Cantor RM, Carr VJ, Carrera N, Catts SV, Chambert KD, Chan RCK, Chen RYL, Chen EYH, Cheng W, Cheung EFC, Chong SA, Cloninger CR, Cohen D, Cohen N, Cormican P, Craddock N, Crowley JJ, Curtis D, Davidson M, Davis KL, Degenhardt F, Del Favero J, Demontis D, Dikeos D, Dinan T, Djurovic S, Donohoe G, Drapeau E, Duan J, Dudbridge F, Durmishi N, Eichhammer P, Eriksson J, Escott-Price V, Essioux L, Fanous AH, Farrell MS, Frank J, Franke L, Freedman R, Freimer NB, Friedl M, Friedman JI, Fromer M, Genovese G, Georgieva L, Giegling I, Giusti-Rodríguez P, Godard S, Goldstein JI, Golimbet V, Gopal S, Gratten J, De Haan L, Hammer C, Hamshere ML, Hansen M, Hansen T, Haroutunian V, Hartmann AM, Henskens FA, Herms S, Hirschhorn JN, Hoffmann P, Hofman A, Hollegaard MV, Hougaard DM, Ikeda M, Joa I, Julià A, Kahn RS, Kalaydjieva L, Karachanak-Yankova S, Karjalainen J, Kavanagh D, Keller MC, Kennedy JL, Khrunin A, Kim Y, Klovins J, Knowles JA, Konte B, Kucinskas V, Kucinskiene ZA, Kuzelova-Ptackova H, Kähler AK, Laurent C, Keong JLC, Lee SH, Legge SE, Lerer B, Li M, Li T, Liang KY, Lieberman J, Limborska S, Loughland CM, Lubinski J, Lönnqvist J, Macek M, Magnusson PKE, Maher BS, Maier W, Mallet J, Marsal S, Mattheisen M, Mattingsdal M, McCarley RW, McDonald C, McIntosh AM, Meier S, Meijer CJ, Melegh B, Melle I, Mesholam-Gately RI, Metspalu A, Michie PT, Milani L, Milanova V, Mokrab Y, Morris DW, Mors O, Murphy KC, Murray RM, Myin-Germeys I, Müller-Myhsok B, Nelis M, Nenadic I, Nertney DA, Nestadt G, Nicodemus KK, Nikitina-Zake L, Nisenbaum L, Nordin A, O’Callaghan E, O’Dushlaine C, O’Neill FA, Oh SY, Olincy A, Olsen L, Van Os J, Pantelis C, Papadimitriou GN, Papiol S, Parkhomenko E, Pato MT, Paunio T, Pejovic-Milovancevic M, Perkins DO, Pietiläinen O, Pimm J, Pocklington AJ, Powell J, Price A, Pulver AE, Purcell SM, Quested D, Rasmussen HB, Reichenberg A, Reimers MA, Richards AL, Roffman JL, Roussos P, Ruderfer DM, Salomaa V, Sanders AR, Schall U, Schubert CR, Schulze TG, Schwab SG, Scolnick EM, Scott RJ, Seidman LJ, Shi J, Sigurdsson E, Silagadze T, Silverman JM, Sim K, Slominsky P, Smoller JW, So HC, Spencer CCA, Stahl EA, Stefansson H, Steinberg S, Stogmann E, Straub RE, Strengman E, Strohmaier J, Stroup TS, Subramaniam M, Suvisaari J, Svrakic DM, Szatkiewicz JP, Söderman E, Thirumalai S, Toncheva D, Tosato S, Veijola J, Waddington J, Walsh D, Wang D, Wang Q, Webb BT, Weiser M, Wildenauer DB, Williams NM, Williams S, Witt SH, Wolen AR, Wong EHM, Wormley BK, Xi HS, Zai CC, Zheng X, Zimprich F, Wray NR, Stefansson K, Visscher PM, Adolfsson R, Andreassen OA, Blackwood DHR, Bramon E, Buxbaum JD, Børglum AD, Cichon S, Darvasi A, Domenici E, Ehrenreich H, Esko T, Gejman PV, Gill M, Gurling H, Hultman CM, Iwata N, Jablensky AV, Jönsson EG, Kendler KS, Kirov G, Knight J, Lencz T, Levinson DF, Li QS, Liu J, Malhotra AK, McCarroll SA, McQuillin A, Moran JL, Mortensen PB, Mowry BJ, Nöthen MM, Ophoff RA, Owen MJ, Palotie A, Pato CN, Petryshen TL, Posthuma D, Rietschel M, Riley BP, Rujescu D, Sham PC, Sklar P, St Clair D, Weinberger DR, Wendland JR, Werge T, Daly MJ, Sullivan PF, O’Donovan MC, 2014. Biological insights from 108 schizophrenia-associated genetic loci. Nature 511, 421–427. 10.1038/nature13595. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sklar P, Smoller JW, Fan J, Ferreira MAR, Perlis RH, Chambert K, Nimgaonkar VL, McQueen MB, Faraone SV, Kirby A, de Bakker PIW, Ogdie MN, Thase ME, Sachs GS, Todd-Brown K, Gabriel SB, Sougnez C, Gates C, Blumenstiel B, Defelice M, Ardlie KG, Franklin J, Muir WJ, McGhee KA, MacIntyre DJ, McLean A, VanBeck M, McQuillin A, Bass NJ, Robinson M, Lawrence J, Anjorin A, Curtis D, Scolnick EM, Daly MJ, Blackwood DH, Gurling HM, Purcell SM, 2008. Whole-genome association study of bipolar disorder. Mol. Psychiatry 13, 558–569. 10.1038/sj.mp.4002151. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stachowiak MK, Kucinski A, Curl R, Syposs C, Yang Y, Narla S, Terranova C, Prokop D, Klejbor I, Bencherif M, Birkaya B, Corso T, Parikh A, Tzanakakis ES, Wersinger S, Stachowiak EK, 2013. Schizophrenia: a neurodevelopmental disorder - integrative genomic hypothesis and therapeutic implications from a transgenic mouse model. Schizophr. Res 143, 367–376. [DOI] [PubMed] [Google Scholar]
- Yokomaku D, Jourdi H, Kakita A, Nagano T, Takahashi H, Takei N, Nawa H, 2005. ErbB1 receptor ligands attenuate the expression of synaptic scaffolding proteins, GRIP1 and SAP97, in developing neocortex. Neuroscience 136, 1037–1047. 10.1016/j.neuroscience.2005.08.014. [DOI] [PMC free article] [PubMed] [Google Scholar]