Cited by 9

MicroRNA-eQTLs in the developing human neocortex link miR-4707-3p expression to brain size

Lafferty, Michael J, Aygün, Nil, Patel, Niyanta K, Krupa, Oleh, Liang, Dan, Wolter, Justin M, Geschwind, Daniel H, de la Torre-Ubieta, Luis +1 more·2023·eLife

Published version of a preprint

Abstract

Expression quantitative trait loci (eQTL) data have proven important for linking non-coding loci to protein-coding genes. But eQTL studies rarely measure microRNAs (miRNAs), small non-coding RNAs known to play a role in human brain development and neurogenesis. Here, we performed small-RNA sequencing across 212 mid-gestation human neocortical tissue samples, measured 907 expressed miRNAs, discovering 111 of which were novel, and identified 85 local-miRNA-eQTLs. Colocalization of miRNA-eQTLs with GWAS summary statistics yielded one robust colocalization of miR-4707–3p expression with educational attainment and brain size phenotypes, where the miRNA expression increasing allele was associated with decreased brain size. Exogenous expression of miR-4707–3p in primary human neural progenitor cells decreased expression of predicted targets and increased cell proliferation, indicating miR-4707–3p modulates progenitor gene regulation and cell fate decisions. Integrating miRNA-eQTLs with existing GWAS yielded evidence of a miRNA that may influence human brain size and function via modulation of neocortical brain development.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.7554/elife.79488

Cites

7 of 7 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Part of this paper’s reference list could not be split into single entries.

Flagged first, then by citations

Research works printed but not linked: 96

  1. 1000 Genomes Project Consortium Auton A Brooks LD Durbin RM Garrison EP Kang HM Korbel JO Marchini JL McCarthy S McVean GA Abecasis GR 2015 A global reference for human genetic variation Nature 526 68 74 10.1038/nature15393 26432245 PMC4750478 · DOI · Paper page
  2. Agarwal V Bell GW Nam JW Bartel DP 2015 Predicting effective microrna target sites in mammalian mrnas eLife 4 e05005 10.7554/eLife.05005 26267216 PMC4532895 · DOI · Paper page
  3. Aygün N Elwell AL Liang D Lafferty MJ Cheek KE Courtney KP Mory J Hadden-Ford E Krupa O de la Torre-Ubieta L Geschwind DH Love MI Stein JL 2021 Brain-trait-associated variants impact cell-type-specific gene regulation during neurogenesis American Journal of Human Genetics 108 1647 1668 10.1016/j.ajhg.2021.07.011 34416157 PMC8456186 · DOI
  4. Aygün N Elwell AL Liang D Lafferty MJ Cheek KE Courtney KP 2022 Genetic Influences on Cell Type Specific Gene Expression and Splicing during Neurogenesis Elucidate Regulatory Mechanisms of Brain Traits bioRxiv 10.1101/2020.10.21.349019 · DOI
  5. Barbash S Shifman S Soreq H 2014 Global coevolution of human micrornas and their target genes Molecular Biology and Evolution 31 1237 1247 10.1093/molbev/msu090 24600049 · DOI
  6. Battle A Mostafavi S Zhu X Potash JB Weissman MM McCormick C Haudenschild CD Beckman KB Shi J Mei R Urban AE Montgomery SB Levinson DF Koller D 2014 Characterizing the genetic basis of transcriptome diversity through RNA-sequencing of 922 individuals Genome Research 24 14 24 10.1101/gr.155192.113 24092820 PMC3875855 · DOI · Paper page
  7. Becic A Leifeld J Shaukat J Hollmann M 2021 Tetraspanins as potential modulators of glutamatergic synaptic function Frontiers in Molecular Neuroscience 14 801882 10.3389/fnmol.2021.801882 35046772 PMC8761850 · DOI
  8. Borel C Deutsch S Letourneau A Migliavacca E Montgomery SB Dimas AS Vejnar CE Attar H Gagnebin M Gehrig C Falconnet E Dupré Y Dermitzakis ET Antonarakis SE 2011 Identification of cis- and trans-regulatory variation modulating microRNA expression levels in human fibroblasts Genome Research 21 68 73 10.1101/gr.109371.110 21147911 PMC3012927 · DOI
  9. Braveman P Gottlieb L 2014 The social determinants of health: it’s time to consider the causes of the causes Public Health Reports 129 19 31 10.1177/00333549141291S206 24385661 PMC3863696 · DOI · Paper page
  10. Carvalho BS Irizarry RA 2010 A framework for oligonucleotide microarray preprocessing Bioinformatics 26 2363 2367 10.1093/bioinformatics/btq431 20688976 PMC2944196 · DOI
  11. Chang CC Chow CC Tellier LC Vattikuti S Purcell SM Lee JJ 2015 Second-Generation PLINK: rising to the challenge of larger and richer datasets GigaScience 4 7 10.1186/s13742-015-0047-8 25722852 PMC4342193 · DOI · Paper page
  12. Civelek M Hagopian R Pan C Che N Yang W Kayne PS Saleem NK Cederberg H Kuusisto J Gargalovic PS Kirchgessner TG Laakso M Lusis AJ 2013 Genetic regulation of human adipose microRNA expression and its consequences for metabolic traits Human Molecular Genetics 22 3023 3037 10.1093/hmg/ddt159 23562819 PMC3699064 · DOI · Paper page
  13. Das S Forer L Schönherr S Sidore C Locke AE Kwong A Vrieze SI Chew EY Levy S McGue M Schlessinger D Stambolian D Loh P-R Iacono WG Swaroop A Scott LJ Cucca F Kronenberg F Boehnke M Abecasis GR Fuchsberger C 2016 Next-Generation genotype imputation service and methods Nature Genetics 48 1284 1287 10.1038/ng.3656 27571263 PMC5157836 · DOI · Paper page
  14. Dash S Balasubramaniam M Martínez-Rivera FJ Godino A Peck EG Patnaik S Suar M Calipari ES Nestler EJ Villalta F Dash C Pandhare J 2020 Cocaine-regulated microRNA miR-124 controls poly (ADP-ribose) polymerase-1 expression in neuronal cells Scientific Reports 10 11197 10.1038/s41598-020-68144-6 32641757 PMC7343862 · DOI
  15. Davies G Lam M Harris SE Trampush JW Luciano M Hill WD Hagenaars SP Ritchie SJ Marioni RE Fawns-Ritchie C Liewald DCM Okely JA Ahola-Olli AV Barnes CLK Bertram L Bis JC Burdick KE Christoforou A DeRosse P Djurovic S Espeseth T Giakoumaki S Giddaluru S Gustavson DE Hayward C Hofer E Ikram MA Karlsson R Knowles E Lahti J Leber M Li S Mather KA Melle I Morris D Oldmeadow C Palviainen T Payton A Pazoki R Petrovic K Reynolds CA Sargurupremraj M Scholz M Smith JA Smith AV Terzikhan N Thalamuthu A Trompet S van der Lee SJ Ware EB Windham BG Wright MJ Yang J Yu J Ames D Amin N Amouyel P Andreassen OA Armstrong NJ Assareh AA Attia JR Attix D Avramopoulos D Bennett DA Böhmer AC Boyle PA Brodaty H Campbell H Cannon TD Cirulli ET Congdon E Conley ED Corley J Cox SR Dale AM Dehghan A Dick D Dickinson D Eriksson JG Evangelou E Faul JD Ford I Freimer NA Gao H Giegling I Gillespie NA Gordon SD Gottesman RF Griswold ME Gudnason V Harris TB Hartmann AM Hatzimanolis A Heiss G Holliday EG Joshi PK Kähönen M Kardia SLR Karlsson I Kleineidam L Knopman DS Kochan NA Konte B Kwok JB Le Hellard S Lee T Lehtimäki T Li SC Lill CM Liu T Koini M London E Longstreth WT Lopez OL Loukola A Luck T Lundervold AJ Lundquist A Lyytikäinen LP Martin NG Montgomery GW Murray AD Need AC Noordam R Nyberg L Ollier W Papenberg G Pattie A Polasek O Poldrack RA Psaty BM Reppermund S Riedel-Heller SG Rose RJ Rotter JI Roussos P Rovio SP Saba Y Sabb FW Sachdev PS Satizabal CL Schmid M Scott RJ Scult MA Simino J Slagboom PE Smyrnis N Soumaré A Stefanis NC Stott DJ Straub RE Sundet K Taylor AM Taylor KD Tzoulaki I Tzourio C Uitterlinden A Vitart V Voineskos AN Kaprio J Wagner M Wagner H Weinhold L Wen KH Widen E Yang Q Zhao W Adams HHH Arking DE Bilder RM Bitsios P Boerwinkle E Chiba-Falek O Corvin A De Jager PL Debette S Donohoe G Elliott P Fitzpatrick AL Gill M Glahn DC Hägg S Hansell NK Hariri AR Ikram MK Jukema JW Vuoksimaa E Keller MC Kremen WS Launer L Lindenberger U Palotie A Pedersen NL Pendleton N Porteous DJ Räikkönen K Raitakari OT Ramirez A Reinvang I Rudan I Schmidt R Schmidt H Schofield PW Schofield PR Starr JM Steen VM Trollor JN Turner ST Van Duijn CM Villringer A Weinberger DR Weir DR Wilson JF Malhotra A McIntosh AM Gale CR Seshadri S Mosley TH Bressler J Lencz T Deary IJ 2018 Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function Nature Communications 9 2098 10.1038/s41467-018-04362-x 29844566 PMC5974083 · DOI
  16. Davis JR Fresard L Knowles DA Pala M Bustamante CD Battle A Montgomery SB 2016 An efficient multiple-testing adjustment for eQTL studies that accounts for linkage disequilibrium between variants American Journal of Human Genetics 98 216 224 10.1016/j.ajhg.2015.11.021 26749306 PMC4716687 · DOI
  17. Dobbyn A Huckins LM Boocock J Sloofman LG Glicksberg BS Giambartolomei C Hoffman GE Perumal TM Girdhar K Jiang Y Raj T Ruderfer DM Kramer RS Pinto D CommonMind Consortium Akbarian S Roussos P Domenici E Devlin B Sklar P Stahl EA Sieberts SK 2018 Landscape of conditional eQTL in dorsolateral prefrontal cortex and co-localization with schizophrenia GWAS American Journal of Human Genetics 102 1169 1184 10.1016/j.ajhg.2018.04.011 29805045 PMC5993513 · DOI
  18. Dobin A Davis CA Schlesinger F Drenkow J Zaleski C Jha S Batut P Chaisson M Gingeras TR 2013 Star: ultrafast universal RNA-seq aligner Bioinformatics 29 15 21 10.1093/bioinformatics/bts635 23104886 PMC3530905 · DOI · Paper page
  19. Ernst J Kellis M 2012 ChromHMM: automating chromatin-state discovery and characterization Nat Methods 9 215 216 10.1038/nmeth.1906 22373907 PMC3577932 · DOI
  20. Fernández V Llinares-Benadero C Borrell V 2016 Cerebral cortex expansion and folding: what have we learned? The EMBO Journal 35 1021 1044 10.15252/embj.201593701 27056680 PMC4868950 · DOI
  21. Fineberg SK Kosik KS Davidson BL 2009 Micrornas potentiate neural development Neuron 64 303 309 10.1016/j.neuron.2009.10.020 19914179 · DOI
  22. Florio M Borrell V Huttner WB 2017 Human-Specific genomic signatures of neocortical expansion Current Opinion in Neurobiology 42 33 44 10.1016/j.conb.2016.11.004 27912138 · DOI
  23. Florio M Heide M Pinson A Brandl H Albert M Winkler S Wimberger P Huttner WB Hiller M 2018 Evolution and cell-type specificity of human-specific genes preferentially expressed in progenitors of fetal neocortex eLife 7 e32332 10.7554/eLife.32332 29561261 PMC5898914 · DOI
  24. Friedländer M.R Mackowiak SD Li N Chen W Rajewsky N 2012 MiRDeep2 accurately identifies known and hundreds of novel microRNA genes in seven animal clades Nucleic Acids Research 40 37 52 10.1093/nar/gkr688 21911355 PMC3245920 · DOI · Paper page
  25. Friedländer MR Lizano E Houben AJS Bezdan D Báñez-Coronel M Kudla G Mateu-Huertas E Kagerbauer B González J Chen KC LeProust EM Martí E Estivill X 2014 Evidence for the biogenesis of more than 1,000 novel human micrornas Genome Biology 15 R57 10.1186/gb-2014-15-4-r57 24708865 PMC4054668 · DOI
  26. Fuchsberger C Abecasis GR Hinds DA 2015 Minimac2: faster genotype imputation Bioinformatics 31 782 784 10.1093/bioinformatics/btu704 25338720 PMC4341061 · DOI
  27. Gamazon ER Ziliak D Im HK LaCroix B Park DS Cox NJ Huang RS 2012 Genetic architecture of microRNA expression: implications for the transcriptome and complex traits American Journal of Human Genetics 90 1046 1063 10.1016/j.ajhg.2012.04.023 22658545 PMC3370272 · DOI
  28. Geschwind DH Rakic P 2013 Cortical evolution: judge the brain by its cover Neuron 80 633 647 10.1016/j.neuron.2013.10.045 24183016 PMC3922239 · DOI · Paper page
  29. Ghanbari M Iglesias AI Springelkamp H van Duijn CM Ikram MA Dehghan A Erkeland SJ Klaver CCW Meester-Smoor MA International Glaucoma Genetics Consortium 2017 A genome-wide scan for microrna-related genetic variants associated with primary open-angle glaucoma Investigative Ophthalmology & Visual Science 58 5368 5377 10.1167/iovs.17-22410 29049738 PMC6110129 · DOI
  30. Glerup S Nykjaer A Vaegter CB 2014 Sortilins in neurotrophic factor signaling Experimental Pharmacology 220 165 189 10.1007/978-3-642-45106-5_7 24668473 · DOI
  31. Goodspeed K Pérez-Palma E Iqbal S Cooper D Scimemi A Johannesen KM Stefanski A Demarest S Helbig KL Kang J Shaffo FC Prentice B Brownstein CA Lim B Helbig I De Los Reyes E McKnight D Crunelli V Campbell AJ Møller RS Freed A Lal D 2020 Current knowledge of SLC6A1-related neurodevelopmental disorders Brain Communications 2 fcaa170 10.1093/braincomms/fcaa170 33241211 PMC7677605 · DOI
  32. GTEx Consortium, Laboratory Data Analysis &Coordinating Center —Analysis Working Group Statistical Methods groups—Analysis Working Group, Enhancing GTEx groups NIH Common Fund, NIH/NCI 2017 Genetic effects on gene expression across human tissues Nature 550 204 213 10.1038/nature24277 29022597 PMC5776756 · DOI · Paper page
  33. Hu HY Guo S Xi J Yan Z Fu N Zhang X Menzel C Liang H Yang H Zhao M Zeng R Chen W Pääbo S Khaitovich P 2011 MicroRNA expression and regulation in human, chimpanzee, and macaque brains PLOS Genetics 7 e1002327 10.1371/journal.pgen.1002327 22022286 PMC3192836 · DOI · Paper page
  34. Huan T Rong J Liu C Zhang X Tanriverdi K Joehanes R Chen BH Murabito JM Yao C Courchesne P Munson PJ O’Donnell CJ Cox N Johnson AD Larson MG Levy D Freedman JE 2015 Genome-Wide identification of microRNA expression quantitative trait loci Nature Communications 6 6601 10.1038/ncomms7601 25791433 PMC4369777 · DOI · Paper page
  35. Iotchkova V Ritchie GRS Geihs M Morganella S Min JL Walter K 2019 GARFIELD classifies disease-relevant genomic features through integration of functional annotations with association signals Nat Genet 51 343 353 10.1038/s41588-018-0322-6 30692680 PMC6908448 · DOI
  36. Jun G Flickinger M Hetrick KN Romm JM Doheny KF Abecasis GR Boehnke M Kang HM 2012 Detecting and estimating contamination of human DNA samples in sequencing and array-based genotype data American Journal of Human Genetics 91 839 848 10.1016/j.ajhg.2012.09.004 23103226 PMC3487130 · DOI · Paper page
  37. Kang HM Sul JH Service SK Zaitlen NA Kong S-Y Freimer NB Sabatti C Eskin E 2010 Variance component model to account for sample structure in genome-wide association studies Nature Genetics 42 348 354 10.1038/ng.548 20208533 PMC3092069 · DOI · Paper page
  38. Knol MJ Poot RA Evans TE Satizabal CL Mishra A van der Auwera S Duperron MG Jian X Hostettler IC van Dam-Nolen DHK Lamballais S Pawlak MA Lewis CE Carrion-Castillo A van Erp TGM Reinbold CS Shin J Scholz M Håberg AK Kämpe A Li GHY Avinun R Atkins JR Hsu FC Amod AR Lam M Tsuchida A Teunissen MWA Beiser AS Beyer F Bis JC Bos D Bryan RN Bülow R Caspers S Catheline G Cecil CAM Dalvie S Dartigues JF DeCarli C Enlund-Cerullo M Ford JM Franke B Freedman BI Friedrich N Green MJ Haworth S Helmer C Hoffmann P Homuth G Ikram MK Jack CR Jahanshad N Jockwitz C Kamatani Y Knodt AR Li S Lim K Longstreth WT Macciardi F Mäkitie O Mazoyer B Medland SE Miyamoto S Moebus S Mosley TH Muetzel R Mühleisen TW Nagata M Nakahara S Palmer ND Pausova Z Preda A Quidé Y Reay WR Roshchupkin GV Schmidt R Schreiner PJ Setoh K Shapland CY Sidney S Pourcain BS Stein JL Tabara Y Teumer A Uhlmann A van der Lugt A Vernooij MW Werring DJ Windham BG Veronica Witte A Wittfeld K Yang Q Yoshida K Brunner HG Le Grand Q Sim K Stein DJ Bowden DW Cairns MJ Hariri AR Cheung CL Andersson S Villringer A Paus T Cichon S Calhoun VD Crivello F Launer LJ White T Koudstaal PJ Houlden H Fornage M Matsuda F Grabe HJ Ikram MA Debette S Thompson PM Seshadri S Adams HHH The Cohorts for Heart and Aging Research in Genomic Epidemiology Consortium The Enhancing NeuroImaging Genetics through Meta-Analysis Consortium 2020 Genetic Variants for Head Size Share Genes and Pathways with Cancer bioRxiv 10.1101/2020.07.15.191114 · DOI
  39. Kong A Thorleifsson G Frigge ML Vilhjalmsson BJ Young AI Thorgeirsson TE Benonisdottir S Oddsson A Halldorsson BV Masson G Gudbjartsson DF Helgason A Bjornsdottir G Thorsteinsdottir U Stefansson K 2018 The nature of nurture: effects of parental genotypes Science 359 424 428 10.1126/science.aan6877 29371463 · DOI · Paper page
  40. Kozomara A Birgaoanu M Griffiths-Jones S 2019 MiRBase: from microRNA sequences to function Nucleic Acids Research 47 D155 D162 10.1093/nar/gky1141 30423142 PMC6323917 · DOI · Paper page
  41. Kundaje A Meuleman W Ernst J Bilenky M Yen A 2015 Integrative analysis of 111 reference human epigenomes Nature 518 19 330 10.1038/nature14248 PMC4530010 25693563 · DOI · Paper page
  42. Langmead B Trapnell C Pop M Salzberg SL 2009 Ultrafast and memory-efficient alignment of short DNA sequences to the human genome Genome Biology 10 R25 10.1186/gb-2009-10-3-r25 19261174 PMC2690996 · DOI · Paper page
  43. Lawo S Bashkurov M Mullin M Ferreria MG Kittler R Habermann B Tagliaferro A Poser I Hutchins JRA Hegemann B Pinchev D Buchholz F Peters J-M Hyman AA Gingras A-C Pelletier L 2009 HAUS, the 8-subunit human Augmin complex, regulates centrosome and spindle integrity Current Biology 19 816 826 10.1016/j.cub.2009.04.033 19427217 · DOI
  44. Lee J Heo J Kang H 2019 MiR-92b-3p-TSC1 axis is critical for mTOR signaling-mediated vascular smooth muscle cell proliferation induced by hypoxia Cell Death and Differentiation 26 1782 1795 10.1038/s41418-018-0243-z 30518907 PMC6748132 · DOI
  45. Li J Xue Y Amin MT Yang Y Yang J Zhang W Yang W Niu X Zhang H-Y Gong J 2020 NcRNA-eqtl: a database to systematically evaluate the effects of SNPs on non-coding RNA expression across cancer types Nucleic Acids Research 48 D956 D963 10.1093/nar/gkz711 31410488 PMC6943077 · DOI
  46. Liang D Elwell AL Aygün N Krupa O Wolter JM Kyere FA Lafferty MJ Cheek KE Courtney KP Yusupova M Garrett ME Ashley-Koch A Crawford GE Love MI de la Torre-Ubieta L Geschwind DH Stein JL 2021 Cell-Type-Specific effects of genetic variation on chromatin accessibility during human neuronal differentiation Nature Neuroscience 24 941 953 10.1038/s41593-021-00858-w 34017130 PMC8254789 · DOI
  47. Liao Y Smyth GK Shi W 2014 FeatureCounts: an efficient general purpose program for assigning sequence reads to genomic features Bioinformatics 30 923 930 10.1093/bioinformatics/btt656 24227677 · DOI · Paper page
  48. Liu B Shyr Y Cai J Liu Q 2018 Interplay between miRNAs and host genes and their role in cancer Briefings in Functional Genomics 18 255 266 10.1093/bfgp/elz002 30785618 PMC6609535 · DOI
  49. Long M Zhan M Xu S Yang R Chen W Zhang S Shi Y He Q Mohan M Liu Q Wang J 2017 MiR-92b-3p acts as a tumor suppressor by targeting gabra3 in pancreatic cancer Molecular Cancer 16 167 10.1186/s12943-017-0723-7 29078789 PMC5659029 · DOI
  50. Love MI Huber W Anders S 2014 Moderated estimation of fold change and dispersion for RNA-seq data with deseq2 Genome Biology 15 550 10.1186/s13059-014-0550-8 25516281 PMC4302049 · DOI · Paper page
  51. Lu Y Baras AS Halushka MK 2018 MiRge 2.0 for comprehensive analysis of microRNA sequencing data BMC Bioinformatics 19 275 10.1186/s12859-018-2287-y 30153801 PMC6112139 · DOI · Paper page
  52. Lui JH Hansen DV Kriegstein AR 2011 Development and evolution of the human neocortex Cell 146 18 36 10.1016/j.cell.2011.06.030 21729779 PMC3610574 · DOI · Paper page
  53. Makeyev EV Zhang J Carrasco MA Maniatis T 2007 The microRNA miR-124 promotes neuronal differentiation by triggering brain-specific alternative pre-mRNA splicing Molecular Cell 27 435 448 10.1016/j.molcel.2007.07.015 17679093 PMC3139456 · DOI · Paper page
  54. Matoba N Liang D Sun H Aygün N McAfee JC Davis JE Raffield LM Qian H Piven J Li Y Kosuri S Won H Stein JL 2020 Common genetic risk variants identified in the spark cohort support DDHD2 as a candidate risk gene for autism Translational Psychiatry 10 265 10.1038/s41398-020-00953-9 32747698 PMC7400671 · DOI
  55. McQuin C Goodman A Chernyshev V Kamentsky L Cimini BA Karhohs KW Doan M Ding L Rafelski SM Thirstrup D Wiegraebe W Singh S Becker T Caicedo JC Carpenter AE 2018 CellProfiler 3.0: next-generation image processing for biology PLOS Biology 16 e2005970 10.1371/journal.pbio.2005970 29969450 PMC6029841 · DOI
  56. Mondanizadeh M Arefian E Mosayebi G Saidijam M Khansarinejad B Hashemi SM 2015 Microrna-124 regulates neuronal differentiation of mesenchymal stem cells by targeting Sp1 mRNA Journal of Cellular Biochemistry 116 943 953 10.1002/jcb.25045 25559917 · DOI
  57. Namba T Huttner WB 2017 Neural progenitor cells and their role in the development and evolutionary expansion of the neocortex Wiley Interdisciplinary Reviews. Developmental Biology 6 256 10.1002/wdev.256 27865053 · DOI
  58. Naqvi S Sleyp Y Hoskens H Indencleef K Spence JP Bruffaerts R Radwan A Eller RJ Richmond S Shriver MD Shaffer JR Weinberg SM Walsh S Thompson J Pritchard JK Sunaert S Peeters H Wysocka J Claes P 2021 Shared heritability of human face and brain shape Nature Genetics 53 830 839 10.1038/s41588-021-00827-w 33821002 PMC8232039 · DOI
  59. Nawaz MS Einarsson G Bustamante M Gisladottir RS Walters GB Jonsdottir GA Skuladottir AT Bjornsdottir G Magnusson SH Asbjornsdottir B Unnsteinsdottir U Sigurdsson E Jonsson PV Palmadottir VK Gudjonsson SA Halldorsson GH Ferkingstad E Jonsdottir I Thorleifsson G Holm H Thorsteinsdottir U Sulem P Gudbjartsson DF Stefansson H Thorgeirsson TE Ulfarsson MO Stefansson K 2022 Thirty novel sequence variants impacting human intracranial volume Brain Communications 4 fcac271 10.1093/braincomms/fcac271 36415660 PMC9677475 · DOI
  60. Nica AC Montgomery SB Dimas AS Stranger BE Beazley C Barroso I Dermitzakis ET 2010 Candidate causal regulatory effects by integration of expression qtls with complex trait genetic associations PLOS Genetics 6 e1000895 10.1371/journal.pgen.1000895 20369022 PMC2848550 · DOI
  61. Nowakowski TJ Mysiak KS Pratt T Price DJ 2011 Functional Dicer is necessary for appropriate specification of radial glia during early development of mouse telencephalon PLOS ONE 6 e23013 10.1371/journal.pone.0023013 21826226 PMC3149632 · DOI
  62. Nowakowski TJ Fotaki V Pollock A Sun T Pratt T Price DJ 2013 MicroRNA-92b regulates the development of intermediate cortical progenitors in embryonic mouse brain PNAS 110 7056 7061 10.1073/pnas.1219385110 23569256 PMC3637761 · DOI · Paper page
  63. Nowakowski TJ Pollen AA Sandoval-Espinosa C Kriegstein AR 2016 Transformation of the radial glia scaffold demarcates two stages of human cerebral cortex development Neuron 91 1219 1227 10.1016/j.neuron.2016.09.005 27657449 PMC5087333 · DOI
  64. Nowakowski TJ Rani N Golkaram M Zhou HR Alvarado B Huch K West JA Leyrat A Pollen AA Kriegstein AR Petzold LR Kosik KS 2018 Regulation of cell-type-specific transcriptomes by microRNA networks during human brain development Nature Neuroscience 21 1784 1792 10.1038/s41593-018-0265-3 30455455 PMC6312854 · DOI · Paper page
  65. O’Brien HE Hannon E Hill MJ Toste CC Robertson MJ Morgan JE McLaughlin G Lewis CM Schalkwyk LC Hall LS Pardiñas AF Owen MJ O’Donovan MC Mill J Bray NJ 2018 Expression quantitative trait loci in the developing human brain and their enrichment in neuropsychiatric disorders Genome Biology 19 194 10.1186/s13059-018-1567-1 30419947 PMC6231252 · DOI
  66. Okbay A Baselmans BML Neve J-ED Turley P Nivard MG Fontana MA Meddens SFW Linnér RK Rietveld CA Derringer J Gratten J Lee JJ Liu JZ de Vlaming R Ahluwalia TS Buchwald J Cavadino A Frazier-Wood AC Furlotte NA Garfield V Geisel MH Gonzalez JR Haitjema S Karlsson R van der Laan SW Ladwig K-H Lahti J van der Lee SJ Lind PA Liu T Matteson L Mihailov E Miller MB Minica CC Nolte IM Mook-Kanamori D van der Most PJ Oldmeadow C Qian Y Raitakari O Rawal R Realo A Rueedi R Schmidt B Smith AV Stergiakouli E Tanaka T Taylor K Thorleifsson G Wedenoja J Wellmann J Westra H-J Willems SM Zhao W LifeLines Cohort Study Amin N Bakshi A Bergmann S Bjornsdottir G Boyle PA Cherney S Cox SR Davies G Davis OSP Ding J Direk N Eibich P Emeny RT Fatemifar G Faul JD Ferrucci L Forstner AJ Gieger C Gupta R Harris TB Harris JM Holliday EG Hottenga J-J Jager PLD Kaakinen MA Kajantie E Karhunen V Kolcic I Kumari M Launer LJ Franke L Li-Gao R Liewald DC Koini M Loukola A Marques-Vidal P Montgomery GW Mosing MA Paternoster L Pattie A Petrovic KE Pulkki-Råback L Quaye L Räikkönen K Rudan I Scott RJ Smith JA Sutin AR Trzaskowski M Vinkhuyzen AE Yu L Zabaneh D Attia JR Bennett DA Berger K Bertram L Boomsma DI Snieder H Chang S-C Cucca F Deary IJ van Duijn CM Eriksson JG Bültmann U de Geus EJC Groenen PJF Gudnason V Hansen T Hartman CA Haworth CMA Hayward C Heath AC Hinds DA Hyppönen E Iacono WG Järvelin M-R Jöckel K-H Kaprio J Kardia SLR Keltikangas-Järvinen L Kraft P Kubzansky LD Lehtimäki T Magnusson PKE Martin NG McGue M Metspalu A Mills M de Mutsert R Oldehinkel AJ Pasterkamp G Pedersen NL Plomin R Polasek O Power C Rich SS Rosendaal FR den Ruijter HM Schlessinger D Schmidt H Svento R Schmidt R Alizadeh BZ Sørensen TIA Spector TD Starr JM Stefansson K Steptoe A Terracciano A Thorsteinsdottir U Thurik AR Timpson NJ Tiemeier H Uitterlinden AG Vollenweider P Wagner GG Weir DR Yang J Conley DC Smith GD Hofman A Johannesson M Laibson DI Medland SE Meyer MN Pickrell JK Esko T Krueger RF Beauchamp JP Koellinger PD Benjamin DJ Bartels M Cesarini D 2016 Corrigendum: genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses Nature Genetics 48 970 10.1038/ng0816-970c 27463399 · DOI
  67. Otani T Marchetto MC Gage FH Simons BD Livesey FJ 2016 2D and 3D stem cell models of primate cortical development identify species-specific differences in progenitor behavior contributing to brain size Cell Stem Cell 18 467 480 10.1016/j.stem.2016.03.003 27049876 PMC4826446 · DOI · Paper page
  68. PsychENCODE Consortium Akbarian S Liu C Knowles JA Vaccarino FM Farnham PJ Crawford GE Jaffe AE Pinto D Dracheva S Geschwind DH Mill J Nairn AC Abyzov A Pochareddy S Prabhakar S Weissman S Sullivan PF State MW Weng Z Peters MA White KP Gerstein MB Amiri A Armoskus C Ashley-Koch AE Bae T Beckel-Mitchener A Berman BP Coetzee GA Coppola G Francoeur N Fromer M Gao R Grennan K Herstein J Kavanagh DH Ivanov NA Jiang Y Kitchen RR Kozlenkov A Kundakovic M Li M Li Z Liu S Mangravite LM Mattei E Markenscoff-Papadimitriou E Navarro FCP North N Omberg L Panchision D Parikshak N Poschmann J Price AJ Purcaro M Reddy TE Roussos P Schreiner S Scuderi S Sebra R Shibata M Shieh AW Skarica M Sun W Swarup V Thomas A Tsuji J van Bakel H Wang D Wang Y Wang K Werling DM Willsey AJ Witt H Won H Wong CCY Wray GA Wu EY Xu X Yao L Senthil G Lehner T Sklar P Sestan N 2015 The psychencode project Nature Neuroscience 18 1707 1712 10.1038/nn.4156 26605881 PMC4675669 · DOI · Paper page
  69. Rakic P 1988 Specification of cerebral cortical areas Science 241 170 176 10.1126/science.3291116 3291116 · DOI · Paper page
  70. Rakic P 2000 Radial unit hypothesis of neocortical expansion Novartis Found Symp 228 30 42 10.1002/0470846631.ch3 10929315 · DOI
  71. Ritchie ME Phipson B Wu D Hu Y Law CW Shi W Smyth GK 2015 Limma powers differential expression analyses for RNA-sequencing and microarray studies Nucleic Acids Research 43 e47 10.1093/nar/gkv007 25605792 PMC4402510 · DOI · Paper page
  72. Roese-Koerner B Stappert L Brüstle O 2017 Notch/hes signaling and mir-9 engage in complex feedback interactions controlling neural progenitor cell proliferation and differentiation Neurogenesis 4 e1313647 10.1080/23262133.2017.1313647 28573150 PMC5443189 · DOI · Paper page
  73. Salas IH Callaerts-Vegh Z Arranz AM Guix FX D’Hooge R Esteban JA De Strooper B Dotti CG 2017 Tetraspanin 6: A novel regulator of hippocampal synaptic transmission and long term plasticity PLOS ONE 12 e0171968 10.1371/journal.pone.0171968 28207852 PMC5312877 · DOI
  74. Sengupta S Nie J Wagner RJ Yang C Stewart R Thomson JA 2009 Microrna 92b controls the G1/S checkpoint gene p57 in human embryonic stem cells Stem Cells 27 1524 1528 10.1002/stem.84 19544458 · DOI
  75. Sousa AMM Meyer KA Santpere G Gulden FO Sestan N 2017 Evolution of the human nervous system function, structure, and development Cell 170 226 247 10.1016/j.cell.2017.06.036 28708995 PMC5647789 · DOI · Paper page
  76. Stepien BK Naumann R Holtz A Helppi J Huttner WB Vaid S 2020 Lengthening neurogenic period during neocortical development causes a hallmark of neocortex expansion Current Biology 30 4227 4237 10.1016/j.cub.2020.08.046 32888487 · DOI
  77. Storey JD Tibshirani R 2003 Statistical significance for genomewide studies PNAS 100 9440 9445 10.1073/pnas.1530509100 12883005 PMC170937 · DOI · Paper page
  78. Taliun D Harris DN Kessler MD Carlson J Szpiech ZA Torres R Taliun SAG Corvelo A Gogarten SM Kang HM Pitsillides AN LeFaive J Lee S-B Tian X Browning BL Das S Emde A-K Clarke WE Loesch DP Shetty AC Blackwell TW Smith AV Wong Q Liu X Conomos MP Bobo DM Aguet F Albert C Alonso A Ardlie KG Arking DE Aslibekyan S Auer PL Barnard J Barr RG Barwick L Becker LC Beer RL Benjamin EJ Bielak LF Blangero J Boehnke M Bowden DW Brody JA Burchard EG Cade BE Casella JF Chalazan B Chasman DI Chen Y-DI Cho MH Choi SH Chung MK Clish CB Correa A Curran JE Custer B Darbar D Daya M de Andrade M DeMeo DL Dutcher SK Ellinor PT Emery LS Eng C Fatkin D Fingerlin T Forer L Fornage M Franceschini N Fuchsberger C Fullerton SM Germer S Gladwin MT Gottlieb DJ Guo X Hall ME He J Heard-Costa NL Heckbert SR Irvin MR Johnsen JM Johnson AD Kaplan R Kardia SLR Kelly T Kelly S Kenny EE Kiel DP Klemmer R Konkle BA Kooperberg C Köttgen A Lange LA Lasky-Su J Levy D Lin X Lin K-H Liu C Loos RJF Garman L Gerszten R Lubitz SA Lunetta KL Mak ACY Manichaikul A Manning AK Mathias RA McManus DD McGarvey ST Meigs JB Meyers DA Mikulla JL Minear MA Mitchell BD Mohanty S Montasser ME Montgomery C Morrison AC Murabito JM Natale A Natarajan P Nelson SC North KE O’Connell JR Palmer ND Pankratz N Peloso GM Peyser PA Pleiness J Post WS Psaty BM Rao DC Redline S Reiner AP Roden D Rotter JI Ruczinski I Sarnowski C Schoenherr S Schwartz DA Seo J-S Seshadri S Sheehan VA Sheu WH Shoemaker MB Smith NL Smith JA Sotoodehnia N Stilp AM Tang W Taylor KD Telen M Thornton TA Tracy RP Van Den Berg DJ Vasan RS Viaud-Martinez KA Vrieze S Weeks DE Weir BS Weiss ST Weng L-C Willer CJ Zhang Y Zhao X Arnett DK Ashley-Koch AE Barnes KC Boerwinkle E Gabriel S Gibbs R Rice KM Rich SS Silverman EK Qasba P Gan W NHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium Papanicolaou GJ Nickerson DA Browning SR Zody MC Zöllner S Wilson JG Cupples LA Laurie CC Jaquish CE Hernandez RD O’Connor TD Abecasis GR 2021 Sequencing of 53,831 diverse genomes from the NHLBI topmed program Nature 590 290 299 10.1038/s41586-021-03205-y 33568819 PMC7875770 · DOI · Paper page
  79. Uehara R Nozawa R Tomioka A Petry S Vale RD Obuse C Goshima G 2009 The augmin complex plays a critical role in spindle microtubule generation for mitotic progression and cytokinesis in human cells PNAS 106 6998 7003 10.1073/pnas.0901587106 19369198 PMC2668966 · DOI
  80. Uffelmann E Posthuma D 2021 Emerging methods and resources for biological interrogation of neuropsychiatric polygenic signal Biological Psychiatry 89 41 53 10.1016/j.biopsych.2020.05.022 32736792 · DOI
  81. Umans BD Battle A Gilad Y 2021 Where are the disease-associated eQTLs? Trends in Genetics 37 109 124 10.1016/j.tig.2020.08.009 32912663 PMC8162831 · DOI · Paper page
  82. Urresti J Zhang P Moran-Losada P Yu N-K Negraes PD Trujillo CA Antaki D Amar M Chau K Pramod AB Diedrich J Tejwani L Romero S Sebat J Yates Iii JR Muotri AR Iakoucheva LM 2021 Cortical organoids model early brain development disrupted by 16p11.2 copy number variants in autism Molecular Psychiatry 26 7560 7580 10.1038/s41380-021-01243-6 34433918 PMC8873019 · DOI
  83. Volvert ML Rogister F Moonen G Malgrange B Nguyen L 2012 Micrornas tune cerebral cortical neurogenesis Cell Death and Differentiation 19 1573 1581 10.1038/cdd.2012.96 22858543 PMC3438503 · DOI
  84. Walker RL Ramaswami G Hartl C Mancuso N Gandal MJ de la Torre-Ubieta L Pasaniuc B Stein JL Geschwind DH 2019 Genetic control of expression and splicing in developing human brain informs disease mechanisms Cell 179 750 771 10.1016/j.cell.2019.09.021 31626773 PMC8963725 · DOI
  85. Wang X Spandidos A Wang H Seed B 2012 PrimerBank: a PCR primer database for quantitative gene expression analysis, 2012 update Nucleic Acids Res 40 D1144 D1149 10.1093/nar/gkr1013 22086960 PMC3245149 · DOI · Paper page
  86. Wang Y Wang D Guo D 2016 Mir-124 promote neurogenic transdifferentiation of adipose derived mesenchymal stromal cells partly through RhoA/Rock1, but not ROCK2 signaling pathway PLOS ONE 11 e0146646 10.1371/journal.pone.0146646 26745800 PMC4706435 · DOI · Paper page
  87. Watanabe K Stringer S Frei O Umićević Mirkov M de Leeuw C Polderman TJC van der Sluis S Andreassen OA Neale BM Posthuma D 2019 A global overview of pleiotropy and genetic architecture in complex traits Nature Genetics 51 1339 1348 10.1038/s41588-019-0481-0 31427789 · DOI · Paper page
  88. Wu ZB Cai L Lin SJ Lu JL Yao Y Zhou LF 2013 The mir-92b functions as a potential oncogene by targeting on Smad3 in glioblastomas Brain Research 1529 16 25 10.1016/j.brainres.2013.07.031 23892108 · DOI
  89. Xue Q Yu C Wang Y Liu L Zhang K Fang C Liu F Bian G Song B Yang A Ju G Wang J 2016 Mir-9 and miR-124 synergistically affect regulation of dendritic branching via the AKT/GSK3β pathway by targeting Rap2A Scientific Reports 6 26781 10.1038/srep26781 27221778 PMC4879704 · DOI
  90. Yin A Guo H Tao L Cai G Wang Y Yao L Xiong L Zhang J Li Y 2020 Ndrg2 protects the brain from excitotoxicity by facilitating interstitial glutamate uptake Translational Stroke Research 11 214 227 10.1007/s12975-019-00708-9 31250377 PMC7067740 · DOI
  91. Zajacova A Lawrence EM 2018 The relationship between education and health: reducing disparities through a contextual approach Annual Review of Public Health 39 273 289 10.1146/annurev-publhealth-031816-044628 29328865 PMC5880718 · DOI · Paper page
  92. Zeng B Bendl J Kosoy R Fullard JF Hoffman GE Roussos P 2022 Multi-ancestry eQTL meta-analysis of human brain identifies candidate causal variants for brain-related traits Nature Genetics 54 161 169 10.1038/s41588-021-00987-9 35058635 PMC8852232 · DOI
  93. Zhou MH Zhou HW Liu M Sun JZ 2018 The role of mir-92b in cholangiocarcinoma patients The International Journal of Biological Markers 33 293 300 10.1177/1724600817751524 29749758 · DOI
  94. Zhu Z Zhang F Hu H Bakshi A Robinson MR Powell JE Montgomery GW Goddard ME Wray NR Visscher PM Yang J 2016 Integration of summary data from GWAS and eQTL studies predicts complex trait gene targets Nature Genetics 48 481 487 10.1038/ng.3538 27019110 · DOI · Paper page
  95. Zhu A Ibrahim JG Love MI 2019 Heavy-tailed prior distributions for sequence count data: removing the noise and preserving large differences Bioinformatics 35 2084 2092 10.1093/bioinformatics/bty895 30395178 PMC6581436 · DOI
  96. Zhuang LK Yang YT Ma X Han B Wang ZS Zhao QY Wu LQ Qu ZQ 2016 MicroRNA-92b promotes hepatocellular carcinoma progression by targeting Smad7 and is mediated by long non-coding RNA Xist Cell Death & Disease 7 e2203 10.1038/cddis.2016.100 27100897 PMC4855645 · DOI

Cited by

Sorted by citations

Authors
Lafferty, M. J., Aygün, N., Patel, N. K., Krupa, O., Liang, D., Wolter, J. M., Geschwind, D. H., de la Torre-Ubieta, L., & Stein, J. L.
Venue
eLife
Published
2023-01-11
Volume
12
ISSN
2050-084X
Cited by
9
References
7
Language
en
Funders
  • National Institutes of Health (R01MH120125, R01MH118349, U54EB020403, R00MH102357)
  • National Institute of General Medical Sciences (5T32GM067553-13)

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review