Mr  William Reay

Mr William Reay

Research student

Career Summary

Biography

William is a PhD candidate under the supervision of Professor Murray Cairns and Professor Melissa Green (UNSW). His research focuses on integrating statistical genetics with systems biology to further our understanding of the biological processes involved in complex disorders and how this could be leveraged for treatment. He is particularly passionate about the application of this approach to psychiatry, as novel interventions remain urgently required to improve patient outcomes.  His research has thus far been published in prestigious journals including Molecular Psychiatry and Brain, Behavior, and Immunity and presented at conferences including the World Congress of Psychiatric Genetics and Schizophrenia International Research Society. He has also participated as a contributing analyst in two large genome-wide association study consortia (ENIGMA and CHARGE).

William is proficient in a wide-range of research skills related to statistical and bioinformatic analyses, including:

  • Genome-wide association studies (GWAS)
  • Multi-marker tests of genetic association
  • Functional integration of molecular quantitative trait loci
  • Rare variant association studies (RVAS)
  • Next-generation sequencing analysis pipelines, including large scale whole-exome (WES) and whole-genome (WGS) datasets
  • Mendelian Randomisation
  • Polygenic risk scoring
  • Analysis of gene-expression data



Keywords

  • Bioinformatics
  • Functional Genomics
  • Genomics
  • Precision Medicine
  • Statistical Genetics
  • Systems Biology

Languages

  • English (Mother)
  • German (Working)

Professional Experience

Academic appointment

Dates Title Organisation / Department
4/4/2018 -  PhD Candidate - Medical Genetics School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle
Australia

Awards

Award

Year Award
2018 Dunkley Medal for Excellence in Biomedical Research
School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle
2018 Faculty of Health and Medicine Medal
Faculty of Health and Medicine, The University of Newcastle
Edit

Publications

For publications that are currently unpublished or in-press, details are shown in italics.


Journal article (21 outputs)

Year Citation Altmetrics Link
2023 Barnett MM, Reay WR, Geaghan MP, Kiltschewskij DJ, Green MJ, Weidenhofer J, et al., 'miRNA cargo in circulating vesicles from neurons is altered in individuals with schizophrenia and associated with severe disease.', Sci Adv, 9 eadi4386 (2023) [C1]
DOI 10.1126/sciadv.adi4386
Citations Scopus - 1
Co-authors Dylan Kiltschewskij, Judith Weidenhofer, Murray Cairns
2023 Greco L, 'Exploring opportunities for drug repurposing and precision medicine in cannabis use disorder using genetics', Addiction Biology, (2023) [C1]
DOI 10.1111/adb.13313
Citations Scopus - 1
Co-authors Laura Greco, Christopher Dayas, Murray Cairns
2022 Reay WR, Haslam R, Cairns MJ, Moschonis G, Clarke E, Attia J, Collins CE, 'Variation in cardiovascular disease risk factors among older adults in the Hunter Community Study cohort: A comparison of diet quality versus polygenic risk score', JOURNAL OF HUMAN NUTRITION AND DIETETICS, 35 675-688 (2022) [C1]
DOI 10.1111/jhn.13031
Citations Scopus - 3Web of Science - 2
Co-authors John Attia, Erin Clarke, Clare Collins, Murray Cairns
2022 Reay WR, Kiltschewskij DJ, Geaghan MP, Atkins JR, Carr VJ, Green MJ, Cairns MJ, 'Genetic estimates of correlation and causality between blood-based biomarkers and psychiatric disorders', SCIENCE ADVANCES, 8 (2022) [C1]
DOI 10.1126/sciadv.abj8969
Citations Scopus - 33Web of Science - 9
Co-authors Dylan Kiltschewskij, Murray Cairns
2022 Reay WR, Geaghan MP, Cairns MJ, 'The genetic architecture of pneumonia susceptibility implicates mucin biology and a relationship with psychiatric illness', NATURE COMMUNICATIONS, 13 (2022) [C1]
DOI 10.1038/s41467-022-31473-3
Citations Scopus - 3Web of Science - 1
Co-authors Murray Cairns
2022 Di Biase MA, Geaghan MP, Reay WR, Seidlitz J, Weickert CS, Pébay A, et al., 'Cell type-specific manifestations of cortical thickness heterogeneity in schizophrenia', Molecular Psychiatry, 27 2052-2060 (2022) [C1]

Brain morphology differs markedly between individuals with schizophrenia, but the cellular and genetic basis of this heterogeneity is poorly understood. Here, we sought to determi... [more]

Brain morphology differs markedly between individuals with schizophrenia, but the cellular and genetic basis of this heterogeneity is poorly understood. Here, we sought to determine whether cortical thickness (CTh) heterogeneity in schizophrenia relates to interregional variation in distinct neural cell types, as inferred from established gene expression data and person-specific genomic variation. This study comprised 1849 participants in total, including a discovery (140 cases and 1267 controls) and a validation cohort (335 cases and 185 controls). To characterize CTh heterogeneity, normative ranges were established for 34 cortical regions and the extent of deviation from these ranges was measured for each individual with schizophrenia. CTh deviations were explained by interregional gene expression levels of five out of seven neural cell types examined: (1) astrocytes; (2) endothelial cells; (3) oligodendrocyte progenitor¿cells (OPCs); (4) excitatory¿neurons; and (5) inhibitory neurons. Regional alignment between CTh alterations with cell type transcriptional maps distinguished broad patient subtypes, which were validated against genomic data drawn from the same individuals. In a predominantly neuronal/endothelial subtype (22% of patients), CTh deviations covaried with polygenic risk for schizophrenia (sczPRS) calculated specifically from genes marking neuronal and endothelial cells (r = -0.40, p = 0.010). Whereas, in a predominantly glia/OPC subtype (43% of patients), CTh deviations covaried with sczPRS calculated from glia and OPC-linked genes (r = -0.30, p = 0.028). This multi-scale analysis of genomic, transcriptomic, and brain phenotypic data may indicate that CTh heterogeneity in schizophrenia relates to inter-individual variation in cell-type specific functions. Decomposing heterogeneity in relation to cortical cell types enables prioritization of schizophrenia subsets for future disease modeling efforts.

DOI 10.1038/s41380-022-01460-7
Citations Scopus - 24Web of Science - 13
Co-authors Murray Cairns
2022 Greco LA, Reay WR, Dayas C, Cairns MJ, 'Pairwise genetic meta-analyses between schizophrenia and substance dependence phenotypes reveals novel association signals with pharmacological significance', TRANSLATIONAL PSYCHIATRY, 12 (2022) [C1]
DOI 10.1038/s41398-022-02186-4
Citations Scopus - 3Web of Science - 1
Co-authors Murray Cairns, Laura Greco, Christopher Dayas
2021 Adams DM, Reay WR, Geaghan MP, Cairns MJ, 'Investigation of glycaemic traits in psychiatric disorders using Mendelian randomisation revealed a causal relationship with anorexia nervosa', NEUROPSYCHOPHARMACOLOGY, 46 1093-1102 (2021) [C1]
DOI 10.1038/s41386-020-00847-w
Citations Scopus - 12Web of Science - 11
Co-authors Murray Cairns
2021 Mahmoudi E, Atkins JR, Quide Y, Reay WR, Cairns HM, Fitzsimmons C, et al., 'The
DOI 10.1093/schbul/sbaa123
Citations Scopus - 9Web of Science - 7
Co-authors Chantel Fitzsimmons, Murray Cairns
2021 Reay WR, Cairns MJ, 'Advancing the use of genome-wide association studies for drug repurposing', NATURE REVIEWS GENETICS, 22 658-671 (2021) [C1]
DOI 10.1038/s41576-021-00387-z
Citations Scopus - 82Web of Science - 47
Co-authors Murray Cairns
2021 Reay WR, El Shair S, Geaghan MP, Riveros C, Holliday EG, McEvoy MA, et al., 'Genetic association and causal inference converge on hyperglycaemia as a modifiable factor to improve lung function', ELIFE, 10 (2021) [C1]
DOI 10.7554/eLife.63115
Citations Scopus - 10Web of Science - 7
Co-authors Carlos Riveros, Mark Mcevoy, Murray Cairns, Rodney Scott, Liz Holliday, John Attia
2020 Reay WR, Atkins JR, Carr VJ, Green MJ, Cairns MJ, 'Pharmacological enrichment of polygenic risk for precision medicine in complex disorders', SCIENTIFIC REPORTS, 10 (2020) [C1]
DOI 10.1038/s41598-020-57795-0
Citations Scopus - 28Web of Science - 25
Co-authors Murray Cairns
2020 Reay WR, Cairns MJ, 'The role of the retinoids in schizophrenia: genomic and clinical perspectives', Molecular Psychiatry, 25 706-718 (2020) [C1]

Signalling by retinoid compounds is vital for embryonic development, with particular importance for neurogenesis in the human brain. Retinoids, metabolites of vitamin A, exert inf... [more]

Signalling by retinoid compounds is vital for embryonic development, with particular importance for neurogenesis in the human brain. Retinoids, metabolites of vitamin A, exert influence over the expression of thousands of transcripts genome wide, and thus, act as master regulators of many important biological processes. A significant body of evidence in the literature now supports dysregulation of the retinoid system as being involved in the aetiology of schizophrenia. This includes mechanistic insights from large-scale genomic, transcriptomic and, proteomic studies, which implicate disruption of disparate aspects of retinoid biology such as transport, metabolism, and signalling. As a result, retinoids may present a valuable clinical opportunity in schizophrenia via novel pharmacotherapies and dietary intervention. Further work, however, is required to expand on the largely observational data collected thus far and confirm causality. This review will highlight the fundamentals of retinoid biology and examine the evidence for retinoid dysregulation in schizophrenia.

DOI 10.1038/s41380-019-0566-2
Citations Scopus - 25Web of Science - 21
Co-authors Murray Cairns
2020 Grasby KL, Jahanshad N, Painter JN, Colodro-Conde L, Bralten J, Hibar DP, et al., 'The genetic architecture of the human cerebral cortex', SCIENCE, 367 1340-+ (2020) [C1]
DOI 10.1126/science.aay6690
Citations Scopus - 386Web of Science - 343
Co-authors Frans Henskens, Rodney Scott, Pat Michie, Murray Cairns, Carmel Loughland, Paul Tooney, Ulrich Schall
2020 Reay WR, Cairns MJ, 'Pairwise common variant meta-analyses of schizophrenia with other psychiatric disorders reveals shared and distinct gene and gene-set associations', TRANSLATIONAL PSYCHIATRY, 10 (2020) [C1]
DOI 10.1038/s41398-020-0817-7
Citations Scopus - 26Web of Science - 21
Co-authors Murray Cairns
2020 Adams D, Reay W, Geaghan M, Cairns M, 'Investigating the effect of glycaemic traits on the risk of psychiatric illness using Mendelian randomisation (2020)
DOI 10.1101/2020.03.09.984690
Co-authors Murray Cairns
2020 Reay W, Shair SE, Geaghan M, Riveros C, Holliday E, McEvoy M, et al., 'Genetically informed precision drug repurposing for lung function and implications for respiratory infection (2020)
DOI 10.1101/2020.06.25.20139816
Co-authors Carlos Riveros, Mark Mcevoy, Murray Cairns, Rodney Scott, John Attia
2020 Reay WR, Atkins JR, Quidé Y, Carr VJ, Green MJ, Cairns MJ, 'Polygenic disruption of retinoid signalling in schizophrenia and a severe cognitive deficit subtype', Molecular Psychiatry, 25 719-731 (2020) [C1]

Retinoid metabolites of vitamin A are intrinsically linked to neural development, connectivity and plasticity, and have been implicated in the pathophysiology of schizophrenia. We... [more]

Retinoid metabolites of vitamin A are intrinsically linked to neural development, connectivity and plasticity, and have been implicated in the pathophysiology of schizophrenia. We hypothesised that a greater burden of common and rare genomic variation in genes involved with retinoid biogenesis and signalling could be associated with schizophrenia and its cognitive symptoms. Common variants associated with schizophrenia in the largest genome-wide association study were aggregated in retinoid genes and used to formulate a polygenic risk score (PRSRet) for each participant in the Australian Schizophrenia Research Bank. In support of our hypothesis, we found PRSRet to be significantly associated with the disorder. Cases with severe cognitive deficits, while not further differentiated by PRSRet, were enriched with rare variation in the retinoic acid receptor beta gene RARB, detected through whole-genome sequencing. RARB rare variant burden was also associated with reduced cerebellar volume in the cases with marked cognitive deficit, and with covariation in grey matter throughout the brain. An excess of rare variation was further observed in schizophrenia in retinoic acid response elements proximal to target genes, which we show are differentially expressed in the disorder in two RNA sequencing datasets. Our results suggest that genomic variation may disrupt retinoid signalling in schizophrenia, with particular significance for cases with severe cognitive impairment.

DOI 10.1038/s41380-018-0305-0
Citations Scopus - 28Web of Science - 22
Co-authors Murray Cairns
2020 Liu X, Low SK, Atkins JR, Wu JQ, Reay WR, Cairns HM, et al., 'Wnt receptor gene FZD1 was associated with schizophrenia in genome-wide SNP analysis of the Australian Schizophrenia Research Bank cohort', Australian and New Zealand Journal of Psychiatry, 54 902-908 (2020) [C1]

Objectives: Large-scale genetic analysis of common variation in schizophrenia has been a powerful approach to understanding this complex but highly heritable psychotic disorder. T... [more]

Objectives: Large-scale genetic analysis of common variation in schizophrenia has been a powerful approach to understanding this complex but highly heritable psychotic disorder. To further investigate loci, genes and pathways associated more specifically in the well-characterized Australian Schizophrenia Research Bank cohort, we applied genome-wide single-nucleotide polymorphism analysis in these three annotation categories. Methods: We performed a case¿control genome-wide association study in 429 schizophrenia samples and 255 controls. Post-genome-wide association study analyses were then integrated with genomic annotations to explore the enrichment of variation at the gene and pathway level. We also examine candidate single-nucleotide polymorphisms with potential function within expression quantitative trait loci and investigate overall enrichment of variation within tissue-specific functional regulatory domains of the genome. Results: The strongest finding (p = 2.01 × 10-6, odds ratio = 1.82, 95% confidence interval = [1.42, 2.33]) in genome-wide association study was with rs10252923 at 7q21.13, downstream of FZD1 (frizzled class receptor 1). While this did not stand alone after correction, the involvement of FZD1 was supported by gene-based analysis, which exceeded the threshold for genome-wide significance (p = 2.78 × 10-6). Conclusion: The identification of FZD1, as an independent association signal at the gene level, supports the hypothesis that the Wnt signalling pathway is altered in the pathogenesis of schizophrenia and may be an important target for therapeutic development.

DOI 10.1177/0004867419885443
Citations Scopus - 8Web of Science - 7
Co-authors Murray Cairns, Frans Henskens, Rodney Scott, Pat Michie, Ulrich Schall, Paul Tooney, Carmel Loughland
2019 Reay W, Atkins J, Carr V, Green M, Cairns M, 'Pharmacological enrichment of polygenic risk for precision medicine in complex disorders (2019)
DOI 10.1101/655001
Co-authors Murray Cairns
2019 Nakamura JP, Schroeder A, Hudson M, Jones N, Gillespie B, Du X, et al., 'The maternal immune activation model uncovers a role for the Arx gene in GABAergic dysfunction in schizophrenia', Brain, Behavior, and Immunity, 81 161-171 (2019) [C1]

A hallmark feature of schizophrenia is altered high frequency neural oscillations, including reduced auditory-evoked gamma oscillatory power, which is underpinned by parvalbumin (... [more]

A hallmark feature of schizophrenia is altered high frequency neural oscillations, including reduced auditory-evoked gamma oscillatory power, which is underpinned by parvalbumin (PV) interneuron dysfunction. Maternal immune activation (MIA) in rodents models an environmental risk factor for schizophrenia and recapitulates these PV interneuron changes. This study sought to link reduced PV expression in the MIA model with alterations to auditory-evoked gamma oscillations and transcript expression. We further aligned transcriptional findings from the animal model with human genome sequencing data. We show that MIA, induced by the viral mimetic, poly-I:C in C57Bl/6 mice, caused in adult offspring reduced auditory-evoked gamma and theta oscillatory power paralleled by reduced PV protein levels. We then showed the Arx gene, critical to healthy neurodevelopment of PV interneurons, is reduced in the forebrain of MIA exposed mice. Finally, in a whole-genome sequenced patient cohort, we identified a novel missense mutation of ARX in a patient with schizophrenia and in the Psychiatric Genomics Consortium 2 cohort, a nominal association of proximal ARX SNPs with the disorder. This suggests MIA, as a risk factor for schizophrenia, may be influencing Arx expression to induce the GABAergic dysfunction seen in schizophrenia and that the ARX gene may play a role in the prenatal origins of schizophrenia pathophysiology.

DOI 10.1016/j.bbi.2019.06.009
Citations Scopus - 23Web of Science - 14
Co-authors Murray Cairns
Show 18 more journal articles

Conference (2 outputs)

Year Citation Altmetrics Link
2022 Di Biase MA, Geaghan M, Reay W, Seidlitz J, Weickert CS, Green M, et al., 'Cell Type-Specific Manifestations of Cortical Thickness Heterogeneity in Schizophrenia', BIOLOGICAL PSYCHIATRY, New Orleans, LA (2022)
Co-authors Murray Cairns
2018 Reay W, Atkins J, Fitzsimmons C, Green M, Carr V, Cairns M, 'DYSREGULATION OF RETINOID SIGNALLING IN SCHIZOPHRENIA OBSERVED IN WHOLE GENOME SEQUENCE ANALYSIS', SCHIZOPHRENIA BULLETIN, Florence, ITALY (2018)
DOI 10.1093/schbul/sby017.724
Co-authors Chantel Fitzsimmons, Murray Cairns

Preprint (10 outputs)

Year Citation Altmetrics Link
2023 Rootes-Murdy K, Panta S, Kelly R, Romero J, Quidé Y, Cairns M, et al., 'Cortical Similarities in Psychiatric and Mood Disorders Identified in Federated VBM Analysis via COINSTAC (2023)
DOI 10.1101/2023.09.28.23296219
Co-authors Murray Cairns, Rodney Scott, Pat Michie, Frans Henskens, Carmel Loughland
2023 Reay WR, Kiltschewskij DJ, Di Biase MA, Gerring ZF, Kundu K, Surendran P, et al., 'Genetic influences on circulating retinol and its relationship to human health (2023)
DOI 10.1101/2023.08.07.23293796
Co-authors Laura Greco, Murray Cairns
2022 Adams D, Reay W, Cairns M, 'Multiomic prioritisation of risk genes for anorexia nervosa (2022)
DOI 10.1101/2022.06.04.22275898
Co-authors Murray Cairns
2022 Reay W, Geaghan M, Atkins JR, Carr V, Green M, Cairns M, 'Directional anchor genes refine polygenic informed treatment selection in schizophrenia and bipolar disorder (2022)
DOI 10.1101/2022.03.20.22272666
Co-authors Murray Cairns
2021 Reay W, Kiltschewskij D, Geaghan M, Atkins J, Carr V, Green M, Cairns M, 'Genetic estimates of correlation and causality between blood-based biomarkers and psychiatric disorders (2021)
DOI 10.1101/2021.05.11.21257061
Co-authors Murray Cairns, Dylan Kiltschewskij
2021 Kiltschewskij D, Reay W, Cairns M, 'Causal effect of C-reactive protein and vitamin D on human cerebral anatomy observed among genetically correlated biomarkers in blood (2021)
DOI 10.1101/2021.09.11.21263146
Co-authors Dylan Kiltschewskij, Murray Cairns
2021 Reay W, Geaghan M, Cairns M, 23andMe Research Team, 'Genome-wide meta-analysis of pneumonia suggests a role for mucin biology and provides novel drug repurposing opportunities (2021)
DOI 10.1101/2021.01.24.21250424
Co-authors Murray Cairns
2021 Geaghan M, Reay W, Cairns M, 'MicroRNA binding site variation is enriched in psychiatric disorders (2021)
DOI 10.1101/2021.03.07.434312
Co-authors Murray Cairns
2021 Greco L, Reay W, Dayas C, Cairns M, 'Pairwise genetic meta-analyses between schizophrenia and substance dependence phenotypes reveals novel association signals (2021)
DOI 10.1101/2021.09.12.21263471
Co-authors Laura Greco, Murray Cairns, Christopher Dayas
2019 Reay W, Cairns M, 'Pairwise common variant meta-analyses of schizophrenia with other psychiatric disorders reveals shared and distinct gene and gene-set associations (2019)
DOI 10.1101/725614
Co-authors Murray Cairns
Show 7 more preprints
Edit

Grants and Funding

Summary

Number of grants 5
Total funding $9,200

Click on a grant title below to expand the full details for that specific grant.


20201 grants / $2,000

Daniel Beck Memorial Award for Schizophrenia Research$2,000

Funding body: Neuroscience Research Australia

Funding body Neuroscience Research Australia
Scheme Daniel Beck Memorial Award for Schizophrenia Research
Role Lead
Funding Start 2020
Funding Finish 2020
GNo
Type Of Funding C3120 - Aust Philanthropy
Category 3120
UON N

20192 grants / $3,700

2019 Young Investigator Travel Award$2,200

Funds awarded to present a research poster-talk at the 7th Annual Molecular Psychiatry Meeting in San Francisco, California. 

Funding body: 7th Annual Molecular Psychiatry Meeting

Funding body 7th Annual Molecular Psychiatry Meeting
Scheme Young Investigator Travel Award
Role Lead
Funding Start 2019
Funding Finish 2019
GNo
Type Of Funding External
Category EXTE
UON N

Centre for Brain and Mental Health Research 2019 Travel Grant Round$1,500

Grant to assist travel to present research at the 2019 World Congress of Psychiatric Genetics, Anaheim, California

Funding body: Centre for Brain and Mental Health Research

Funding body Centre for Brain and Mental Health Research
Scheme CBMHR Travel Grant Round
Role Lead
Funding Start 2019
Funding Finish 2019
GNo
Type Of Funding C1700 - Aust Competitive - Other
Category 1700
UON N

20182 grants / $3,500

Centre for Brain and Mental Health Research Summer Research Internship $2,000

Funds to complete a summer research internship to gain experience in the analysis of whole-genome sequencing data

Funding body: Centre for Brain and Mental Health Research

Funding body Centre for Brain and Mental Health Research
Scheme Summer Research Internship
Role Lead
Funding Start 2018
Funding Finish 2018
GNo
Type Of Funding C1700 - Aust Competitive - Other
Category 1700
UON N

Centre for Brain and Mental Health Research 2018 Travel Grant Round$1,500

Grant to assist travel to present research at the 2018 World Congress of Psychiatric Genetics, Glasgow, Scotland. 

Funding body: Centre for Brain and Mental Health Research

Funding body Centre for Brain and Mental Health Research
Scheme CBMHR Travel Grant Round
Role Lead
Funding Start 2018
Funding Finish 2018
GNo
Type Of Funding C1700 - Aust Competitive - Other
Category 1700
UON N
Edit

News

Genes

News • 26 Apr 2021

Precision medicine could be all in the genes

A breakthrough in precision medicine has revealed existing medications and supplements could be repurposed to solve gaps in the treatment of chronic respiratory disorders such as asthma.

Mr William Reay

Edit