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Mei-Hua Hall, Ph.D.


I have a broad background in clinical psychology, epidemiology, statistical modeling, in addition to specific training and expertise in electrophysiology, psychiatric genetics and cognitive neuroscience. I continue to weave these interests together in my work with patients with psychotic disorders. I have conducted several neurobiological and genetics projects and have published papers spanning from characterizing event related potentials (ERP) deficits as potential endophenotypic markers (biomarkers) across psychotic spectrum disorders; identifying distinct subgroups of psychotic patients on the basis of neurobiological signatures that transcend diagnostic classification; to examining genetic and environmental risk factors for psychiatric disorders. My long-term interests are to gain a deep insight of the interplay between neurobiological mechanisms underlying psychotic disorders and environmental risks contributing to the development of illnesses and to utilize this knowledge for developing implementable and effective precision medicine tools or strategies in clinical services.
I am the PI of a NIMH funded longitudinal study (R01) that involves leveraging multivariate biomarkers (e.g., EEG, MRI, cognition, clinical phenotypes), each of which has been well studied in the psychosis literature, to stratify first episode psychosis patients into homogeneous subgroups based on patients’ unique neuro-biological profiles and relate these profiles to their functional outcome trajectories. The goal is to identify and predict patients who are not likely to achieve functional recovery and are at risk of relapse (readmission). To achieve this goal, my team and collaborators are developing computational tools using natural language processing (NLP) and machine learning algorithms to integrate both structured biomarker and unstructured clinical electronic health records (EHRs) data in the data analysis pipeline in order to augment knowledge discovery and to develop robust risk prediction models.

Available: 04/05/22, Expires: 06/01/23

My research focuses on applying multimodal approaches to link patients' neurobiological and clinical profiles with their functional recovery trajectories. One project aims to understand the neurobiological mechanisms underlying schizophrenia and bipolar disorders. Another project uses multimodal approaches to stratify patients who experience their first episode psychosis into homogeneous subgroups based on patients' unique neurobiological profiles and to relate these profiles to later functional recovery outcomes. A third project focuses on using natural language processing (NLP) and machine learning techniques aiming to create tools for evaluating and predicting psychosis patient readmission risk. The overarching goals of my research are to identify individuals with different functional recovery paths and to develop individually tailored and effective treatments.

The research activities and funding listed below are automatically derived from NIH ExPORTER and other sources, which might result in incorrect or missing items. Faculty can login to make corrections and additions.
  1. R21MH125076 (HALL, MEI-HUA) Jul 1, 2021 - Jun 30, 2023
    Identification of Trauma-related Features in EHR Data for Patients with Psychosis and Mood Disorders
    Role: Principal Investigator
  2. R03MH108850 (HALL, MEI-HUA) Aug 19, 2016 - Jun 30, 2019
    Genetic Basis of Reward Learning and Symptom, Smoking, and Neural Signature Correlates
    Role: Principal Investigator
  3. R01MH109687 (HALL, MEI-HUA) Mar 17, 2016 - Jan 31, 2022
    Neurobiological Markers as Predictors of Later Functional Outcome in First Episode Psychosis
    Role: Principal Investigator
  4. K01MH086714 (HALL, MEI-HUA) Jun 1, 2010 - May 31, 2015
    Functional Characterization of Risk Variants for Psychotic Illness in the GWAS Er
    Role: Principal Investigator

Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Faculty can login to make corrections and additions.
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PMC Citations indicate the number of times the publication was cited by articles in PubMed Central, and the Altmetric score represents citations in news articles and social media. (Note that publications are often cited in additional ways that are not shown here.) Fields are based on how the National Library of Medicine (NLM) classifies the publication's journal and might not represent the specific topic of the publication. Translation tags are based on the publication type and the MeSH terms NLM assigns to the publication. Some publications (especially newer ones and publications not in PubMed) might not yet be assigned Field or Translation tags.) Click a Field or Translation tag to filter the publications.
  1. Cay M, Chouinard VA, Hall MH, Shinn AK. Test-retest reliability of the Childhood Trauma Questionnaire in psychotic disorders. J Psychiatr Res. 2022 12; 156:78-83. PMID: 36244201.
    Citations:    Fields:    Translation:Humans
  2. Singh T, Poterba T, Curtis D, Akil H, Al Eissa M, Barchas JD, Bass N, Bigdeli TB, Breen G, Bromet EJ, Buckley PF, Bunney WE, Bybjerg-Grauholm J, Byerley WF, Chapman SB, Chen WJ, Churchhouse C, Craddock N, Cusick CM, DeLisi L, Dodge S, Escamilla MA, Eskelinen S, Fanous AH, Faraone SV, Fiorentino A, Francioli L, Gabriel SB, Gage D, Gagliano Taliun SA, Ganna A, Genovese G, Glahn DC, Grove J, Hall MH, Hämäläinen E, Heyne HO, Holi M, Hougaard DM, Howrigan DP, Huang H, Hwu HG, Kahn RS, Kang HM, Karczewski KJ, Kirov G, Knowles JA, Lee FS, Lehrer DS, Lescai F, Malaspina D, Marder SR, McCarroll SA, McIntosh AM, Medeiros H, Milani L, Morley CP, Morris DW, Mortensen PB, Myers RM, Nordentoft M, O'Brien NL, Olivares AM, Ongur D, Ouwehand WH, Palmer DS, Paunio T, Quested D, Rapaport MH, Rees E, Rollins B, Satterstrom FK, Schatzberg A, Scolnick E, Scott LJ, Sharp SI, Sklar P, Smoller JW, Sobell JL, Solomonson M, Stahl EA, Stevens CR, Suvisaari J, Tiao G, Watson SJ, Watts NA, Blackwood DH, Børglum AD, Cohen BM, Corvin AP, Esko T, Freimer NB, Glatt SJ, Hultman CM, McQuillin A, Palotie A, Pato CN, Pato MT, Pulver AE, St Clair D, Tsuang MT, Vawter MP, Walters JT, Werge TM, Ophoff RA, Sullivan PF, Owen MJ, Boehnke M, O'Donovan MC, Neale BM, Daly MJ. Rare coding variants in ten genes confer substantial risk for schizophrenia. Nature. 2022 04; 604(7906):509-516. PMID: 35396579; PMCID: PMC9805802.
    Citations: 10     Fields:    Translation:Humans
  3. Chan SY, Nickerson LD, Pathak R, Öngür D, Hall MH. Impact of Substance Use Disorder on Between-Network Brain Connectivity in Early Psychosis. Schizophr Bull Open. 2022 Jan; 3(1):sgac014. PMID: 35386953; PMCID: PMC8976260.
  4. Chan SY, Brady RO, Lewandowski KE, Higgins A, Öngür D, Hall MH. Dynamic and progressive changes in thalamic functional connectivity over the first five years of psychosis. Mol Psychiatry. 2022 02; 27(2):1177-1183. PMID: 34697450; PMCID: PMC9035477.
    Citations: 1     Fields:    Translation:Humans
  5. Higgins A, Lewandowski KE, Liukasemsarn S, Hall MH. Longitudinal relationships between mismatch negativity, cognitive performance, and real-world functioning in early psychosis. Schizophr Res. 2021 02; 228:385-393. PMID: 33549980; PMCID: PMC7987838.
    Citations: 1     Fields:    Translation:Humans
  6. Chan SY, Brady R, Hwang M, Higgins A, Nielsen K, Öngür D, Hall MH. Heterogeneity of Outcomes and Network Connectivity in Early-Stage Psychosis: A Longitudinal Study. Schizophr Bull. 2021 01 23; 47(1):138-148. PMID: 32572485.
    Citations: 2     Fields:    Translation:Humans
  7. Ding X, Hall MH, Miller TA. Incorporating Risk Factor Embeddings in Pre-trained Transformers Improves Sentiment Prediction in Psychiatric Discharge Summaries. Proc Conf Empir Methods Nat Lang Process. 2020 Nov; 2020:35-40. PMID: 33313605.
    Citations: 1     
  8. Keshavan MS, Kelly S, Hall MH. Can J Psychiatry. 2020 04; 65(4):231-234. PMID: 31961197; PMCID: PMC7385419.
    Citations: 1     Fields:    Translation:Humans
  9. Holderness E, Miller N, Cawkwell P, Bolton K, Meteer M, Pustejovsky J, Hall MH. Analysis of risk factor domains in psychosis patient health records. J Biomed Semantics. 2019 10 31; 10(1):19. PMID: 31672168.
    Citations: 4     Fields:    Translation:Humans
  10. Guffanti G, Kumar P, Admon R, Treadway MT, Hall MH, Mehta M, Douglas S, Arulpragasam AR, Pizzagalli DA. Depression genetic risk score is associated with anhedonia-related markers across units of analysis. Transl Psychiatry. 2019 09 19; 9(1):236. PMID: 31537779.
    Citations: 6     Fields:    Translation:Humans
  11. Monaghan CK, Brickman S, Huynh P, Öngür D, Hall MH. A longitudinal study of event related potentials and correlations with psychosocial functioning and clinical features in first episode psychosis patients. Int J Psychophysiol. 2019 11; 145:48-56. PMID: 31108121; PMCID: PMC6988566.
    Citations: 10     Fields:    Translation:Humans
  12. Hall MH, Holton KM, Öngür D, Montrose D, Keshavan MS. Longitudinal trajectory of early functional recovery in patients with first episode psychosis. Schizophr Res. 2019 07; 209:234-244. PMID: 30826261; PMCID: PMC7003957.
    Citations: 13     Fields:    Translation:Humans
  13. Lee I, Nielsen K, Nawaz U, Hall MH, Öngür D, Keshavan M, Brady R. Diverse pathophysiological processes converge on network disruption in mania. J Affect Disord. 2019 02 01; 244:115-123. PMID: 30340100; PMCID: PMC6785980.
    Citations: 10     Fields:    Translation:Humans
  14. Zhou TH, Mueller NE, Spencer KM, Mallya SG, Lewandowski KE, Norris LA, Levy DL, Cohen BM, Öngür D, Hall MH. Auditory steady state response deficits are associated with symptom severity and poor functioning in patients with psychotic disorder. Schizophr Res. 2018 11; 201:278-286. PMID: 29807805.
    Citations: 16     Fields:    Translation:Humans
  15. Lin YF, Chen CY, Öngür D, Betensky R, Smoller JW, Blacker D, Hall MH. Polygenic pleiotropy and potential causal relationships between educational attainment, neurobiological profile, and positive psychotic symptoms. Transl Psychiatry. 2018 05 16; 8(1):97. PMID: 29765027.
    Citations: 2     Fields:    Translation:Humans
  16. Lewandowski KE, Whitton AE, Pizzagalli DA, Norris LA, Ongur D, Hall MH. Reward Learning, Neurocognition, Social Cognition, and Symptomatology in Psychosis. Front Psychiatry. 2016; 7:100. PMID: 27378952; PMCID: PMC4906007.
    Citations: 12     
  17. Hall MH, Chen CY, Cohen BM, Spencer KM, Levy DL, Öngür D, Smoller JW. Genomewide association analyses of electrophysiological endophenotypes for schizophrenia and psychotic bipolar disorders: a preliminary report. Am J Med Genet B Neuropsychiatr Genet. 2015 Apr; 168B(3):151-61. PMID: 25740047; PMCID: PMC4458348.
    Citations: 14     Fields:    Translation:Humans
  18. Hall MH, Jensen JE, Du F, Smoller JW, O'Connor L, Spencer KM, Öngür D. Frontal P3 event-related potential is related to brain glutamine/glutamate ratio measured in vivo. Neuroimage. 2015 May 01; 111:186-91. PMID: 25687595.
    Citations: 12     Fields:    Translation:Humans
  19. Hall MH, Levy DL, Salisbury DF, Haddad S, Gallagher P, Lohan M, Cohen B, Ongür D, Smoller JW. Neurophysiologic effect of GWAS derived schizophrenia and bipolar risk variants. Am J Med Genet B Neuropsychiatr Genet. 2014 Jan; 165B(1):9-18. PMID: 24339136.
    Citations: 15     Fields:    Translation:Humans
  20. Hall MH, Smoller JW, Cook NR, Schulze K, Hyoun Lee P, Taylor G, Bramon E, Coleman MJ, Murray RM, Salisbury DF, Levy DL. Patterns of deficits in brain function in bipolar disorder and schizophrenia: a cluster analytic study. Psychiatry Res. 2012 Dec 30; 200(2-3):272-80. PMID: 22925372; PMCID: PMC3535009.
    Citations: 14     Fields:    Translation:Humans
  21. Shaikh M, Hall MH, Schulze K, Dutt A, Li K, Williams I, Walshe M, Constante M, Broome M, Picchioni M, Toulopoulou T, Collier D, Stahl D, Rijsdijk F, Powell J, Murray RM, Arranz M, Bramon E. Effect of DISC1 on the P300 waveform in psychosis. Schizophr Bull. 2013 Jan; 39(1):161-7. PMID: 21878470; PMCID: PMC3523903.
    Citations: 12     Fields:    Translation:Humans
  22. Hall MH, Spencer KM, Schulze K, McDonald C, Kalidindi S, Kravariti E, Kane F, Murray RM, Bramon E, Sham P, Rijsdijk F. The genetic and environmental influences of event-related gamma oscillations on bipolar disorder. Bipolar Disord. 2011 May; 13(3):260-71. PMID: 21676129.
    Citations: 8     Fields:    Translation:Humans
  23. Schulze KK, Walshe M, Stahl D, Hall MH, Kravariti E, Morris R, Marshall N, McDonald C, Murray RM, Bramon E. Executive functioning in familial bipolar I disorder patients and their unaffected relatives. Bipolar Disord. 2011 Mar; 13(2):208-16. PMID: 21443575.
    Citations: 14     Fields:    Translation:Humans
  24. Bloch-Salisbury E, Hall MH, Sharma P, Boyd T, Bednarek F, Paydarfar D. Heritability of apnea of prematurity: a retrospective twin study. Pediatrics. 2010 Oct; 126(4):e779-87. PMID: 20837586.
    Citations: 10     Fields:    Translation:Humans
  25. Ettinger U, Schmechtig A, Toulopoulou T, Borg C, Orrells C, Owens S, Matsumoto K, van Haren NE, Hall MH, Kumari V, McGuire PK, Murray RM, Picchioni M. Prefrontal and striatal volumes in monozygotic twins concordant and discordant for schizophrenia. Schizophr Bull. 2012 Jan; 38(1):192-203. PMID: 20538831.
    Citations: 21     Fields:    Translation:Humans
  26. Surguladze SA, Marshall N, Schulze K, Hall MH, Walshe M, Bramon E, Phillips ML, Murray RM, McDonald C. Exaggerated neural response to emotional faces in patients with bipolar disorder and their first-degree relatives. Neuroimage. 2010 Oct 15; 53(1):58-64. PMID: 20595014.
    Citations: 50     Fields:    Translation:Humans
  27. Hall MH, Taylor G, Salisbury DF, Levy DL. Sensory gating event-related potentials and oscillations in schizophrenia patients and their unaffected relatives. Schizophr Bull. 2011 Nov; 37(6):1187-99. PMID: 20363872.
    Citations: 44     Fields:    Translation:Humans
  28. Allin MP, Marshall N, Schulze K, Walshe M, Hall MH, Picchioni M, Murray RM, McDonald C. A functional MRI study of verbal fluency in adults with bipolar disorder and their unaffected relatives. Psychol Med. 2010 Dec; 40(12):2025-35. PMID: 20146832.
    Citations: 10     Fields:    Translation:Humans
  29. Shaikh M, Hall MH, Schulze K, Dutt A, Walshe M, Williams I, Constante M, Picchioni M, Toulopoulou T, Collier D, Rijsdijk F, Powell J, Arranz M, Murray RM, Bramon E. Do COMT, BDNF and NRG1 polymorphisms influence P50 sensory gating in psychosis? Psychol Med. 2011 Feb; 41(2):263-76. PMID: 20102668.
    Citations: 18     Fields:    Translation:Humans
  30. Hall MH, Smoller JW. A new role for endophenotypes in the GWAS era: functional characterization of risk variants. Harv Rev Psychiatry. 2010 Jan-Feb; 18(1):67-74. PMID: 20047462.
    Citations: 36     Fields:    Translation:Humans
  31. Hall MH, Taylor G, Sham P, Schulze K, Rijsdijk F, Picchioni M, Toulopoulou T, Ettinger U, Bramon E, Murray RM, Salisbury DF. The early auditory gamma-band response is heritable and a putative endophenotype of schizophrenia. Schizophr Bull. 2011 Jul; 37(4):778-87. PMID: 19946013.
    Citations: 46     Fields:    Translation:Humans
  32. Chaddock CA, Barker GJ, Marshall N, Schulze K, Hall MH, Fern A, Walshe M, Bramon E, Chitnis XA, Murray R, McDonald C. White matter microstructural impairments and genetic liability to familial bipolar I disorder. Br J Psychiatry. 2009 Jun; 194(6):527-34. PMID: 19478293.
    Citations: 62     Fields:    Translation:Humans
  33. Hall MH, Schulze K, Rijsdijk F, Kalidindi S, McDonald C, Bramon E, Murray RM, Sham P. Are auditory P300 and duration MMN heritable and putative endophenotypes of psychotic bipolar disorder? A Maudsley Bipolar Twin and Family Study. Psychol Med. 2009 Aug; 39(8):1277-87. PMID: 19250581.
    Citations: 44     Fields:    Translation:Humans
  34. Kravariti E, Schulze K, Kane F, Kalidindi S, Bramon E, Walshe M, Marshall N, Hall MH, Georgiades A, McDonald C, Murray RM. Stroop-test interference in bipolar disorder. Br J Psychiatry. 2009 Mar; 194(3):285-6. PMID: 19252161.
    Citations: 9     Fields:    Translation:Humans
  35. Hall MH, Schulze K, Sham P, Kalidindi S, McDonald C, Bramon E, Levy DL, Murray RM, Rijsdijk F. Further evidence for shared genetic effects between psychotic bipolar disorder and P50 suppression: a combined twin and family study. Am J Med Genet B Neuropsychiatr Genet. 2008 Jul 05; 147B(5):619-27. PMID: 18189279.
    Citations: 14     Fields:    Translation:Humans
  36. Drapier D, Surguladze S, Marshall N, Schulze K, Fern A, Hall MH, Walshe M, Murray RM, McDonald C. Genetic liability for bipolar disorder is characterized by excess frontal activation in response to a working memory task. Biol Psychiatry. 2008 Sep 15; 64(6):513-20. PMID: 18571627.
    Citations: 29     Fields:    Translation:Humans
  37. Schulze KK, Hall MH, McDonald C, Marshall N, Walshe M, Murray RM, Bramon E. Auditory P300 in patients with bipolar disorder and their unaffected relatives. Bipolar Disord. 2008 May; 10(3):377-86. PMID: 18402626.
    Citations: 25     Fields:    Translation:Humans
  38. Hall MH, Rijsdijk F. Validating endophenotypes for schizophrenia using statistical modeling of twin data. Clin EEG Neurosci. 2008 Apr; 39(2):78-81. PMID: 18450173.
    Citations: 2     Fields:    Translation:Humans
  39. Toulopoulou T, Picchioni M, Rijsdijk F, Hua-Hall M, Ettinger U, Sham P, Murray R. Substantial genetic overlap between neurocognition and schizophrenia: genetic modeling in twin samples. Arch Gen Psychiatry. 2007 Dec; 64(12):1348-55. PMID: 18056542.
    Citations: 82     Fields:    Translation:Humans
  40. Martin LF, Hall MH, Ross RG, Zerbe G, Freedman R, Olincy A. Physiology of schizophrenia, bipolar disorder, and schizoaffective disorder. Am J Psychiatry. 2007 Dec; 164(12):1900-6. PMID: 18056246.
    Citations: 23     Fields:    Translation:Humans
  41. Martin LF, Leonard S, Hall MH, Tregellas JR, Freedman R, Olincy A. Sensory gating and alpha-7 nicotinic receptor gene allelic variants in schizoaffective disorder, bipolar type. Am J Med Genet B Neuropsychiatr Genet. 2007 Jul 05; 144B(5):611-4. PMID: 17192894; PMCID: PMC3123155.
    Citations: 12     Fields:    Translation:HumansCells
  42. Hall MH, Rijsdijk F, Picchioni M, Schulze K, Ettinger U, Toulopoulou T, Bramon E, Murray RM, Sham P. Substantial shared genetic influences on schizophrenia and event-related potentials. Am J Psychiatry. 2007 May; 164(5):804-12. PMID: 17475740.
    Citations: 41     Fields:    Translation:Humans
  43. Ettinger U, Picchioni M, Landau S, Matsumoto K, van Haren NE, Marshall N, Hall MH, Schulze K, Toulopoulou T, Davies N, Ribchester T, McGuire PK, Murray RM. Magnetic resonance imaging of the thalamus and adhesio interthalamica in twins with schizophrenia. Arch Gen Psychiatry. 2007 Apr; 64(4):401-9. PMID: 17404117.
    Citations: 25     Fields:    Translation:Humans
  44. Hall MH, Rijsdijk F, Kalidindi S, Schulze K, Kravariti E, Kane F, Sham P, Bramon E, Murray RM. Genetic overlap between bipolar illness and event-related potentials. Psychol Med. 2007 May; 37(5):667-78. PMID: 17224092.
    Citations: 19     Fields:    Translation:Humans
  45. Schulze KK, Hall MH, McDonald C, Marshall N, Walshe M, Murray RM, Bramon E. P50 auditory evoked potential suppression in bipolar disorder patients with psychotic features and their unaffected relatives. Biol Psychiatry. 2007 Jul 15; 62(2):121-8. PMID: 17123476.
    Citations: 32     Fields:    Translation:Humans
  46. Faraone SV, Hwu HG, Liu CM, Chen WJ, Tsuang MM, Liu SK, Shieh MH, Hwang TJ, Ou-Yang WC, Chen CY, Chen CC, Lin JJ, Chou FH, Chueh CM, Liu WM, Hall MH, Su J, Van Eerdewegh P, Tsuang MT. Genome scan of Han Chinese schizophrenia families from Taiwan: confirmation of linkage to 10q22.3. Am J Psychiatry. 2006 Oct; 163(10):1760-6. PMID: 17012687.
    Citations: 31     Fields:    Translation:HumansCells
  47. Hall MH, Schulze K, Rijsdijk F, Picchioni M, Ettinger U, Bramon E, Freedman R, Murray RM, Sham P. Heritability and reliability of P300, P50 and duration mismatch negativity. Behav Genet. 2006 Nov; 36(6):845-57. PMID: 16826459.
    Citations: 65     Fields:    Translation:Humans
  48. Hall MH, Schulze K, Bramon E, Murray RM, Sham P, Rijsdijk F. Genetic overlap between P300, P50, and duration mismatch negativity. Am J Med Genet B Neuropsychiatr Genet. 2006 Jun 05; 141B(4):336-43. PMID: 16649211.
    Citations: 20     Fields:    Translation:Humans
  49. Ettinger U, Picchioni M, Hall MH, Schulze K, Toulopoulou T, Landau S, Crawford TJ, Murray RM. Antisaccade performance in monozygotic twins discordant for schizophrenia: the Maudsley twin study. Am J Psychiatry. 2006 Mar; 163(3):543-5. PMID: 16513882.
    Citations: 27     Fields:    Translation:Humans
  50. Hwu HG, Faraone SV, Liu CM, Chen WJ, Liu SK, Shieh MH, Hwang TJ, Tsuang MM, OuYang WC, Chen CY, Chen CC, Lin JJ, Chou FH, Chueh CM, Liu WM, Hall MH, Tsuang MT. Taiwan schizophrenia linkage study: the field study. Am J Med Genet B Neuropsychiatr Genet. 2005 Apr 05; 134B(1):30-6. PMID: 15685625.
    Citations: 20     Fields:    Translation:Humans
  51. Adler LE, Olincy A, Cawthra EM, McRae KA, Harris JG, Nagamoto HT, Waldo MC, Hall MH, Bowles A, Woodward L, Ross RG, Freedman R. Varied effects of atypical neuroleptics on P50 auditory gating in schizophrenia patients. Am J Psychiatry. 2004 Oct; 161(10):1822-8. PMID: 15465979.
    Citations: 62     Fields:    Translation:Humans
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Funded by the NIH National Center for Advancing Translational Sciences through its Clinical and Translational Science Awards Program, grant number UL1TR002541.