Sergey A. Kornilov, PhD
Tagline:Computational, Molecular, & Behavioral Scientist | Founder @Biostochastics
Seattle, WA, USA
Curriculum Vitae (CV)
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I am a computational and translational scientist with 15+ years of experience spanning cognitive neuroscience, systems biology, and observational, experimental, longitudinal, as well as preclinical and clinical research. My trajectory from behavioral science & psychometric assessment to neurophysiology to molecular genetics to multi-omics integration provides a unique perspective on biological complexity: from behavioral phenotypes to molecular mechanisms.
Current Focus
My work centers on identifying and translating multi-omic signatures into therapeutic insights, with particular expertise in neurodegenerative diseases including ALS, Alzheimer's disease, and Parkinson's disease. At the Institute for Systems Biology, I led industry-facing projects from study design to computational analyses for clinical trials (e.g., anti-CD20 monoclonal antibodies, and metabolic activators) as well as observational multi-omic studies.
I now provide translational science consulting to biotechnology companies seeking to accelerate therapeutic development. Having operated at the academia-industry interface throughout my career, I understand the distinct requirements of exploratory R&D vs regulatory-grade research and reporting.
I specialize in: study design; integrating proteomics, transcriptomics, metabolomics, and genomics data using advanced computational frameworks; neuroimaging; machine learning; due diligence; product development; and technical as well as translational writing.
Recent projects include identifying proteomic signatures of treatment response in multiple sclerosis; developing computational pipelines for longitudinal multi-omic analysis; designing biomarker validation strategies for early-stage clinical trials; contributing to the fund-raising and regulatory strategy of emerging biotech; and completing two preclinical studies in a SOD1 murine model of ALS.
Work with Me
My consulting practice (Biostochastics) focuses on companies requiring deep biological understanding coupled with rigorous computational methodology and ability to clearly translate complex findings into actionable insights for a diverse set of stakeholders.
Feel free to check out my resume or reach out by e-mail.
I am particularly interested in partnerships that leverage multi-omic approaches to address unmet medical needs in neurodegeneration and precision medicine.
Companies I worked with: Bryleos, ALS Therapy Development Institute, Thorne HealthTech, Roche Genentech, Gilead Biosciences, iCarbonX US, Finasteride Association, BioAnalytica, and MindTrust. At Arivale, I developed statistical frameworks for direct-to-consumer genetic testing during the early days of precision wellness.
Emergent Ableism
My early research on neurodivergence extends today to examining algorithmic bias in society broadly and in precision medicine specifically. I am interested in what I call "emergent ableism" - how machine learning systems create discrimination cascades affecting neurodivergent populations. This work ensures that computational approaches to personalized medicine maintain equity across diverse patient populations.
Early Career
My early career focused on measurement and individual differences in human cognitive and personality traits. I have (co)-developed the first psychometric tests of spoken Russian and Arabic development for adults and children, respectively.
My interest in individual differences and neurodivergence ultimately led to my pursuing hybrid training at UConn (Go Huskies!), Yale, and Haskins Labs that brought together behavior, brain, and genetic data for a cross-disciplinary study of developmental language disorders.
One of the key outcomes of this research was the discovery of the role of a gene called SETBP1 in developmental language disorders; a finding since robustly replicated by multiple groups. This work also received an award from Society for Research in Child Development (SRCD).
P.S.
I agree with Dr. Avi Loeb: "Science is an expression of love for the Universe". Life sciences are an expression of love for life. Translational science is an expression of love for humanity.
Interests & Expertise
- A.I.-enabled Drug Development and Biomarker Discovery
- Molecular and Computational Systems Biology of Disease and Health
- Multi-Omic Characterization of Longevity, Healthspan, and Well-being
- Precision Medicine and Pharmacogenomics
- Polygenic Risk and Personalized Interventions
- Science-powered Healthcare Product Development
- Innovative High-Risk Interdisciplinary Collaborations
- LLM in Clinical Practice and Client-Patient Interactions
- Evidence-Based Developmental Clinical Science
- Brain Endophenotypes & Brain-Computer Interfaces
- Emergent Ableism and Algorithmic Discrimination
Skills & Toolset
- Data Science
- Machine Learning
- Computational Biology
- Biostatistics
- Clinical Trial Design
- *nix/Shell/Jupyter/Docker/AWS/EC2
- R (Expert) & Python (Int.)
- Multi-Omics
- Statistical Genetics
- DNA and RNA Sequencing
- Proteomics (Olink, Soma)
- Neuroimaging & EEG
- Eye Tracking
- Psycholinguistics
- Psychometrics & Assessment
- Project Management
- Technical, Medical, Grant Writing
- CDISC/ADAM/ICH/FDA
Employment
Principal Translational Scientist & Founder
from: 2024, until: presentOrganization:Biostochastics, LLCLocation:Seattle, WA
Description:Self-employed
Senior Research Scientist 2
from: 2019, until: 2024Organization:Institute for Systems BiologyLocation:Seattle, WA · Hybrid
Description:Health Data Science
Research Scientist II - Statistical Genetics
from: 2018, until: 2019Organization:Arivale, IncLocation:Seattle, WA · On-site
Description:Arivale Research Solutions
Research Assistant Professor
from: 2017, until: 2018Organization:University of HoustonLocation:Houston, TX · On-site
Description:Molecular Genetics and Bioinformatics
Texas Institute for Measurement, Evaluation, and StatisticsResearch Scientist
from: 2016, until: 2017Organization:Saint-Petersburg State UniversityLocation:Russia · Hybrid
Description:Department of Psychology
Post-Doc Training
Duncan Scholar in Human and Molecular Genetics
from: 2016, until: 2018Organization:Baylor College of MedicineLocation:Houston, TX
Description:Department of Human and Molecular Genetics
Post-Doctoral Fellow 2
from: 2016, until: 2017Organization:University of HoustonLocation:Houston, TX
Description:Texas Institute for Measurement, Evaluation, and Statistics
Post-Doctoral Associate in Neuropsychiatric Genetics
from: 2014, until: 2016Organization:Yale UniversityLocation:New Haven, CT
Description:Child Study Center, Yale School of Medicine
Education
Doctor of Philosophy - PhD
from: 2009, until: 2014Field of study:Experimental PsychologySchool:University of ConnecticutLocation:Storrs, CT
DescriptionNeurophysiological and Genetic Bases of Developmental Language Disorder (Co-Advised by Drs. James Magnuson and Nicole Landi).
NSF Integrative Graduate Education and Research Traineeship (IGERT) Associate
Doctor of Philosophy - PhD
from: 2009, until: 2012Field of study:Educational Psychology & PsychometricsSchool:Moscow State UniversityLocation:Moscow, Russia
DescriptionCross-Cultural Invariance of Analytical, Creative, and Practical Abilities of Russian, US, and UK Students
Master's degree - MA
from: 2009, until: 2011Field of study:General PsychologySchool:University of ConnecticutLocation:Storrs, CT
DescriptionLanguage and Cognition
Bachelor's degree - BSc (Specialist)
from: 2003, until: 2008Field of study:PsychologySchool:Moscow State UniversityLocation:Moscow, Russia
DescriptionDiploma with distinction (summa cum laude)
Specialized Training
Disease Modeling and Target Discovery
from: Mar 2025, until: Mar 2025
Organization: In Silico Medicine .
Project Management in Biotechnology Program
from: Oct 2021, until: Aug 2022
Organization: University of Washington & UCSD .
Description:Seattle, WA
Next-Generation DNA Sequencing
from: Jun 2017, until: Jun 2017
Organization: National Human Genome Research Institute .
Description:Birmingham, AL
TETRAD: Graphical and Causal Modeling
from: Apr 2016, until: Apr 2016
Organization: American Statistical Association .
Description:Chicago, IL
Single-Case Intervention Research
from: Jan 2016, until: Jan 2016
Organization: American Psychological Association .
Description:Madison, WI
EEG Signal Processing and Source Localization
from: Apr 2012, until: Apr 2012
Organization: Cortech Solutions, Inc .
Description:San Diego, CA
Structural Equation Modeling
from: Feb 2010, until: Feb 2010
Organization: ARTS Seminar & Freie Universitat .
Description:Berlin, Germany
Selected Publications
Multi-Omic characterization of the effects of Ocrelizumab in patients with relapsing-remitting multiple sclerosis
Journal ArticlePublisher:Journal of the Neurological SciencesDate:2024Authors:Sergey A. KornilovNathan PriceRichard Gelinas...Andrew MagisHeterogeneity in statin responses explained by variation in the human gut microbiome
Journal ArticlePublisher:Cell MedDate:2022Authors:Tomasz WilmanskiSergey A KornilovChristian DienerMatthew P ConomosJennifer C LovejoyPaola SebastianiEric S OrwollLeroy HoodNathan D PriceNoa RappaportothersPlasma levels of soluble ACE2 are associated with sex, Metabolic Syndrome, and its biomarkers in a large cohort, pointing to a possible mechanism for increased severity in COVID-19
Journal ArticlePublisher:Critical CareDate:2020Authors:Sergey A KornilovIsabelle LucasKathleen JadeChengzhen L DaiJennifer C LovejoyAndrew T MagisEffects of early social deprivation on epigenetic statuses and adaptive behavior of young children: A study based on a cohort of institutionalized infants and toddlers
Journal ArticlePublisher:PLoS OneDate:2019Authors:Oxana Yu NaumovaSergey Yu RychkovSergey A KornilovVeronika V OdintsovaVarvara О AnikinaMaria Yu SolodunovaIrina A ArintcinaMarina A ZhukovaIrina V OvchinnikovaOlga V BurenkovaothersGenome-wide homozygosity mapping reveals genes associated with cognitive ability in children from Saudi Arabia
Journal ArticlePublisher:Frontiers in GeneticsDate:2019Authors:Sergey A KornilovMei TanAbdullah AljughaimanOxana Yu NaumovaElena L GrigorenkoLanguage outcomes in adults with a history of institutionalization: behavioral and neurophysiological characterization
Journal ArticlePublisher:Scientific ReportsDate:2019Authors:Sergey A KornilovMarina A ZhukovaIrina V OvchinnikovaIrina V GolovanovaOxana Yu NaumovaTatiana I LogvinenkoAleksandra O DavydovaMaxim V PetrovMaria A ChumakovaElena L GrigorenkoGenome-wide association and exome sequencing study of language disorder in an isolated population
Journal ArticlePublisher:PediatricsDate:2016Authors:Sergey A KornilovNatalia RakhlinRoman KoposovMaria LeeCarolyn YrigollenAhmet Okay CaglayanJames S MagnusonShrikant ManeJoseph T ChangElena L GrigorenkoLexical processing deficits in children with developmental language disorder: An event-related potentials study
Journal ArticlePublisher:Development and PsychopathologyDate:2015Authors:Sergey A KornilovJames S MagnusonNatalia RakhlinNicole LandiElena L GrigorenkoAttentional but not pre-attentive neural measures of auditory discrimination are atypical in children with developmental language disorder
Journal ArticlePublisher:Developmental NeuropsychologyDate:2014Authors:Sergey A KornilovNicole LandiNatalia RakhlinShin-Yi FangElena L GrigorenkoJames S Magnuson
Multiple early factors anticipate post-acute COVID-19 sequelae
Journal ArticlePublisher:CellDate:2022Authors:Y SuD YuanDG ChenRH NgK WangJ ChoiS LiS HongR ZhangJ XieothersManifestations of Alzheimer’s disease genetic risk in the blood are evident in a multiomic analysis in healthy adults aged 18 to 90
Journal ArticlePublisher:Scientific ReportsDate:2022Authors:Laura HeathJohn C EarlsAndrew T MagisSergey A KornilovJennifer C LovejoyCory C FunkNoa RappaportBenjamin A LogsdonLara M MangraviteBrian W KunkleothersIntegrated analysis of plasma and single immune cells uncovers metabolic changes in individuals with COVID-19
Journal ArticlePublisher:Nature BiotechnologyDate:2022Authors:Jihoon W LeeYapeng SuPriyanka BaloniDaniel ChenAna Jimena Pavlovitch-BedzykDan YuanVenkata R DuvvuriRachel H NgJongchan ChoiJingyi XieothersInitiation of ocrelizumab in patients with relapsing multiple sclerosis is associated with a broad immunomodulatory response implicating proinflammatory T-cells: a multi-omics study
Conference PaperPublisher:Multiple Sclerosis JournalDate:2022Authors:S KornilovA MagisN PriceR GelinasJ HeathJ AcostaP RepovicS CohanMapping the human genetic architecture of COVID-19
Journal ArticlePublisher:NatureDate:2021Authors:COVID-19 Host Genetics Initiative Writing GroupLatent profiles of personality traits related to decision making about social distancing (in Russia and Azerbaijan)
Journal ArticlePublisher:Psikhologicheskii zhurnalDate:2021Authors:TV KornilovaSA KornilovAmbulatory risk models for the long-term prevention of sepsis: Retrospective study
Journal ArticlePublisher:JMIR Medical InformaticsDate:2021Authors:Jewel Y LeeSevda MolaniChen FangKathleen JadeD Shane O'MahonySergey A KornilovLindsay T MicoJennifer J HadlockMulti-cohort analysis of host immune response identifies conserved protective and detrimental modules associated with severity across viruses
Journal ArticlePublisher:ImmunityDate:2021Authors:Michele DonatoYiran LiuYapeng SuCheng L DaiSergey A KornilovMinas KaragiannisTheodoros MarantosYehudit Hasin-BrumshteinYudong D HeEvangelos J Giamarellos-BourboulisothersCharacteristics and factors associated with coronavirus disease 2019 infection, hospitalization, and mortality across race and ethnicity
Journal ArticlePublisher:Clinical Infectious DiseasesDate:2021Authors:Chengzhen L DaiSergey A KornilovRyan T RoperHannah Cohen-ClineKathleen JadeBrett SmithJames R HeathGeorge DiazJason D GoldmanAndrew T MagisothersEarly lexical development of children raised in institutional care in Russia
Journal ArticlePublisher:British Journal of Developmental PsychologyDate:2020Authors:Marina A ZhukovaSergey A KornilovStella N TseitlinMarina B EliseevaElena A VershininaRifkat J MuhamedrahimovElena L GrigorenkoMulti-omics resolves a sharp disease-state shift between mild and moderate COVID-19
Journal ArticlePublisher:CellDate:2020Authors:Yapeng SuDaniel ChenDan YuanChristopher LaustedJongchan ChoiChengzhen L DaiValentin VoilletVenkata R DuvvuriKelsey ScherlerPamela Troischothers
Honors & Awards
Outstanding Doctoral Dissertation in Developmental Science
date: 2015-07-01Issuer:Society for Research in Child Development
Isabelle Liberman Award
date: 2014-06-06Issuer:University of Connecticut
Post-Doctoral Merit Award
date: 2015-06-06Issuer:Society for Neurobiology of Language
Service
Academia Neuroscience and Brain Research
From: 2025
Editor
Genetics of Language Consortium (GenLang)
From: 2016
Co-Founder and Member of Steering Committee
European Workshop on Executive Functioning and Meta-Cognition
From: 2013
Main Organizer (with Dr. Natalia Rakhlin) on behalf of the International Society for the Study of Behavioural Development
Behavioral Science for High School Students
From: 2004
To: 2007
Instructor at Moscow State University-led School of Young Psychologists
Peer Reviewer
Funding Agencies
Medical Research Council (United Kingdom)
Journals
Nature Communications
Scientific Reports
PLoS Medicine
PLoS One
American Journal of Medical Genetics Part B
Child Development
Applied Neuropsychology: Child
Learning and Individual Differences
Frontiers in Psychology
Advanced Science
Biology
Metabolites
Genes
Brain Sciences
Assessment
Sensors
Vaccines
Diagnostics
Journal of Clinical Laboratory Analysis
JMIR Formative Research
New Directions in Child and Adolescent Development
Nutrition, Metabolism and Cardiovascular Diseases
Therapeutic Advances in Infectious Disease
Funded Projects
Multi-Omic Characterization of the Effects of Ocrelizumab in Patients with Relapsing-Remitting Multiple Sclerosis
date: 2021Organization:Roche Genentech
Description:Role:Investigator
PI:MagisClinical Sample Collection COVID-19 Patients to Align with NIAID National Study
date: 2020Organization:National Institutes of Health
Description:R01AI141953-02S2
Role: Investigator
PI: BaligaAnalysis of Immune and Organ Systems Responses in Patients with COVID-19
date: 2019Organization:Merck/BARDA
Description:HHSO10020160031C
Role: Investigator
PI: HeathSevere Learning Disabilities in Juvenile Delinquents: Presentation, Course, and Remediation
date: 2017Organization:National Institutes of Health
Description:P20HD091005
Role: Key Investigator
PI: GrigorenkoPsychophysiological Study of Residual Cognitive Development Deficits in Adults with a History of Institutionalization
date: 2016Organization:The Russian Foundation for Basic Research (RFBR)
Description:16-36-60046
Role: Principal InvestigatorAssessment of Language Development in Adolescents and Adults
date: 2016Organization:The Russian Foundation for Humanities (RGNF)
Description:16-36-01084
Role: Principal InvestigatorALEF: Development of a Standardized Assessment of Spoken and Written Arabic Language Development
date: 2014Organization:King Faisal University, Saudi Arabia
Description:Role: Project Director
PI: GrigorenkoImpact of Early Deprivation on Bio-Behavioral Indicators of Child Development
date: 2014Organization:The Russian Ministry of Science and Education
Description:Role: Investigator
PI: GrigorenkoFoundation for Alliance for Education
date: 2014Organization:Institute of Education Sciences
Description:Role: Investigator
PI: GrigorenkoThe Florida Learning Disabilities Research Center Project VI
date: 2014Organization:National Institutes of Health
Description:5P50HD052120
Role: Investigator
PIs: Wagner, Grigorenko