Digital Commons Network^™

Global Youth Development: Challenges And Remedies, Raymond Chimezie

Faculty Publications and Presentations

Young people have enormous potential for growth and innovation, but not all have access to resources and opportunities to explore, achieve their dreams, and contribute immensely to society. Absence or limited opportunities and resources pose great challenges to young people’s aspirations. Through a review of literature and study of some countries young people globally face challenges, though at varying degrees like unemployment, limited access to healthcare, social services, and education; lack of professional support, skills acquisition and retraining, and political exclusion; judicial inequity, loneliness, and poor parenting. There still exist policies, structures, or regulations that encourage racial and ethnic or …

Assessing Aflatoxin Knowledge, Perceptions, And Related Practices, In A Rural Coastal Community: A Population-Based Cross-Sectional Survey, Rosebella Iseme, Joseph Abuodha, Anthony Ngugi, Innocent Abayo, Mansoor Saleh

Population Health, East Africa

Background

Aflatoxin contamination is a significant yet under-addressed food safety challenge in low-resource settings, driven by a complex interplay of environmental, agricultural, and socio-economic factors. Limited access to agricultural inputs, inadequate post-harvest handling and storage, and weak regulatory enforcement alongside food scarcity and climate change heighten the risk of contamination and exposure. Human exposure is associated with serious health consequences, including hepatocellular carcinoma, immune suppression, and childhood stunting. Although aflatoxin is increasingly recognized as a global food safety concern, little is known about community-level knowledge, risk perceptions, and preventive practices. This study examined household heads’ awareness, perceptions, and behaviours related …

Cerebral Palsy Detection In Neonatal Intensive Care Unit Infants, Anais Jeday, Shane Tryon, Bryanna Leary, Oleana Jacobson

Biomedical Engineering

The project is conducted in collaboration with Dr. Eric Espinoza-Wade to develop a secure, accurate wearable sensing system for infants in the Neonatal Intensive Care Unit (NICU) who have experienced asymmetric perinatal brain injury (APBI). Infants with APBI are at increased risk for developing unilateral cerebral palsy; however, clinical diagnosis is often delayed until 12–24 months of age, limiting opportunities for early intervention.

The goal of the project is to design a wearable system that securely attaches small, lightweight accelerometers to an infant’s limbs to quantify bilateral limb movement. Triaxial acceleration data will be used to detect movement asymmetries, which …

Beyond The Mortality Paradox: Redesigning Uti Care For People Living With Dementia Through Diagnostic Stewardship, Rob E. Carpenter

Human Resource Development Faculty Publications and Presentations

Managing urinary tract infections (UTI) in people living with dementia presents a mortality paradox: clinicians must balance the risks of antibiotic overuse against the dangers of delayed treatment in high-risk phenotypes. Standard diagnostic criteria often rely on classic, localizing markers like fever and dysuria. However, these gatekeeper signs are frequently absent or blunted in dementia care due to age-associated immune dysregulation and immunosenescence. Consequently, infections often manifest as nonspecific neurobehavioral changes, leading to predictable misclassification and harmful diagnostic delays. This paper reframes UTI management in dementia as a clinical pathway and measurement architecture problem. We propose a verification-first service pathway …

The Who Classification Of Genetic Tumour Syndromes: Considerations For Histopathology, Ian A Cree, Mark J Arends, Joseph D Khoury, Erika Re Denton, Anthony J Gill, Alexander J Lazar, Ian M Frayling, Stefan M Pfister, Mark A Rubin, Katia Rm Leite, Raymond Dalgleish, Elspeth A Bruford, Sharon Plon, Ada Hamosh, Michael Francis Walsh, Gabrielle Goldman-Lévy, Harshima Wijesinghe, William D Foulkes, Dilani Lokuhetty

Faculty, Staff and Students Publications

No abstract provided.

Radiotheranostics For Gynecological Pathologies, Joni Sebastiano

Dissertations, Theses, and Capstone Projects

Molecular imaging, specifically positron emission tomography (PET), is vital for detecting disease and understanding its biological makeup. The exploitation of radiolabeled antibodies for PET imaging has proven to be indispensable to the field of molecular imaging over the last several decades. The development of radioimmunoconjugates for use in immunoPET has not only allowed for the sensitive, specific, and high-resolution detection of disease, but has also enabled a deeper understanding of the disease biology, ultimately guiding more personalized therapeutic strategies. Most typically, this technology is harnessed for the diagnosis and treatment of cancer, however more recently, the field has explored the …

Music Appreciation In Cochlear Implant Users: A Questionnaire, Hanna Davidson

Dissertations, Theses, and Capstone Projects

Cochlear implants provide significant benefits for speech perception in individuals with severe to profound hearing loss; however, music perception and appreciation remain challenging due to limited spectral and temporal resolution. This study examined music appreciation in post lingually deafened adult cochlear implant users, focusing on changes in enjoyment, listening behaviors, and subjective experiences following implantation. Sixteen adults completed a 36-item questionnaire assessing pre- and post-implant music engagement, perceived sound quality, and emotional responses to music. Quantitative data were analyzed using descriptive statistics and inferential statistics, and qualitative responses were analyzed thematically.

Results indicated a moderate decline in music enjoyment following …

Neural Correlates Of Recognition Memory And Metamemory In Breast Cancer Survivors: An Event-Related Potential Study, Dishari Zaman Azad

Dissertations, Theses, and Capstone Projects

Breast cancer survivors (BCS) often report noticeable cognitive difficulties despite showing limited impairment on standardized neuropsychological tests. Some have theorized that this is simply an insensitivity of standardized testing to subtle cognitive changes (test-insensitivity hypothesis), whereas others have suggested there are early neural changes that are detected by patients but precede detection by these tests (early signal hypothesis) or that when they achieve normal performance, it is through saliently effortful compensatory processes (compensation hypothesis). The present study tested these theories by assessing metamemory and recognition memory retrieval in BCS and non-cancer controls (NCC) using both behavioral and event-related potential (ERP) …

Implicit Attitudes Toward Hearing Aid Visibility: Conspicuous Versus Inconspicuous Hearing Aid Colors, Orly R. Ames

Dissertations, Theses, and Capstone Projects

Hearing aid stigma remains a significant barrier to treatment uptake, with device visibility frequently identified as a contributing factor. Although prior research has examined visibility in relation to hearing aid size and style, the role of color as a distinct aesthetic dimension has not been systematically investigated. The present study assessed whether hearing aid color affects implicit and explicit attitudes toward hearing aids and whether such evaluations differ across contexts. Twenty-six adults who were not current hearing aid users participated in an online quantitative multi-method study consisting of an Implicit Association Test (IAT) and self-report questionnaires. The IAT measured implicit …

Enhancing Ecological Validity In Speech-In-Noise Testing: Integrating Virtual Reality For A Multisensory Audiological Experience, Paulina Lee

Dissertations, Theses, and Capstone Projects

Despite the remarkable advances in hearing healthcare technology, the speech recognition tests used in routine clinical audiological assessment have remained essentially the same for decades.  Monosyllabic word recognition tests in quiet, such as the Northwestern University Auditory Test No. 6 (NU-6; Tillman & Carhart, 1966), have served as the audiology field’s default measure of speech understanding.  Modern speech-in-noise (SIN) tests, such as the QuickSIN (Killion et al., 2004), have emerged, yet they remain auditory-only, leaving an unignorable gap between what clinical tests measure and how patients communicate in daily life.  The present study examined whether pairing a standard SIN test …

Kanak-Ish Misfits: Queer Imaginaries, Racialized Borders, And The Politics Of Care In Berlin, Germany, Faruk Seref

Dissertations, Theses, and Capstone Projects

This dissertation examines queer Muslim experiences of border politics, racialization, and care in Berlin, Germany. By formulating bordering as a domineering and oppressive practice of boundary-making, I study how global bordering mechanisms shape and disrupt structures of care, caring, and being cared for. With an intersectional focus on race, gender, sexuality, and sex, I argue that borders are simultaneously materialized and challenged in varying localities, including the nightclub, the queer scene, the diasporic neighborhoods, and households. Ultimately, viewing collective care as fundamental to survival, healing, resistance, and building non-punitive lifeworlds, I theorize the counter-hegemonic practices of queers of color through …

Parkinson’S Disease Phenotype Stratification Using Multiple Correspondence Analysis, Kelly Astudillo

Dissertations, Theses, and Capstone Projects

Parkinson’s disease (PD) is the second most common neurodegenerative disorder, with over 12 million people projected to be affected by 2040 (Dorsey et al., 2018). Deep phenotyping and stratification can provide useful information regarding PD pathogenesis and can aid in the  development of disease modifying therapies that aim to delay the progression or prevent the onset of neurodegeneration (Blandini et al., 2019; Smith & Schapira, 2022). Utilizing multivariate methods such as multiple correspondence analysis (MCA) permits for the simultaneous analysis of distinct data modalities. To the best of our knowledge, MCA has not been previously used to explore phenotype patterns …

A Predictive Coding Account Of Spatial Working Memory Following Prophylactic Levetiracetam Administration Prior To Traumatic Brain Injury, Omeima Mutwali

Dissertations, Theses, and Capstone Projects

Traumatic brain injury (TBI) symptom prevention and remediation is an important area of research that would benefit vulnerable groups, including active-duty and veteran soldiers. These patients can sustain penetrative forces in fields of combat or in training, which result in focal lesions that trigger inflammatory and degenerative processes in the brain. Both primary and secondary injuries are associated with changes to cognition, behavior and affective state. This disease poses increased risk of epileptogenesis, as well. Given these outcomes, prior research has evaluated levetiracetam (LEV) as a prophylactic treatment for seizures, cognitive deficits and negative emotionality. LEV acts as a presynaptic …

Impacts Of The Early Collaborative Intervention On Mother-Preterm Infant Interaction At One Month Of Age: Secondary Analysis Of A Randomized Controlled Trial, Charlotte Sahlén Helmer, Ulrika Birberg Thornberg, Thomas Abrahamsson, Evalotte Mörelius

Research outputs 2022 to 2026

Background A sensitive, well-functioning maternal interaction is vital for healthy infant development. For moderate to late preterm infants, this is even more important as this group of infants are at increased risk of facing neurodevelopmental disorders. The Early Collaborative Intervention supports parent-preterm infant interaction and includes three sessions, two in the hospital and one after discharge. Objective To investigate the impact of the Early Collaborative Intervention, compared with standard care, on mother-preterm infant interaction at one month corrected age. Design A longitudinal randomized controlled trial, reporting secondary outcomes from the first follow-up. Setting The intervention was conducted at a pediatric …

Lymph Node Dissection And Postoperative Complications After Lung Cancer Resection, Isheeta Madeka, Khaled Noueihed, Jacob Woodroof, Shale Mack, Hamza Rshaidat, Gregory L Whitehorn, Sneha Alaparthi, Scott H. Koeneman, Tyler R. Grenda, Nathaniel R. Evans, Iii, Olugbenga T. Okusanya

Department of Surgery Faculty Papers

Importance: Current lung cancer guidelines recommend lymph node sampling (LNS) with the 3 + 1 rule, which recommends station-based sampling with at least 3 N2 (mediastinal) and 1 N1 (hilar) nodal stations. Although there is oncologic benefit to rigorous LNS, potential negative impacts on surgical outcomes have not been well investigated. As adoption of the 3 + 1 rule increases given its formalization as guideline-concordant care, associations with adverse outcomes are crucial to characterize.

Objective: To evaluate whether satisfying the 3 + 1 rule is associated with increased postoperative complications.

Design, setting, and participants: This retrospective cohort study used the …

Climate-Driven Stochastic Modelling Of Crimean-Congo Haemorrhagic Fever Transmission In Uganda, P. G. Kpatchana, J. Aduda, K. M. Agboka

All Peer-Reviewed Publications

Crimean-Congo haemorrhagic fever (CCHF) is a climate-sensitive tick-borne zoonosis that remains a significant public health concern in Uganda, where temperature and vapour pressure deficit influence tick ecology and consequently disease transmission. This study aimed to develop and analyse a climate-driven stochastic model for CCHF transmission among ticks, livestock, and humans under environmental variability in Uganda. A compartmental transmission model was formulated and extended into a stochastic differential equation framework by incorporating multiplicative environmental noise. Climate-dependent tick recruitment, development, and mortality were parameterized using district-level temperature and vapour pressure deficit data to capture spatial heterogeneity in transmission risk. Theoretical analyses based …

Ai In Healthcare: Regulatory Guidelines And Judge-Made Negligence Principles For Ai Implementers, Gary K. Y. Chan

Research Collection Yong Pung How School Of Law

The use of artificial intelligence (AI) in healthcare may, notwithstanding its potential benefits, result in harm to patients from allegedly negligent acts or omissions by hospitals and medical doctors. In such circumstances, how should the principles in the tort of negligence (duty of care, breach, causation, remoteness of damage, and defences) respond to AI innovations in healthcare? In particular, how may the standard of care expected of hospitals and medical doctors be informed by regulatory guidelines? We refer to case law precedents and regulatory guidelines on the roles and responsibilities of doctors and hospitals as AI implementers. Importantly, they prompt …

Early Neurodevelopmental Outcomes In Children With Congenital Heart Disease., Mike Seed, Dawn Ilardi, Valerie Rofeberg, Cynthia Ortinau, Caren Goldberg, Garrett Reichle, Lauren Bush, Justin Elhoff, Amy Jo Lisanti, Jennifer Butcher, Caitlin Rollins, Andrew Van Bergen, Shabnam Peyvandi, Emily Bucholz, Stephanie Cox, Lyla Hampton, Jacqueline Sanz, Sonia Monteiro, Shruti Tewar, Kiona Allen, Caroline Lee, Kristi Glotzbach, Nneka Alexander, Laurel Bear, Corinne Anton, Renee Sananes, Linh Ly, Gina Boucher, Kelly Wolfe, Lindsay Edwards, Elizabeth J. Willen, Alexander Tan, Christina Ortega, Erica Sood, Anjali Sadhwani, Kari Crawford Plant, Lauren Quigley, Jessica Pliego, Elizabeth Valles, Abbey Hines, David Wypij, Thomas Miller

Manuscripts, Articles, Book Chapters and Other Papers

IMPORTANCE: Neurodevelopmental impairments are common in children with congenital heart disease.

OBJECTIVES: To compare neurodevelopmental outcomes by cardiac diagnosis and identify associations between medical and social factors and early neurodevelopmental outcomes among children with congenital heart disease.

DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional analysis used neurodevelopmental follow-up data obtained between May 1, 2019, and June 30, 2022, and entered into the Cardiac Neurodevelopmental Outcome Collaborative (CNOC) registry, with linkage to the Pediatric Cardiac Critical Care Consortium registry. Children younger than 30 months from 25 CNOC sites were studied. Data analysis was performed between January 2023 and December 2024.

EXPOSURES: Patients …

Exploring The Role Of Vitamin D In Familial Mediterranean Fever: Pathogenesis, Triggers, And Immune Modulation, Hagop Sassounian, Saad Aad, Hilda E. Ghadieh, Lara Khouzami, Elsa Nicolas, Sami Azar, Frederic Harb

All Works

Familial Mediterranean Fever (FMF) is among the most frequent autoinflammatory diseases in populations originating from the area of Middle Eastern and Mediterranean countries. It is caused by mutations in the MEFV gene, which causes dysregulated pyrin expression and thus an immunologic anomaly. FMF is diagnosed by recurrent episodes of fever and serosal inflammation, predominantly peritonitis and pleuritis, as well as other systemic symptoms. Recent research is dedicated to searching for factors beyond genetic code contributing to how FMF evolves, the severity of its symptoms and response to conventional therapy—colchicine. These factors include epigenetic modifications of the MEFV gene and other …

Investigating Individual And Group Level Mediators Of Fear Acquisition, Rachel S. Lese

Dissertations, Theses, and Capstone Projects

The ability to discriminate between cues predictive of threat vs. safety (fear acquisition) and subsequently update fear responding when contingencies change (fear extinction) is crucial to survival for all organisms. While these processes have been the subject of intense experimental scrutiny for several decades, most human fear learning studies have focused primarily on extinction learning and fear recovery processes, with less focus on fear acquisition itself. Indeed, researchers typically aim to minimize variability during fear acquisition in order to rule out differences in extinction being driven by variability during the initial learning phase. Thus, experimental protocols are often optimized to …

Family Planning Exemplar Country Selection Methodology: Time Lag And Trends Analysis, Zahid Memon, Abeer Mian, Ira Martopullo, Narjis Hussain, Zeba Sathar, Ali Mohammad Mir, Michael Mbizvo, Marleen Temmerman, Jen Drake, Zulfiqar Bhutta

Centre of Excellence in Women and Child Health

Introduction While many countries achieved notable gains in contraceptive use levels after the 1994 International Conference on Population and Development which redefined family planning (FP) as a human right, there was a long period of 15 years when contraceptive use levels did not receive due attention. It was only later that its subsequent inclusion in the Sustainable Development Goals and the 2012 London Summit on FP renewed global commitment and a focus towards FP. This paper aims to select countries that identify as ‘exemplar’ low-middle-income countries that have achieved exceptional progress in FP. Examining these outliers can uncover actionable drivers …

Ppg-Sport: A Dataset For Reliable Heart Rate Monitoring From Wrist Ppg Under Dynamic Sports Conditions, Changshuo Hu, Hung Manh Pham, Yiming Zhang, Guanru Yan, Xiao Ma, Yuezhong Wu, Thivya Kandappu, Archan Misra, Dong Ma

Research Collection School Of Computing and Information Systems

Photoplethysmography (PPG) has become a cornerstone of physiological sensing in wearable devices, enabling non-invasive monitoring of heart rate and related biomarkers. However, its reliability deteriorates sharply under dynamic, high-intensity, or non-periodic motions such as those in sports, where existing datasets fail to capture realistic wrist dynamics. To address this gap, we introduce PPG-Sport, the first large-scale dataset designed for heart rate monitoring from wrist-worn PPG under real sports conditions. The PPG-Sport dataset includes synchronized PPG, inertial measurement unit (IMU), and electrocardiography (ECG) recordings from both wrists of 30 participants across six representative activities: stationary, walking, running, badminton, table tennis, and …

A Survey Of Earable Technology: Trends, Tools, And The Road Ahead, Changshuo Hu, Qiang Yang, Yang Liu, Tobias Röddiger, Kayla-Jade Butkow, Mathias Ciliberto, Adam Luke Pullin, Jake Stuchbury-Wass, Mahbub Hassan, Cecilia Mascolo, Dong Ma

Research Collection School Of Computing and Information Systems

Earable devices, wearables positioned in or around the ear, are undergoing a rapid transformation from audio-centric accessories into multifunctional systems for interaction, contextual awareness, and health monitoring. This evolution is driven by commercial trends emphasizing sensor integration and by a surge of academic interest exploring novel sensing capabilities. Building on the foundation established by earlier surveys, this work presents a timely and comprehensive review of earable research published since 2022. We attempt to answer three core questions: (1) how has earable research evolved in recent years, (2) what enabling resources are now available, and (3) what opportunities remain for future …

Expanding The Omop Common Data Model To Support Extracorporeal Life Support Research, Clemens Rieder, Ahmed Said, Et Al.

2020-Current year OA Pubs

OBJECTIVE: Despite the increased availability of electronic health records, open-source standardized data collection to facilitate high-resolution data during extracorporeal life support (ECLS) is lacking. This project aimed to assess the Observational Medical Outcomes Partnership Common Data Model (OMOP CDM) for interoperability to store data sufficiently generated in the context of ECLS and to develop a custom data model expansion in case the OMOP CDM proved insufficient.

DESIGN AND SETTING: The OMOP CDM was analyzed qualitatively by expert consensus for its capability to capture data relative to ECLS as well as the presence of fitting ECLS-related concepts. Database entries necessary to …

Systematic Identification Of Cell-Cell Interactions Associated With The Severity Of Patients With Alzheimer’S Disease, Zijian Zhang, Naail Chowdhury, Jing Dong, Lang Wu, Chao Cheng

Faculty, Staff and Students Publications

Background

Alzheimer's disease (AD) is a complex, multifactorial neurodegenerative disorder involving dysfunction across multiple brain regions. While accumulating evidence has implicated the roles of diverse cell types, including neurons, glia, and vascular cells in AD pathogenesis, it is still poorly understood how cell type interactions drive or respond to the disease progression and severity.

Objective

This study aimed to systematically characterize cell-type–specific alterations and intercellular communication changes associated with AD progression.

Methods

We leveraged the transcriptome profiling and a previously established statistical framework to present a comprehensive mapping of the cellular interaction landscape in the human brain of AD.

Results …

Treatment Of Hemifacial Spasm With Endovascular Stenting Of The Vertebral Artery, Maximillian Feygin, Marcus Shee-Tzer Wong, Andrew Zhang, Ashwin Viswanathan, Omar Tanweer

Faculty, Staff and Students Publications

Background and importance: Hemifacial spasm (HFS) is a movement disorder characterized by involuntary spasms of the facial muscles that can lead to debilitating symptoms and is typically caused by vascular compression. Classically, microvascular decompression of the offending vessel is the gold standard; however, in certain cases, microvascular decompression may have increased risk because of patient comorbidities and underlying anatomy. In this report, we describe a unique endovascular approach with flow diversion for the treatment of HFS.

Clinical presentation: A 70-year-old woman presented to the clinic with a 5-year history of HFS on the right side progressing from the eye to …

Mitigating Disparities In Diagnosis Of Dementia, Lycia Tramujas Vasconcellos Neumann, Simin Mahinrad, Erin L. Abner, Soo Borson, Goldie S. Byrd, Maria Carrillo, Lindsay Clark, Anthony N. Correro Ii, Kacie D. Deters, Gladys E. Maestre

School of Medicine Publications

The field of Alzheimer's disease and related dementias (AD/ADRD) is undergoing a transformative shift with a better understanding of disease biology, biomarker-based diagnostics, and disease-modifying therapies. Yet, these advancements risk exacerbating existing disparities in diagnosis and care. The 2024 Alzheimer's Association International Conference (AAIC) Advancements: Exploring Equity in Diagnosis convened interdisciplinary experts to address these inequities and chart a path toward population-generalizable research and practice. This article synthesizes key insights from the conference, highlighting considerations for inclusive and representative research design, ethical approaches in diagnostic disclosure, as well as challenges and solutions at individual, community, and systemic levels to advance …

Fetal Instability And Resuscitative Management During Fetal Intervention: A Retrospective, Descriptive Analysis Of 245 Fetal Cardiac And Spina Bifida Procedures, Claire A Naus, Betul Yilmaz Furtun, Jessian L Munoz, Rebecca M Johnson, Carolyn A Altman, Michael A Belfort, Luc Joyeux, Alice King, David G Mann, Shaine Morris, Athar M Qureshi, Magdalena Sanz Cortes, William E Whitehead, Caitlin D Sutton

Faculty, Staff and Students Publications

Objective: The heterogeneity of fetal surgery has led to variability in the nature and frequency of fetal instability. Understanding these differences is critical for optimizing management.

Methods: We reviewed all fetal atrial septal interventions (FASI) and fetoscopic myelomeningocele (fMMC) repairs with fetal instability performed at our institution between March 2012 and April 2025. We described and compared the frequency, timing, etiology, and management of fetal instability.

Results: During the study period, 28 unique patients underwent 35 FASI procedures, and 210 patients underwent fMMC repair. Fetal instability occurred in 51 of 245 cases (20.8%), with rates varying significantly by procedure type …

Matching-Adjusted Indirect Comparison Of Acoltremon Ophthalmic Solution 0.003% And Cyclosporine 0.05% Ophthalmic Emulsion For Increased Tear Production In Patients With Dry Eye Disease, Stephen Pflugfelder, Tony Okoro, Margaret Ainslie-Garcia, Anja Haltner, Emily K Prentiss, Elizabeth M Salvo-Halloran, Nikethana Srikanth, Michelle Senchyna, Esen K Akpek

Faculty, Staff and Students Publications

No abstract provided.

Functional Genomics Studies Of Psychiatric Disorders In Individuals Of Latin American Populations: A Scoping Review, Luz M Porras, Isabelle Rodríguez-Lausell, Gabriel Iglesias-Maldonado, Emily Val F Tuliao, Gabriela Martínez, Chelsey Leveque, Julian Tobon, Rachel Eloy, Sintia Belangero, Cynthia M Bulik, Camila M Loureiro, Carolina Muniz Carvalho, Vanessa Ota, Diego Luiz Rovaris, Eric A Storch, Eva Maria Trujillo-Chi Vacuan, Maria M Velasquez, Latin American Genomics Consortium, Marcos L Santoro, Humberto Nicolini, Elizabeth G Atkinson, Janitza L Montalvo-Ortiz, Paola Giusti-Rodríguez

Faculty, Staff and Students Publications

Over the past 15 years, genetic studies of psychiatric disorders have provided important insight into the contribution of both common variants of small effect, as well as rare exonic and copy number variants with large effect sizes. Genome-wide association studies (GWAS) allow us to understand the intricate polygenicity characteristic of many psychiatric disorders. However, a considerable proportion of single nucleotide polymorphisms (SNPs) implicated in these disorders localize to the non-coding regions of the genome. Unraveling the molecular mechanisms that underlie the etiology of psychiatric illnesses requires integration using functional genomics approaches. Functional genomics methods are critical for developing a mechanistic …