Background: The relationships between hoarding disorder (HD) and other neurological and psychiatric disorders remain largely unknown. Although psychiatric burden in those with HD is high, less is known about neurological disorders. Furthermore, which disorders are primarily associated with HD vs which can be better explained via a relationship with another disorder has not been determined. To address these questions, we examined comorbidity patterns of psychiatric and neurological disorders in a large online registry of adults using network analyses., Methods: We first examined psychiatric comorbidity among 252 participants completing clinician administered psychiatric assessments. Using the Brain Health Registry (BHR) (N = 15,978), we next analyzed prevalence of self-reported neurological and psychiatric disorders among participants with no/minimal hoarding, subclinical hoarding, and clinically significant hoarding and used network analyses to identify direct and indirect relationships between HD and the assessed psychiatric and neurological disorders., Results: The most prevalent comorbidity in clinically assessed participants with HD was major depressive disorder (MDD, 62%), followed by generalized anxiety disorder (GAD, 32%). Network analyses in the BHR indicated that the strongest direct relationships with HD were attention-deficit hyperactivity disorder (ADHD), major depressive disorder (MDD), and obsessive-compulsive disorder (OCD). The relationships between HD and neurological disorders, including mild cognitive impairment, were weak or non-existent after controlling for other disorders., Conclusions: ADHD, MDD, and OCD form a triad of psychiatric disorders directly associated with HD. Despite their high comorbidity rates, the associations among anxiety disorders and HD were weak or indirect., Competing Interests: Declaration of competing interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Dr. Mathews has received royalties from W.W. Norton and Company, and travel funding from the Tourette Association of America. She has received research funding from the National Institutes of Health, the International Obsessive Compulsive Foundation, the Tourette Association of America, and the Patient Centered Research Outcomes Institute. She is an unpaid member of several advisory boards, including the Tourette Association of America, the International OCD Foundation, and the Family Foundation for OCD Research. Dr. Mackin has received research funding from the National Institutes of Health and Janssen Research and Development LLC. Dr. Sordo Vieira has received funding from the American Mathematical Society, the US National Science Foundation, and the National Institutes of Health. Dr. Nosheny has received support grants from: NIH (grant to institution), California Department of Public Health (grant to institution), Genentech, Inc. (grant to institution), Alzheimer's Association (grant to institution). Dr. Nosheny received the following support for attending meetings: MCI 2020 symposium/Mt. Sinai: payment to her. Dr. Simpson has received royalties from the Tourette Association of America for consultation and speaking engagements. Dr. Weiner has performed paid consulting on advisory boards for Alzheon, Inc., Biogen, Cerecin, Dolby Family Ventures, Eli Lilly, Merck Sharp & Dohme Corp., Nestle/Nestec, and Roche, and University of Southern California (USC). He has provided consulting for Baird Equity Capital, BioClinica, Cerecin, Inc., Cytox, Dolby Family Ventures, Duke University, FUJIFILM-Toyama Chemical (Japan), Garfield Weston, Genentech, Guidepoint Global, Indiana University, Japanese Organization for Medical Device Development, Inc. (JOMDD), Nestle/Nestec, NIH, Peerview Internal Medicine, Roche, T3D Therapeutics, University of Southern California (USC), Medscape, Eisai, and Vida Ventures. He has acted as a speaker/lecturer for The Buck Institute for Research on Aging; China Association for Alzheimer's Disease (CAAD); Japan Society for Dementia Research; Korean Dementia Society and received travel support from University of Southern California (USC), NervGen, ASFNR, CTAD Congres. Dr. Weiner holds stock options for Alzeca, Alzheon, Inc., and Anven. Dr. Weiner receives support for his work from the National Institutes of Health, Department of Defense, Patient-Centered Outcomes Research Institute, the California Dept. of Public Health, The University of Michigan, Siemens, Biogen, Hillblom Foundation, the Alzheimer's Association, the State of California, Johnson and Johnson, Kevin and Connie Shanahan, GE, VUmc, Australian Catholic University, The Stroke Foundation and the Veterans Administration. Dr. Weiner serves on the Editorial Boards for Alzheimer's & Dementia, TMRI and MRI. Moreover, Dr. Weiner has served on Advisory Boards (paid and unpaid) for: Acumen Pharmaceutical, ADNI, Alzheon, Inc., Biogen, Brain Health Registry, Cerecin, Dolby Family Ventures, Eli Lilly, Merck Sharp & Dohme Corp., National Institute on Aging (NIA), Nestle/Nestec, PCORI/PPRN, Roche, University of Southern California (USC), and NervGen. Christian Archer, Jessica Zakrzewski, Ashley Ordway, Marie Jean Gilles, Andrea Guastello, Sara Nutley, Binh Nguyen, and Na Liu reported no biomedical financial interests or potential conflicts of interests., (Copyright © 2022 The Authors. Published by Elsevier Ltd.. All rights reserved.)