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Mehta S, Peterson H, Ye J, Ibrahim A, Saeed G, Linsky S, Kreinin I, Tsang S, Nwanaji-Enwerem U, Raso A, Arora J, Tokoglu F, Yip SW, Hahn CA, Lacadie C, Greene AS, Jeon S, Constable RT, Barry DT, Redeker NS, Yaggi H, Scheinost D, Weintraub E. Alterations in Volume and Intrinsic Resting-State Functional Connectivity Detected at Brain MRI in Individuals with Opioid Use Disorder. Radiology 2024; 313:e240514. [PMID: 39656127 PMCID: PMC11694074 DOI: 10.1148/radiol.240514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 09/02/2024] [Accepted: 09/13/2024] [Indexed: 01/29/2025]
Abstract
Background Structural and functional MRI studies have revealed brain alterations associated with opioid use disorder (OUD). However, previous research has been limited by small sample sizes, few female participants, and single-modality analyses. Purpose To identify structural and functional brain alterations in individuals with OUD using whole-brain data-driven methods to analyze T1-weighted MRI and resting-state functional MRI (rsfMRI). Materials and Methods This secondary analysis of the Collaboration Linking Opioid Use Disorder and Sleep study compared participants with OUD (data collection February 2021 to February 2023) receiving methadone treatment with healthy control participants (data collection February 2018 to May 2023). T1-weighted MRI and rsfMRI were analyzed using tensor-based morphometry and intrinsic connectivity distribution, respectively. Primary outcome measures included regional brain volumes and functional connectivity. Voxel-wise linear regression was used to assess group differences, with family-wise error correction. Pearson partial correlations were used to examine structure-function relationships. Results Compared with healthy control participants (n = 105; median age, 27 years [IQR, 23-37 years]; 58 female), participants with OUD (n = 103; median age, 37 years [IQR, 31.5-46 years]; 62 male) showed smaller volumes (corrected P < .05) in the thalamus (β = -17.42 [95% CI: -26.56, -8.27]) and right medial temporal lobe (β = -8.02 [95% CI: -12.25, -3.78]). Larger volumes (corrected P < .05) were seen in the brainstem (pons and medulla, β = 15.21 [95% CI: 7.03, 23.40]; midbrain, β = 13.04 [95% CI: 6.61, 19.47]) and cerebellum (right, β = 14.96 [95% CI: 7.25, 22.67]; left, β = 14.88 [95% CI: 7.32, 22.43]). An interaction between sex and group was found for medial prefrontal cortex volume (β = -19.38, corrected P < .05), with female participants having smaller volumes than male participants in the OUD group. Increased functional connectivity (corrected P < .05) was noted in the thalamus (β = 0.50 [95% CI: 0.25, 0.75]), right medial temporal lobe (β = 0.43 [95% CI: 0.21, 0.66]), right cerebellum (β = 0.46 [95% CI: 0.21, 0.71]), and brainstem (β = 0.48 [95% CI: 0.22, 0.74]) in the OUD group. Structure and function were positively correlated in the cerebellum (Pearson r = 0.32 [95% CI: 0.17, 0.44], P < .001) and brainstem (Pearson r = 0.23 [95% CI: 0.09, 0.37], P = .002). Conclusion Individuals with OUD showed overlapping structural and functional brain alterations in opioid receptor-dense regions compared with healthy control participants. © RSNA, 2024 Supplemental material is available for this article. See also the editorial by Filippi and Messina in this issue.
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Affiliation(s)
- Saloni Mehta
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Hannah Peterson
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Jean Ye
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Ahmad Ibrahim
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Gul Saeed
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Sarah Linsky
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Iouri Kreinin
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Sui Tsang
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Uzoji Nwanaji-Enwerem
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Anthony Raso
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Jagriti Arora
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Fuyuze Tokoglu
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Sarah W. Yip
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - C. Alice Hahn
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Cheryl Lacadie
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Abigail S. Greene
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Sangchoon Jeon
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - R. Todd Constable
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Declan T. Barry
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Nancy S. Redeker
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Henry Yaggi
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Dustin Scheinost
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
| | - Elizabeth Weintraub
- From the Department of Radiology & Biomedical Imaging (S.M.,
J.A., F.T., C.L., R.T.C., D.S.), Department of Internal Medicine (A.I., H.Y.),
Department of Urology (S.L.), Department of Pulmonary, Critical Care &
Sleep Medicine (I.K.), Department of Psychiatry (S.W.Y., D.T.B.), Child Study
Center (S.W.Y., D.T.B., D.S.), Yale Center for Clinical Investigation (C.A.H.),
Department of Neurosurgery (R.T.C.), and Department of Statistics & Data
Science (D.S.), Yale School of Medicine, 300 Cedar St, New Haven, CT 06519;
Department of Health Policy, Vanderbilt University, Nashville, Tenn (H.P.);
Interdepartmental Neuroscience Program, Yale University, New Haven, Conn (J.Y.,
S.W.Y., R.T.C., D.S.); Department of Internal Medicine, Roger Williams Medical
Center, Providence, RI (G.S.); Yale School of Nursing, New Haven, Conn (S.L.,
U.N.E., S.J.); Yale University Program of Aging, Yale University, New Haven Conn
(S.T.); Frank H. Netter MD School of Medicine, Quinnipiac University, Hamden,
Conn (A.R.); Department of Psychiatry, Brigham and Women’s Hospital,
Boston, Mass (A.S.G.); Department of Biomedical Engineering, Yale School of
Engineering and Applied Science, New Haven, Conn (R.T.C., D.S.); Department of
Research, APT Foundation, New Haven, Conn (D.T.B.); School of Nursing,
University of Connecticut, Mansfield, Conn (N.S.R.); and Clinical Epidemiology
Research Center, VA CT Health Care Center, West Haven, Conn (H.Y.)
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