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Rahmani F, Jindal S, Raji CA, Wang W, Nazeri A, Perez-Carrillo GG, Miller-Thomas MM, Graner P, Marechal B, Shah A, Zimmermann M, Chen CD, Keefe S, LaMontagne P, Benzinger TLS. Validity Assessment of an Automated Brain Morphometry Tool for Patients with De Novo Memory Symptoms. AJNR Am J Neuroradiol 2023; 44:261-267. [PMID: 36797031 PMCID: PMC10187815 DOI: 10.3174/ajnr.a7790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 01/09/2023] [Indexed: 02/18/2023]
Abstract
BACKGROUND AND PURPOSE Automated volumetric analysis of structural MR imaging allows quantitative assessment of brain atrophy in neurodegenerative disorders. We compared the brain segmentation performance of the AI-Rad Companion brain MR imaging software against an in-house FreeSurfer 7.1.1/Individual Longitudinal Participant pipeline. MATERIALS AND METHODS T1-weighted images of 45 participants with de novo memory symptoms were selected from the OASIS-4 database and analyzed through the AI-Rad Companion brain MR imaging tool and the FreeSurfer 7.1.1/Individual Longitudinal Participant pipeline. Correlation, agreement, and consistency between the 2 tools were compared among the absolute, normalized, and standardized volumes. Final reports generated by each tool were used to compare the rates of detection of abnormality and the compatibility of radiologic impressions made using each tool, compared with the clinical diagnoses. RESULTS We observed strong correlation, moderate consistency, and poor agreement between absolute volumes of the main cortical lobes and subcortical structures measured by the AI-Rad Companion brain MR imaging tool compared with FreeSurfer. The strength of the correlations increased after normalizing the measurements to the total intracranial volume. Standardized measurements differed significantly between the 2 tools, likely owing to differences in the normative data sets used to calibrate each tool. When considering the FreeSurfer 7.1.1/Individual Longitudinal Participant pipeline as a reference standard, the AI-Rad Companion brain MR imaging tool had a specificity of 90.6%-100% and a sensitivity of 64.3%-100% in detecting volumetric abnormalities. There was no difference between the rate of compatibility of radiologic and clinical impressions when using the 2 tools. CONCLUSIONS The AI-Rad Companion brain MR imaging tool reliably detects atrophy in cortical and subcortical regions implicated in the differential diagnosis of dementia.
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Affiliation(s)
- F Rahmani
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
- Charles F. and Joanne Knight Alzheimer Disease Research Center (F.R., S.J., C.A.R., W.W., A.N., C.D.C., T.L.S.B.), Washington University in St. Louis, St. Lous, Missouri
| | - S Jindal
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
- Charles F. and Joanne Knight Alzheimer Disease Research Center (F.R., S.J., C.A.R., W.W., A.N., C.D.C., T.L.S.B.), Washington University in St. Louis, St. Lous, Missouri
| | - C A Raji
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
- Charles F. and Joanne Knight Alzheimer Disease Research Center (F.R., S.J., C.A.R., W.W., A.N., C.D.C., T.L.S.B.), Washington University in St. Louis, St. Lous, Missouri
| | - W Wang
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
- Charles F. and Joanne Knight Alzheimer Disease Research Center (F.R., S.J., C.A.R., W.W., A.N., C.D.C., T.L.S.B.), Washington University in St. Louis, St. Lous, Missouri
| | - A Nazeri
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
- Charles F. and Joanne Knight Alzheimer Disease Research Center (F.R., S.J., C.A.R., W.W., A.N., C.D.C., T.L.S.B.), Washington University in St. Louis, St. Lous, Missouri
| | - G G Perez-Carrillo
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
| | - M M Miller-Thomas
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
| | - P Graner
- Siemens Medical Solutions (P.G., B.M., M.Z.), Malvern, Pennsylvania
- Advanced Clinical Imaging Technology (P.G., B.M., M.Z.), Siemens Healthcare, Lausanne, Switzerland
- Department of Radiology (P.G., B.M., M.Z.), Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- LTS5, École Polytechnique Fédérale de Lausanne (P.G., B.M., A.S., M.Z.), Lausanne, Switzerland
- Siemens Healthcare (P.G., B.M., M.Z.), Erlangen, Germany
| | - B Marechal
- Siemens Medical Solutions (P.G., B.M., M.Z.), Malvern, Pennsylvania
- Advanced Clinical Imaging Technology (P.G., B.M., M.Z.), Siemens Healthcare, Lausanne, Switzerland
- Department of Radiology (P.G., B.M., M.Z.), Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- LTS5, École Polytechnique Fédérale de Lausanne (P.G., B.M., A.S., M.Z.), Lausanne, Switzerland
- Siemens Healthcare (P.G., B.M., M.Z.), Erlangen, Germany
| | - A Shah
- LTS5, École Polytechnique Fédérale de Lausanne (P.G., B.M., A.S., M.Z.), Lausanne, Switzerland
| | - M Zimmermann
- Siemens Medical Solutions (P.G., B.M., M.Z.), Malvern, Pennsylvania
- Advanced Clinical Imaging Technology (P.G., B.M., M.Z.), Siemens Healthcare, Lausanne, Switzerland
- Department of Radiology (P.G., B.M., M.Z.), Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- LTS5, École Polytechnique Fédérale de Lausanne (P.G., B.M., A.S., M.Z.), Lausanne, Switzerland
- Siemens Healthcare (P.G., B.M., M.Z.), Erlangen, Germany
| | - C D Chen
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
- Charles F. and Joanne Knight Alzheimer Disease Research Center (F.R., S.J., C.A.R., W.W., A.N., C.D.C., T.L.S.B.), Washington University in St. Louis, St. Lous, Missouri
| | - S Keefe
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
| | - P LaMontagne
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
| | - T L S Benzinger
- From the Mallinckrodt Institute of Radiology, Division of Neuroradiology (F.R., S.J., C.A.R., W.W., A.N., G.G.P.-C., M.M.M.-T., C.D.C., S.K., P.L., T.L.S.B.)
- Charles F. and Joanne Knight Alzheimer Disease Research Center (F.R., S.J., C.A.R., W.W., A.N., C.D.C., T.L.S.B.), Washington University in St. Louis, St. Lous, Missouri
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