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<jats:title>INTRODUCTION<\/jats:title>\n                    <jats:p>Alzheimer's disease (AD) involves progressive cognitive decline. Plasma proteomics data may provide insights into disease risk and mechanisms.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>METHODS<\/jats:title>\n                    <jats:p>\n                      Plasma proteomics data (\n                      <jats:italic>N<\/jats:italic>\n                      \u00a0=\u00a0498) by the SomaScan 7k platform from the Indiana AD Research Center was used to calculate proteomics\u2010based Alzheimer's risk scores: organ\u2010specific aging clocks and pseudotime trajectory. The Alzheimer's risk scores were investigated for associations with plasma\u2010 and imaging\u2010based biomarkers for AD and diagnosis and evaluated for classification performance for diagnosis and biomarker positivity status.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>RESULTS<\/jats:title>\n                    <jats:p>Cognition\u2010optimized brain and liver age acceleration showed significant associations with AD diagnosis and biomarkers. Pseudotime showed a molecular trajectory from cognitively normal to AD individuals, in association with plasma and imaging biomarkers. Previously known plasma biomarkers yielded better classification performance with inclusion of proteomics\u2010based Alzheimer's risk scores.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>DISCUSSION<\/jats:title>\n                    <jats:p>The findings highlight proteomics\u2010derived biological aging clocks and pseudotime trajectory as potential biomarkers to complement current biomarker frameworks and identify disease mechanisms.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Highlights<\/jats:title>\n                    <jats:p>\n                      <jats:list list-type=\"bullet\">\n                        <jats:list-item>\n                          <jats:p>Plasma proteomic aging clocks and pseudotime provide potential markers for Alzheimer's disease (AD) risk.<\/jats:p>\n                        <\/jats:list-item>\n                        <jats:list-item>\n                          <jats:p>Cognition\u2010optimized brain aging and pseudotime link to diagnosis and AD biomarkers.<\/jats:p>\n                        <\/jats:list-item>\n                        <jats:list-item>\n                          <jats:p>Brain aging clock and pseudotime improve the diagnosis classification performance.<\/jats:p>\n                        <\/jats:list-item>\n                        <jats:list-item>\n                          <jats:p>Pseudotime outperformed established plasma biomarkers for diagnosis classification.<\/jats:p>\n                        <\/jats:list-item>\n                      <\/jats:list>\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.1002\/alz.70851","type":"journal-article","created":{"date-parts":[[2025,10,29]],"date-time":"2025-10-29T06:04:21Z","timestamp":1761717861000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Plasma proteomic Alzheimer's risk score: Biological age clock and pseudotime trajectory"],"prefix":"10.1002","volume":"21","author":[{"given":"Shiwei","family":"Liu","sequence":"first","affiliation":[{"name":"Center for Neuroimaging Department of Radiology and Imaging Sciences Indiana University School of Medicine  Indianapolis Indiana USA"},{"name":"Indiana Alzheimer's Disease Research Center Indiana University School of Medicine  Indianapolis Indiana USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yen\u2010Ning","family":"Huang","sequence":"additional","affiliation":[{"name":"Center for Neuroimaging Department of Radiology and Imaging Sciences Indiana University School of Medicine  Indianapolis Indiana USA"},{"name":"Indiana Alzheimer's Disease Research Center Indiana University School of Medicine  Indianapolis Indiana USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tamina","family":"Park","sequence":"additional","affiliation":[{"name":"Center for 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