<HashMap><database>biostudies-literature</database><scores/><additional><submitter>Cheng Y</submitter><funding>NIBIB NIH HHS</funding><pagination>12</pagination><full_dataset_link>https://www.ebi.ac.uk/biostudies/studies/S-EPMC12948959</full_dataset_link><repository>biostudies-literature</repository><omics_type>Unknown</omics_type><volume>4(1)</volume><pubmed_abstract>This study reports the first clinical longitudinal photoacoustic imaging (PAI) of chronic foot ulcers, a major complication in patients with peripheral vascular disorders. Compared to traditional methods such as ABI or near-infrared spectroscopy, the photoacoustic imaging approach provides non-invasive, high-resolution, and quantitative monitoring of vascular dynamics over time. Our system provided dorsal-side imaging of vascular structures with an expanded field of view and incorporated a skin artifact suppression algorithm to improve visualization of subdermal vasculature. From the acquired 2D and 3D images, we extracted a set of 45 quantitative features, representing signal intensity, texture complexity, and morphological changes associated with ulcer progression. Using a LASSO-based fe</pubmed_abstract><journal>Npj imaging</journal><pubmed_title>Predictive modeling of chronic foot ulcer outcomes using longitudinal photoacoustic imaging.</pubmed_title><pmcid>PMC12948959</pmcid><funding_grant_id>R01EB035188</funding_grant_id><funding_grant_id>R01EB028978</funding_grant_id><pubmed_authors>Bing RW</pubmed_authors><pubmed_authors>Huang C</pubmed_authors><pubmed_authors>Harris LM</pubmed_authors><pubmed_authors>Xi Y</pubmed_authors><pubmed_authors>Xia J</pubmed_authors><pubmed_authors>Yu SL</pubmed_authors><pubmed_authors>Zhang H</pubmed_authors><pubmed_authors>Zhang X</pubmed_authors><pubmed_authors>Komornicki I</pubmed_authors><pubmed_authors>Chakraborty S</pubmed_authors><pubmed_authors>Xu W</pubmed_authors><pubmed_authors>Cheng Y</pubmed_authors></additional><is_claimable>false</is_claimable><name>Predictive modeling of chronic foot ulcer outcomes using longitudinal photoacoustic imaging.</name><description>This study reports the first clinical longitudinal photoacoustic imaging (PAI) of chronic foot ulcers, a major complication in patients with peripheral vascular disorders. Compared to traditional methods such as ABI or near-infrared spectroscopy, the photoacoustic imaging approach provides non-invasive, high-resolution, and quantitative monitoring of vascular dynamics over time. Our system provided dorsal-side imaging of vascular structures with an expanded field of view and incorporated a skin artifact suppression algorithm to improve visualization of subdermal vasculature. From the acquired 2D and 3D images, we extracted a set of 45 quantitative features, representing signal intensity, texture complexity, and morphological changes associated with ulcer progression. Using a LASSO-based fe</description><dates><release>2026-01-01T00:00:00Z</release><publication>2026 Feb</publication><modification>2026-07-16T23:31:58.111Z</modification><creation>2026-07-12T03:11:17.16Z</creation></dates><accession>S-EPMC12948959</accession><cross_references><pubmed>41760883</pubmed><doi>10.1038/s44303-026-00143-0</doi></cross_references></HashMap>