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27 Jul 2025 - 30 Jul 2025

AAPM 2025 - 67th Annual Meeting & Exhibition of the American Association of Physicists in Medicine

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AI Identifies Heart Valve Disease from Common Imaging Test

By MedImaging International staff writers
Posted on 18 Apr 2025

Image: Researchers are using AI to analyze images from a common heart test to identify signs of valve disease (Photo courtesy of 123RF)

Tricuspid regurgitation is a condition where the heart's tricuspid valve does not close completely during contraction, leading to backward blood flow, which can result in heart failure. A new artificial intelligence (AI) program trained to analyze images from a routine medical test has shown promise in detecting early signs of tricuspid heart valve disease, potentially allowing doctors to diagnose and treat patients more effectively and earlier.

The deep-learning program, developed by researchers at the Smidt Heart Institute at Cedars-Sinai (Los Angeles, CA, USA), builds on previous research that demonstrated an AI program's ability to detect heart valve disease by analyzing ultrasound images. In this new study, published in JAMA Cardiology, the team trained the AI model to identify patterns of tricuspid regurgitation in 47,312 echocardiograms collected at Cedars-Sinai between 2011 and 2021. The AI program successfully detected tricuspid regurgitation in patients, classifying the cases as mild, moderate, or severe.

The researchers then tested the program on new echocardiograms from patients who underwent the procedure at Cedars-Sinai in 2022 and from Stanford Healthcare. The AI model was able to predict the severity of tricuspid regurgitation with accuracy comparable to that of cardiologists reviewing the echocardiograms, and its results were similar to those obtained from MRI scans. Moving forward, the researchers plan to focus on gathering more detailed data about valve disease, such as the volume of blood regurgitating through the valve, and assessing outcomes if patients receive treatment for heart valve disease. The Smidt Heart Institute's team is applying AI technology across a range of cardiac imaging tests to further advance this field.

“This AI program can augment cardiologists’ evaluation of echocardiograms, images from a screening and diagnostic test that many patients with heart disease symptoms would already be getting,” said David Ouyang, MD, a research scientist in the Smidt Heart Institute and senior author of the study. “By applying AI to echocardiograms, we can help clinicians more easily detect the signs of heart valve disease so that patients get the care they need as soon as possible.”

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86 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (77.009201049805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

91 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

92 (56.982040405273): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294804707 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

93 (65.803527832031): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

94 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

95 (327.11029052734): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.id=294804707 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

96 (582.93342590332): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1

97 (311.85150146484): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1

98 (72.956085205078): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

99 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

100 (113.96408081055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

101 (57.220458984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

102 (60.796737670898): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

103 (39.100646972656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

104 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

105 (38.14697265625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

106 (159.02519226074): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

107 (!!!!! 20931.005477905): SELECT * FROM jos_deeppockets WHERE jos_deeppockets.cat = 10 AND jos_deeppockets.type = 'deeppockets_item' AND jos_deeppockets.published = 1 AND jos_deeppockets.created + INTERVAL 14 DAY >= NOW() ORDER BY jos_deeppockets.hits DESC LIMIT 7

108 (469.20776367188): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294804707 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294804707 AND type='deeppockets_item' AND published='1' LIMIT 1

109 (!!!!! 7144.9279785156): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3

110 (92.983245849609): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3

111 (236.03439331055): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1

112 (85.830688476562): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1

113 (149.96528625488): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1

114 (45.061111450195): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1

115 (29.087066650391): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294803276 LIMIT 1

116 (28.133392333984): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294803276 LIMIT 1

117 (169.99244689941): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1

118 (46.968460083008): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1

119 (317.09671020508): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

120 (140.19012451172): SELECT name FROM jos_deeppockets WHERE id=214

121 (40.054321289062): SELECT name FROM jos_deeppockets WHERE id=214

122 (705.95741271973): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))214((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

123 (650.16746520996): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))214((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

124 (86.069107055664): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

125 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

126 (!!!!! 11105.060577393): TRUNCATE TABLE jos_trademed_module

127 (135.89859008789): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294804707 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

128 (!!!!! 1155.8532714844): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

129 (86.069107055664): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

130 (94.890594482422): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

131 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

132 (!!!!! 1517.0574188232): SELECT jos_item.* FROM jos_item INNER JOIN jos_number ON jos_item.numberID=jos_number.id WHERE 1=1 AND (jos_item.imgMini<>'') AND jos_item.type='L' AND jos_item.numberID= ( SELECT jos_number.id FROM jos_number WHERE jos_number.journalID IN (10) and jos_number.id in (select distinct jos_number.id from jos_number join jos_item on jos_item.numberid=jos_number.id where jos_item.type='P') ORDER BY (CONVERT(SUBSTRING(issue,1,2),SIGNED) + (CONVERT(SUBSTRING(issue,3,2),SIGNED)*100)) DESC LIMIT 0,1 ) ORDER BY RAND() DESC LIMIT 6

133 (80.82389831543): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

134 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

135 (60.081481933594): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294804707 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294804707 AND type='deeppockets_item' AND published='1' LIMIT 1

136 (42.200088500977): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=214 or channel_id is null)

137 (36.954879760742): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=214 or channel_id is null)

138 (41.007995605469): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

139 (89.168548583984): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

140 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804707 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804707 AND published='1' LIMIT 1

141 (161.88621520996): select jos_twitters.link from jos_twitters where cat=10

142 (39.815902709961): select jos_facebook.link from jos_facebook where cat=10

143 (36.001205444336): select jos_google_plus.link from jos_google_plus where cat=10

144 (41.007995605469): select jos_linkedin.link from jos_linkedin where cat=10

145 (308.03680419922): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14202,14203)

146 (!!!!! 1127.0046234131): insert into jos_banners_delta values (14202,'2025-06-21 01:11:46','216.73.216.120','view'),(14203,'2025-06-21 01:11:46','216.73.216.120','view')

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