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AI Algorithm Twice As Accurate As Biopsy at Grading Cancer Aggressiveness from CT Scans

By MedImaging International staff writers
Posted on 02 Nov 2023
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Image: Histopathology image of leiomyosarcoma (Photo courtesy of ICR)
Image: Histopathology image of leiomyosarcoma (Photo courtesy of ICR)

Soft tissue sarcomas are cancers that originate in the connective tissues of the body, such as fat, muscle, nerves, as well as blood and lymph vessels. These sarcomas are a diverse and biologically intricate set of cancers, occurring so rarely that a clinician may encounter only a couple of cases throughout their career, leading to potential delays in diagnosis. The visual differentiation of these sarcomas, especially outside specialized centers, is highly challenging. Now, new research has revealed that artificial intelligence (AI) could double the accuracy of current methods, such as biopsies, in determining the severity of some sarcomas using CT imaging.

Results from the study by researchers from The Royal Marsden NHS Foundation Trust (London, UK) and The Institute of Cancer Research (ICR, London, UK) suggest that a novel AI algorithm could provide a more precise and non-invasive approach to personalizing treatment for sarcoma patients compared to biopsies, which are invasive and currently standard practice. The study also suggests that this AI could help in quicker identification of the specific sarcoma subtypes. This technique, researchers anticipate, could also extend its benefits to the diagnosis and treatment of other cancer forms, aiding a large number of patients annually.

For developing the AI algorithm, researchers used CT scans from 170 patients at The Royal Marsden diagnosed with leiomyosarcoma or liposarcoma, two prevalent forms of retroperitoneal sarcoma. The AI was then validated using data from almost 90 patients across Europe and the United States. The AI's analysis, called radiomics, scrutinizes CT scan data to discern disease characteristics that are not visible to the naked eye. This AI model successfully determined the aggressiveness of 82% of the tumors it analyzed, whereas biopsies achieved correct grading in about 44% of cases. It could also correctly identify the sarcoma type in 84% of the cases it was tested on, distinguishing effectively between leiomyosaroma and liposarcoma, unlike radiologists who could not diagnose 35% of the cases.

The researchers expect the AI technology to enhance the clinical management and outcomes of the disease. For instance, identifying high-grade tumors, which may indicate a more aggressive cancer, could mean that high-risk patients receive more intensive treatment while those at lower risk might avoid unnecessary treatments, excessive follow-up scans, and hospital stays. Additionally, this tool could speed up the diagnosis process by aiding clinicians in more confidently identifying the subtype of a sarcoma they might not have encountered before due to its rarity. The research team plans to further evaluate this AI model in a clinical setting with patients who may have retroperitoneal sarcomas to verify its accuracy in real-world diagnosis and observe the technology's performance over time.

“Through this early research, we’ve developed an innovative AI tool using imaging data that could help us more accurately and quickly identify the type and grade of retroperitoneal sarcomas than current methods,” said Dr. Amani Arthur, Clinical Research Fellow at The Institute of Cancer Research, London. “This could improve patient outcomes by helping to speed up diagnosis of the disease, and better tailor treatment by reliably identifying the risk of each patient’s disease.”

“We’re incredibly excited by the potential of this state-of-the-art technology, which could lead to patients having better outcomes through faster diagnosis and more effectively personalized treatment. As patients with retroperitoneal sarcoma are routinely scanned with CT, we hope this tool will eventually be used globally, ensuring that not just specialist centers – who see sarcoma patients every day – can reliably identify and grade the disease,” added Professor Christina Messiou, Consultant Radiologist at The Royal Marsden NHS Foundation Trust and Professor in Imaging for Personalised Oncology at The Institute of Cancer Research, London. “In the future, this approach may help characterize other types of cancer, not just retroperitoneal sarcoma. Our novel approach used features specific to this disease, but by refining the algorithm, this technology could one day improve the outcomes of thousands of patients each year.”

Related Links:
The Royal Marsden NHS Foundation Trust 
The Institute of Cancer Research 

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86 (!!!!! 8011.8179321289): SELECT show_live FROM jos_com_show_setting LIMIT 1
87 (!!!!! 7474.8992919922): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294799177 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
88 (!!!!! 7568.1209564209): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294799177 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
89 (!!!!! 8188.9629364014): SELECT id,name,title FROM jos_deeppockets WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id != 294743300 AND id != 294743301 AND id != 294743302 AND id != 294743303 AND id != 294743304 AND id != 294743305 AND id != 294743306 AND id != 294743307 AND id != 294743308 AND id != 294743309 AND id != 294743310 AND metakey != 'aacc' ORDER BY `ordering`
90 (!!!!! 7119.1787719727): SELECT show_live FROM jos_com_show_setting LIMIT 1
91 (!!!!! 8147.0012664795): SELECT show_live FROM jos_com_show_setting LIMIT 1
92 (!!!!! 7781.982421875): SELECT show_live FROM jos_com_show_setting LIMIT 1
93 (!!!!! 7821.0830688477): SELECT show_live FROM jos_com_show_setting LIMIT 1
94 (!!!!! 7825.1361846924): SELECT show_live FROM jos_com_show_setting LIMIT 1
95 (!!!!! 8108.8542938232): SELECT show_live FROM jos_com_show_setting LIMIT 1
96 (!!!!! 2382.0400238037): SELECT show_live FROM jos_com_show_setting LIMIT 1
97 (!!!!! 9371.9959259033): SELECT show_live FROM jos_com_show_setting LIMIT 1
98 (!!!!! 7771.9688415527): SELECT show_live FROM jos_com_show_setting LIMIT 1
99 (!!!!! 8178.9493560791): SELECT show_live FROM jos_com_show_setting LIMIT 1
100 (!!!!! 7678.9855957031): SELECT show_live FROM jos_com_show_setting LIMIT 1
101 (!!!!! 8168.2205200195): SELECT show_live FROM jos_com_show_setting LIMIT 1
102 (!!!!! 7739.782333374): SELECT show_live FROM jos_com_show_setting LIMIT 1
103 (!!!!! 8661.0317230225): SELECT show_live FROM jos_com_show_setting LIMIT 1
104 (!!!!! 10374.784469604): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
105 (!!!!! 8363.0084991455): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
106 (!!!!! 7006.8836212158): 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=294799177 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
107 (!!!!! 8395.9102630615): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294799177 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
108 (!!!!! 3439.9032592773): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
109 (!!!!! 7762.9089355469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
110 (!!!!! 7595.0622558594): 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=294799177 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
111 (!!!!! 5419.0158843994): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294799177 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
112 (719.07043457031): 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
113 (518.0835723877): 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
114 (144.00482177734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
115 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
116 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
117 (37.908554077148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
118 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
119 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
120 (485.89706420898): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
121 (!!!!! 139114.14146423): 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
122 (179.05235290527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
123 (!!!!! 3345.9663391113): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
124 (!!!!! 2207.9944610596): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294799177 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294799177 AND type='deeppockets_item' AND published='1' LIMIT 1
125 (!!!!! 1441536.9033813): ( 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
126 (!!!!! 2876.0433197021): ( 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
127 (!!!!! 2669.8112487793): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1
128 (710.01052856445): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1
129 (!!!!! 2070.9037780762): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1
130 (!!!!! 3723.8597869873): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1
131 (!!!!! 1087.9039764404): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1
132 (595.0927734375): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1
133 (712.15629577637): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
134 (387.19177246094): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
135 (!!!!! 1774.0726470947): SELECT name FROM jos_deeppockets WHERE id=215
136 (91.791152954102): SELECT name FROM jos_deeppockets WHERE id=215
137 (844.95544433594): 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 '((;)|(^))215((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
138 (499.01008605957): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))215((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
139 (287.05596923828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
140 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
141 (!!!!! 26321.887969971): TRUNCATE TABLE jos_trademed_module
142 (!!!!! 3833.0554962158): 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=294799177 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
143 (!!!!! 4763.8416290283): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294799177 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
144 (895.97702026367): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
145 (!!!!! 5882.9784393311): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
146 (280.85708618164): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
147 (704.05006408691): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
148 (!!!!! 2812.8623962402): 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
149 (586.03286743164): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
150 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
151 (857.11479187012): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294799177 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294799177 AND type='deeppockets_item' AND published='1' LIMIT 1
152 (46.968460083008): 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=215 or channel_id is null)
153 (82.015991210938): 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=215 or channel_id is null)
154 (63.180923461914): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
155 (766.99256896973): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
156 (869.0357208252): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799177 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799177 AND published='1' LIMIT 1
157 (943.18389892578): select jos_twitters.link from jos_twitters where cat=10
158 (!!!!! 6621.8376159668): select jos_facebook.link from jos_facebook where cat=10
159 (!!!!! 2568.9601898193): select jos_google_plus.link from jos_google_plus where cat=10
160 (!!!!! 9249.9256134033): select jos_linkedin.link from jos_linkedin where cat=10
161 (!!!!! 7703.0658721924): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)
162 (!!!!! 24135.112762451): insert into jos_banners_delta values (14615,'2025-04-29 21:00:18','18.222.218.204','view'),(14202,'2025-04-29 21:00:18','18.222.218.204','view'),(14203,'2025-04-29 21:00:18','18.222.218.204','view')