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AI Tool Predicts Relapse of Pediatric Brain Cancer from Brain MRI Scans

By MedImaging International staff writers
Posted on 30 Apr 2025
Image: An AI tool has shown tremendous promise for predicting relapse of pediatric brain cancer (Photo courtesy of 123RF)
Image: An AI tool has shown tremendous promise for predicting relapse of pediatric brain cancer (Photo courtesy of 123RF)

Many pediatric gliomas are treatable with surgery alone, but relapses can be catastrophic. Predicting which patients are at risk for recurrence remains challenging, leading to frequent follow-ups with magnetic resonance (MR) imaging for several years. This process can be both stressful and burdensome for children and their families. There is a pressing need for better tools to identify early which patients are most likely to experience a relapse. Artificial intelligence (AI) holds great potential for analyzing large medical imaging datasets and identifying patterns that may go unnoticed by human observers. Now, AI-assisted analysis of brain scans may help improve the care of pediatric gliomas.

Research on rare diseases, such as pediatric cancers, often faces the hurdle of limited data. This study, conducted by Mass General Brigham (Somerville, MA, USA) and their collaborators, used institutional partnerships across the United States to gather nearly 4,000 MR scans from 715 pediatric patients. To maximize AI's ability to "learn" from a patient's brain scans and better predict recurrence, the researchers employed a technique called temporal learning. This method trains the AI model to synthesize findings from multiple brain scans taken over several months following surgery. In most medical imaging AI models, the algorithm is trained to draw conclusions from single scans, but temporal learning — which had not previously been applied to medical imaging AI research — uses images collected over time to predict cancer recurrence.

To build the temporal learning model, the researchers first trained the system to sequence a patient’s post-surgery MR scans in chronological order, enabling the model to detect subtle changes in the scans. They then refined the model to correctly link those changes to future cancer recurrence when applicable. The results, published in The New England Journal of Medicine AI, revealed that the temporal learning model was able to predict the recurrence of either low- or high-grade gliomas by one year after treatment, with an accuracy of 75-89%. This was significantly more accurate than predictions based on single images, which showed an accuracy of approximately 50%, comparable to random chance. Providing the AI with images from additional timepoints post-treatment further improved the model’s accuracy, with only four to six images required before the improvement plateaued. However, the researchers emphasized that further validation across different settings is necessary before clinical use. Ultimately, they aim to launch clinical trials to determine whether AI-driven risk predictions can enhance care, such as by reducing imaging frequency for low-risk patients or by preemptively administering targeted therapies to high-risk patients.

“We have shown that AI is capable of effectively analyzing and making predictions from multiple images, not just single scans,” said first author Divyanshu Tak, MS, of the AIM Program at Mass General Brigham and the Department of Radiation Oncology at the Brigham. “This technique may be applied in many settings where patients get serial, longitudinal imaging, and we’re excited to see what this project will inspire.”

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96 (915.0505065918): 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 (!!!!! 5027.0557403564): 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 (853.06167602539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
99 (608.92105102539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
100 (452.04162597656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
101 (75.101852416992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
102 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
103 (87.976455688477): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
104 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
105 (36.954879760742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
106 (220.06034851074): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
107 (!!!!! 48135.042190552): 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 (!!!!! 6459.9514007568): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294804816 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294804816 AND type='deeppockets_item' AND published='1' LIMIT 1
109 (!!!!! 11991.024017334): ( 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 (131.84547424316): ( 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 (221.96769714355): 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 (64.849853515625): 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 (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
114 (35.04753112793): 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 (133.99124145508): 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 (45.061111450195): 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 (138.99803161621): 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 (49.114227294922): 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 (257.96890258789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
120 (100.85105895996): SELECT name FROM jos_deeppockets WHERE id=212
121 (40.054321289062): SELECT name FROM jos_deeppockets WHERE id=212
122 (528.09715270996): 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 '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
123 (431.77604675293): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
124 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
125 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
126 (!!!!! 3488.0638122559): TRUNCATE TABLE jos_trademed_module
127 (82.969665527344): 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=294804816 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
128 (358.10470581055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
129 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
130 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
131 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
132 (!!!!! 1119.1368103027): 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 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
134 (39.100646972656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
135 (31.948089599609): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294804816 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294804816 AND type='deeppockets_item' AND published='1' LIMIT 1
136 (28.848648071289): 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=212 or channel_id is null)
137 (25.98762512207): 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=212 or channel_id is null)
138 (28.133392333984): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
139 (109.91096496582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
140 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804816 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804816 AND published='1' LIMIT 1
141 (111.81831359863): select jos_twitters.link from jos_twitters where cat=10
142 (26.941299438477): select jos_facebook.link from jos_facebook where cat=10
143 (28.133392333984): select jos_google_plus.link from jos_google_plus where cat=10
144 (27.894973754883): select jos_linkedin.link from jos_linkedin where cat=10
145 (285.86387634277): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)
146 (990.15235900879): insert into jos_banners_delta values (14615,'2025-06-21 01:39:58','216.73.216.120','view'),(14202,'2025-06-21 01:39:58','216.73.216.120','view'),(14203,'2025-06-21 01:39:58','216.73.216.120','view')