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Project Initiated to Advance Early Detection of Brain Aneurysms

By MedImaging International staff writers
Posted on 23 Feb 2010
Preventing deadly ruptures of the blood vessels in the brain is the aim of a new project to help radiologists detect aneurysms with far greater speed and accuracy.

The new method utilizes analytics technology developed by the Mayo Clinic (Rochester, MN, USA) and IBM (Armonk, NY, USA) collaboration, the Medical Imaging Informatics Innovation Center, and has proven a 95% accuracy rate in detecting aneurysms, compared with 70% for manual interpretation. Project findings were reported online November 24, 2009, in the Journal of Digital Imaging.

Already saving patients' lives, the project has examined more than 15 million images from thousands of patients since the project began in early July 2009. It uses technology that combines sophisticated imaging with analytics to highlight likely aneurysms for faster detection. This helps radiologists identify them before they result in brain hemorrhage or neurologic damage. In the future, the Mayo Clinic expects to use the same application for other radiology detection tests such as the diagnosis of cancer or vessel anomalies in other parts of the body.

"This fully automatic scheme is significant in helping radiologists detect aneurysms in magnetic resonance angiography [MRA] exams,” said Mayo radiologist Bradley Erickson, M.D., senior author of the study and codirector of the Medical Imaging Informatics Innovation Center at Mayo Clinic.

One out of 50 people in the United States has an unruptured brain aneurysm--an abnormal outward bulging in the blood vessels in the brain--and approximately 40% of all people who have a ruptured brain aneurysm will die as a result.

Traditionally, a patient suspected of having a brain aneurysm due to a stroke, traumatic injury, or family history would undergo an invasive test using a catheter that injects dye into the body, a technique with risks of neurologic complications. To improve the process of detection using noninvasive magnetic resonance angiography imaging technology, Mayo Clinic and IBM worked to create so-called "automatic reads” that run detection algorithms immediately following a scan.

Once images are acquired, they are automatically routed to servers in the Mayo and IBM Medical Imaging Informatics Innovation Center located on the Mayo campus, a collaborative research facility that combines advanced computing and image processing to provide faster, more accurate image analysis. There algorithms align and analyze images to locate and mark potential aneurysms--even very small ones less than 5 mm--so specially trained radiologists can conduct a further and final analysis.

From the time an image is taken to the time it is ready to be read by a radiologist, there often is only a 10-minute window. In that 10 minutes, the new workflow is able to identify images coming off the scanners and route those related to the head and brain through the special workflow, which then conducts automated aneurysm detection. On average, this can be done in three to five minutes, improving efficiency and saving valuable radiologist's time, leading to a faster diagnosis, which is especially important in the case of a serious aneurysm.

"Our joint work with Mayo Clinic on this project taps IBM's deep expertise in high performance computing and applies it to health analytics, enabling us to remove some of the time and efficiency barriers and making imaging an even more valuable preventative screening tool. Enabling broad access to this capability via cloud delivery is the natural next step,” said Bill Rapp, IBM's CTO of Healthcare and Life Sciences and codirector of the Medical Imaging Informatics Innovation Center.

The aneurysm detection system uses an algorithm developed by Mayo researchers that is executed on IBM WebSphere Process Server to model and orchestrate the automated workflow. Images are stored on IBM DB2 for Linux and Windows data service and workflow logic is run on IBM System x servers and IBM storage.

Related Links:
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89 (48.87580871582): 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 (61.988830566406): SELECT show_live FROM jos_com_show_setting LIMIT 1
91 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1
92 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1
93 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1
94 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1
95 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1
96 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1
97 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1
98 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1
99 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1
100 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1
101 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1
102 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1
103 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1
104 (114.91775512695): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
105 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
106 (68.902969360352): 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=294728130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
107 (65.088272094727): 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=294728130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
108 (104.90417480469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
109 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
110 (70.095062255859): 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=294728130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
111 (766.99256896973): 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=294728130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
112 (823.02093505859): 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 (514.03045654297): 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 (196.93374633789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
115 (89.168548583984): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
116 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
117 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
118 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
119 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
120 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
121 (53.167343139648): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
122 (405.07316589355): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
123 (!!!!! 39895.057678223): 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
124 (609.8747253418): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294728130 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294728130 AND type='deeppockets_item' AND published='1' LIMIT 1
125 (!!!!! 8507.9669952393): ( 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 (98.943710327148): ( 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 (47.206878662109): 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
128 (32.186508178711): 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
129 (85.115432739258): 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
130 (36.001205444336): 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
131 (349.04479980469): 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
132 (66.041946411133): 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
133 (35.04753112793): 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
134 (28.848648071289): 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
135 (617.98095703125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
136 (493.04962158203): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
137 (61.988830566406): SELECT name FROM jos_deeppockets WHERE id=211
138 (46.014785766602): SELECT name FROM jos_deeppockets WHERE id=211
139 (779.15191650391): 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 '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
140 (619.17304992676): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
141 (78.916549682617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
142 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
143 (!!!!! 14732.122421265): TRUNCATE TABLE jos_trademed_module
144 (128.03077697754): 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=294728130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
145 (84.161758422852): 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=294728130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
146 (612.97416687012): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
147 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
148 (83.92333984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
149 (52.213668823242): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
150 (!!!!! 1519.9184417725): 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
151 (98.943710327148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
152 (54.121017456055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
153 (69.141387939453): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294728130 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294728130 AND type='deeppockets_item' AND published='1' LIMIT 1
154 (51.975250244141): 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=211 or channel_id is null)
155 (45.061111450195): 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=211 or channel_id is null)
156 (53.882598876953): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
157 (165.93933105469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
158 (118.97087097168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294728130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294728130 AND published='1' LIMIT 1
159 (38.14697265625): select jos_twitters.link from jos_twitters where cat=10
160 (31.948089599609): select jos_facebook.link from jos_facebook where cat=10
161 (30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10
162 (31.948089599609): select jos_linkedin.link from jos_linkedin where cat=10