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AI Algorithm Processes MRI and Cognitive Scores to Predict Progression to Alzheimer's Dementia

By MedImaging International staff writers
Posted on 17 Jan 2024

$Image: The AI algorithm predicts the likelihood of progression from aMCI to Alzheimer\'s dementia within five years (Photo courtesy of 123RF)$

Image: The AI algorithm predicts the likelihood of progression from aMCI to Alzheimer\'s dementia within five years (Photo courtesy of 123RF)

Globally, over 100 million patients are struggling with amnestic mild cognitive impairment (aMCI), a condition that can either stabilize, improve, or progress to Alzheimer’s dementia. Accurate prognosis assessment is critical for developing effective care and treatment plans. Typically, physicians conduct cognitive function tests and order a brain MRI scan for these patients. Now, a revolutionary medical AI algorithm improves the assessment process by integrating brain MRI data with cognitive test scores to produce a score between 0 and 100. This score aids doctors in determining the likelihood of a patient’s progression from aMCI to Alzheimer’s dementia.

Darmiyan’s (San Francisco, CA, USA) BrainSee is the first FDA-approved medical software designed for evaluating the prognosis of aMCI patients. BrainSee represents a significant advancement in the field, combining state-of-the-art image processing and medical AI to set a new benchmark in predicting the transition from aMCI to Alzheimer's dementia. This innovation offers a fully non-invasive, accessible, and convenient screening tool, prioritizing it before other tests or treatments. BrainSee is a clinical application of Darmiyan's core proprietary technology, which is grounded in over 40 years of advanced brain science. It utilizes a highly scalable, fully-automated platform that merges standard clinical brain MRI and cognitive assessments – routine procedures for patients experiencing memory concerns – to generate an objective score predicting the likelihood of progression to Alzheimer's dementia within five years.

BrainSee's early screening and risk stratification capabilities allow for timely, personalized treatments for high-risk aMCI patients, aiming to delay the onset of dementia. It also offers reassurance to those at lower risk, potentially reducing the need for more invasive and expensive tests. This shift from prolonged anxiety to proactive management is crucial in the era of emerging Alzheimer's treatments, where precise prognoses can guide the selection of suitable treatment candidates. BrainSee is poised to have a significant economic impact on healthcare, potentially reducing the billions spent annually on Alzheimer’s care through more effective management and treatment. Its standout features include prognostic accuracy, patient convenience, immediate test results, and seamless integration into clinical workflows. The widespread availability of MRI further enhances BrainSee's clinical utility, marking a paradigm shift in aMCI workup from biomarker-based methods – often limited by invasiveness, non-specificity, cost, and inaccessibility – to non-invasive and actionable forecasts of future improvement or progression.

"Our vision is to redefine brain health screening and monitoring standards and impact the lives of patients and their family members in a meaningful way," stated Dr. Padideh Kamali-Zare, Founder and CEO of Darmiyan. “BrainSee is the first product of this vision, backed by our solid technological infrastructure that is capable of driving further transformations and scalable innovations in the brain health landscape.”

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67 (312.08992004395): select jos_linkedin.link from jos_linkedin where cat=10

68 (557.18421936035): SELECT fid FROM jos_deeppockets WHERE id=294799944 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294799944 AND published='1' LIMIT 1

69 (!!!!! 1856.0886383057): SELECT id,name,sponsor_text FROM jos_deeppockets dp left outer join jos_channel_sponsor cs on dp.id=cs.fid WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id=212 ORDER BY `ordering`

70 (918.14994812012): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294799944 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (!!!!! 2537.9657745361): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294799944 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (!!!!! 3705.9783935547): 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`

73 (581.02607727051): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (789.16549682617): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (745.05805969238): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (854.0153503418): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (!!!!! 1749.0386962891): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (!!!!! 1266.9563293457): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (!!!!! 13305.902481079): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (583.17184448242): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (274.8966217041): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (911.95106506348): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (137.0906829834): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (!!!!! 1460.075378418): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294799944 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (242.94853210449): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294799944 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (214.0998840332): 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 (77.962875366211): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (39.815902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (104.18891906738): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (66.041946411133): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (!!!!! 2895.8320617676): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (98.943710327148): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (51.975250244141): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (141.85905456543): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

105 (89.168548583984): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

106 (113.96408081055): 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=294799944 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (97.990036010742): 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=294799944 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 2294.0635681152): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

109 (112.05673217773): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

110 (83.208084106445): 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=294799944 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (878.09562683105): 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=294799944 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (828.98139953613): 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 (596.04644775391): 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 (172.85346984863): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

115 (83.92333984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

116 (72.956085205078): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

117 (59.127807617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

118 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

119 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

120 (385.99967956543): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 127511.0244751): 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 (96.797943115234): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

123 (43.869018554688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

124 (481.84394836426): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294799944 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294799944 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 1380115.032196): ( 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 (!!!!! 1151065.826416): ( 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 (!!!!! 2619.9817657471): 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 (230.07392883301): 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 (586.98654174805): 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 (484.94338989258): 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 (373.12507629395): 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 (550.0316619873): 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 (!!!!! 2138.1378173828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (!!!!! 1744.0319061279): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (607.01370239258): SELECT name FROM jos_deeppockets WHERE id=212

136 (688.07601928711): SELECT name FROM jos_deeppockets WHERE id=212

137 (!!!!! 1458.8832855225): 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

138 (553.84635925293): 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

139 (!!!!! 3174.0665435791): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

140 (!!!!! 1113.8916015625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

141 (!!!!! 18235.206604004): TRUNCATE TABLE jos_trademed_module

142 (!!!!! 1816.0343170166): 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=294799944 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (!!!!! 1183.032989502): 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=294799944 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (!!!!! 1968.1453704834): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (140.19012451172): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (!!!!! 1189.9471282959): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

147 (350.9521484375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

148 (!!!!! 4100.0843048096): 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 (!!!!! 1466.0358428955): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

150 (291.82434082031): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

151 (973.93989562988): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294799944 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294799944 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (426.05400085449): 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)

153 (33.140182495117): 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)

154 (835.89553833008): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (!!!!! 3559.1125488281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

156 (543.83277893066): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294799944 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294799944 AND published='1' LIMIT 1

157 (!!!!! 1849.889755249): select jos_twitters.link from jos_twitters where cat=10

158 (87.976455688477): select jos_facebook.link from jos_facebook where cat=10

159 (101.08947753906): select jos_google_plus.link from jos_google_plus where cat=10

160 (!!!!! 3422.0218658447): select jos_linkedin.link from jos_linkedin where cat=10

161 (796.07963562012): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 1384.0198516846): insert into jos_banners_delta values (14615,'2025-04-29 22:20:16','3.15.26.108','view'),(14202,'2025-04-29 22:20:16','3.15.26.108','view'),(14203,'2025-04-29 22:20:16','3.15.26.108','view')

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