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Automated Modelling Synthesizes Brain Scan Templates

By MedImaging International staff writers
Posted on 09 Dec 2019

Automated neural network models accelerate the creation and customization of conditional atlases used in medical-image analysis.

Developed at the Massachusetts Institute of Technology (MIT, Cambridge, MA, USA) and Cornell University (Cornell; Ithaca, NY, USA), the probabilistic model is based on one conditional neural network (CNN) that yields either universal or conditional templates, and another CNN that provides efficient alignment of the images to templates. More...

The joint CNN is fed a random image from a dataset encoded with desired patient attributes; from that, it estimates an attribute-conditional atlas. The second CNN aligns the estimated atlas with the input image, generating a deformation field, which is then used to train a loss function to reduce deviations from a given value, thus learning to minimize differences between the learned atlas and each image.

The networks continuously refine the atlas to smoothly align to any given image across the dataset. The result is an atlas that has learned how specific attributes, such as age, sex, and disease, correlate to structural variations across all images in a dataset. By plugging new patient attributes into the function, it leverages all learned information across the dataset to synthesize an on-demand atlas, even if that attribute data is missing or scarce in the dataset. The study was presented at the annual conference on Neural Information Processing Systems, held during December 2019 in Vancouver (Canada).

“A big dream is to build one function that can generate conditional atlases for any subpopulation, spanning birth to 90 years old. Researchers could log into a webpage, input an age, sex, diseases, and other parameters, and get an on-demand conditional atlas,” said lead author and study presenter Adrian Dalca, PhD, of MIT. “That would be wonderful, because everyone can refer to this one function as a single universal atlas reference. Atlases are central to many medical image analyses; this method can build a lot more of them, and build conditional ones as well.”

Traditional atlas-building methods run lengthy, iterative optimization processes on all images in a dataset. For example, they align all 3D brain scans to an initial (often blurry) atlas, and compute a new average image from the aligned scans. They repeat this iterative process for all images. This computes a final atlas that minimizes the extent to which all scans in the dataset must deform to match the atlas. Doing this process for patient subpopulations can be complex and imprecise if there isn't enough data available.

The atlases are available online at the MIT VoxelMorph library.

Related Links:
Massachusetts Institute of Technology
Cornell University
VoxelMorph library

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61 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

62 (135.18333435059): select cover from jos_number where journalid in (5) and cover is not null order by left(issue,2)+right(issue,2)*12 desc limit 1

63 (683.06922912598): SELECT fid FROM jos_deeppockets WHERE id=294780214 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294780214 AND published='1' LIMIT 1

64 (67.949295043945): 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=215 ORDER BY `ordering`

65 (67.949295043945): select jos_twitters.link from jos_twitters where cat=10

66 (41.961669921875): select jos_facebook.link from jos_facebook where cat=10

67 (46.014785766602): select jos_google_plus.link from jos_google_plus where cat=10

68 (41.007995605469): select jos_linkedin.link from jos_linkedin where cat=10

69 (51.021575927734): SELECT fid FROM jos_deeppockets WHERE id=294780214 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294780214 AND published='1' LIMIT 1

70 (44.107437133789): 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=215 ORDER BY `ordering`

71 (463.96255493164): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294780214 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (446.08116149902): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294780214 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (61.988830566406): 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`

74 (74.863433837891): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (39.815902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (39.815902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (97.990036010742): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294780214 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (44.107437133789): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294780214 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

90 (78.916549682617): 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`

91 (69.856643676758): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (66.041946411133): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (43.153762817383): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (107.0499420166): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

106 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

107 (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=294780214 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (72.002410888672): 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=294780214 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

109 (119.92454528809): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

110 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

111 (77.009201049805): 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=294780214 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (723.83880615234): 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=294780214 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (973.93989562988): 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 (586.98654174805): 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

115 (838.04130554199): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

116 (85.830688476562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

117 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

118 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

119 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

120 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

121 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

122 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

123 (581.97975158691): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

124 (!!!!! 76320.886611938): 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

125 (!!!!! 1404.0470123291): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294780214 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294780214 AND type='deeppockets_item' AND published='1' LIMIT 1

126 (!!!!! 35963.05847168): ( 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 (123.97766113281): ( 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

128 (59.127807617188): 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 (41.007995605469): 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

130 (59.843063354492): 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 (38.862228393555): 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

132 (!!!!! 2573.0133056641): 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 (72.956085205078): 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

134 (56.982040405273): 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 (87.976455688477): 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

136 (514.98413085938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (406.98051452637): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (74.148178100586): SELECT name FROM jos_deeppockets WHERE id=215

139 (41.007995605469): SELECT name FROM jos_deeppockets WHERE id=215

140 (805.13954162598): 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

141 (787.97340393066): 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

142 (97.990036010742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

143 (72.956085205078): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

144 (!!!!! 8188.9629364014): TRUNCATE TABLE jos_trademed_module

145 (!!!!! 3094.9115753174): 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=294780214 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (!!!!! 1091.0034179688): 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=294780214 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (411.03363037109): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (200.98686218262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (86.069107055664): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

150 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

151 (!!!!! 1565.9332275391): 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

152 (113.96408081055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

153 (73.19450378418): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

154 (51.021575927734): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294780214 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294780214 AND type='deeppockets_item' AND published='1' LIMIT 1

155 (41.007995605469): 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)

156 (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=215 or channel_id is null)

157 (51.021575927734): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

158 (92.983245849609): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

159 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780214 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780214 AND published='1' LIMIT 1

160 (77.009201049805): select jos_twitters.link from jos_twitters where cat=10

161 (36.954879760742): select jos_facebook.link from jos_facebook where cat=10

162 (37.908554077148): select jos_google_plus.link from jos_google_plus where cat=10

163 (34.809112548828): select jos_linkedin.link from jos_linkedin where cat=10

164 (337.83912658691): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14202,14203)

165 (!!!!! 1568.078994751): insert into jos_banners_delta values (14202,'2025-08-04 04:17:35','216.73.216.210','view'),(14203,'2025-08-04 04:17:35','216.73.216.210','view')

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