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Automated System Identifies Dense Breast Tissue

By MedImaging International staff writers
Posted on 29 Oct 2018

A deep-learning (DL) automated model can assess dense breast tissue in mammograms as reliably as expert radiologists, claims a new study.

Developed by researchers at the Massachusetts Institute of Technology (MIT, Cambridge, MA, USA) and Harvard Medical School (HMS; Boston, MA, USA), the DL model is based on a deep convolutional neural network (CNN) trained to assess breast imaging reporting and data system (BI-RADS) breast density--i.e. More...

fatty, scattered, heterogeneous, and dense--based on the expert interpretation of 41,479 digital screening mammograms obtained in 27,684 women from January 2009 to May 2011. The algorithm was then tested on a held-out test set of 8,677 mammograms in 5,741 women.

In addition, five radiologists performed a reader study on 500 mammograms randomly selected from the test set. Finally, the algorithm was implemented in routine clinical practice, where eight radiologists reviewed 10,763 consecutive mammograms assessed with the model. Agreement on BI-RADS category was compared for three sets of readings: radiologists in the test set, radiologists working in consensus in the reader study set, and radiologists in the clinical implementation set. The readings were compared across 5,000 bootstrap samples to assess significance.

The results revealed that the DL model showed good agreement with radiologists in the test set, and with radiologists in consensus in the reader study set. In addition, there was very good agreement with the radiologists in the clinical implementation set; for binary categorization of dense or non-dense breasts, 10,149 of 10,763 (94%) of DL assessments were accepted by the interpreting radiologist. On all four BI-RADS categories, the DL algorithm matched radiologists' assessments at 90%. The study was published on October 16, 2018, in Radiology.

“Breast density is an independent risk factor that drives how we communicate with women about their cancer risk. Our motivation was to create an accurate and consistent tool that can be shared and used across health care systems,” said study author PhD student Adam Yala, of the MIT Computer Science and Artificial Intelligence Laboratory (CSAIL). “When radiologists pull up a scan at their workstations, they'll see the model's assigned rating, which they then accept or reject. It takes less than a second per image ... [and it can be] easily and cheaply scaled throughout hospitals.”

It is estimated that more than 40% of women have dense breast tissue, which alone increases the risk of breast cancer. Moreover, dense tissue can mask cancers on the mammogram, making screening more difficult.

Related Links:
Massachusetts Institute of Technology
Harvard Medical School

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62 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

63 (94.175338745117): 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

64 (594.8543548584): SELECT fid FROM jos_deeppockets WHERE id=294775458 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294775458 AND published='1' LIMIT 1

65 (49.829483032227): 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`

66 (41.007995605469): select jos_twitters.link from jos_twitters where cat=10

67 (30.040740966797): select jos_facebook.link from jos_facebook where cat=10

68 (30.040740966797): select jos_google_plus.link from jos_google_plus where cat=10

69 (29.087066650391): select jos_linkedin.link from jos_linkedin where cat=10

70 (32.901763916016): SELECT fid FROM jos_deeppockets WHERE id=294775458 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294775458 AND published='1' LIMIT 1

71 (33.140182495117): 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`

72 (426.05400085449): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775458 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (263.92936706543): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775458 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

74 (41.961669921875): 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`

75 (82.015991210938): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (56.028366088867): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (126.83868408203): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775458 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

90 (56.028366088867): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775458 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

91 (51.021575927734): 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`

92 (55.074691772461): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (85.830688476562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

107 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

108 (52.928924560547): 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=294775458 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

109 (49.114227294922): 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=294775458 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

110 (92.029571533203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

111 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

112 (63.896179199219): 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=294775458 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (658.03527832031): 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=294775458 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

114 (!!!!! 1060.0090026855): 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 (416.04042053223): 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

116 (128.03077697754): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

117 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

118 (48.87580871582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

119 (39.100646972656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

120 (44.822692871094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

121 (36.001205444336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

122 (44.822692871094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

123 (38.14697265625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

124 (298.02322387695): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

125 (!!!!! 21583.080291748): 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

126 (538.11073303223): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775458 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775458 AND type='deeppockets_item' AND published='1' LIMIT 1

127 (!!!!! 7951.021194458): ( 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 (83.208084106445): ( 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

129 (41.961669921875): 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 (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

131 (47.922134399414): 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 (30.040740966797): 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

133 (461.10153198242): 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 (64.13459777832): 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

135 (45.7763671875): 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 (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

137 (577.92663574219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (367.87986755371): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (46.014785766602): SELECT name FROM jos_deeppockets WHERE id=215

140 (30.040740966797): SELECT name FROM jos_deeppockets WHERE id=215

141 (624.8950958252): 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 (484.94338989258): 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

143 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

144 (50.783157348633): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

145 (!!!!! 10269.165039062): TRUNCATE TABLE jos_trademed_module

146 (139.95170593262): 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=294775458 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (60.796737670898): 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=294775458 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (601.05323791504): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

151 (69.141387939453): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

152 (!!!!! 1562.8337860107): 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

153 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

154 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

155 (59.843063354492): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775458 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775458 AND type='deeppockets_item' AND published='1' LIMIT 1

156 (48.87580871582): 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 (44.107437133789): 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)

158 (70.095062255859): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

159 (90.122222900391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

160 (54.121017456055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775458 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775458 AND published='1' LIMIT 1

161 (69.141387939453): select jos_twitters.link from jos_twitters where cat=10

162 (41.961669921875): select jos_facebook.link from jos_facebook where cat=10

163 (41.007995605469): select jos_google_plus.link from jos_google_plus where cat=10

164 (41.007995605469): select jos_linkedin.link from jos_linkedin where cat=10

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