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New Deep Learning Diagnostic Tool Combines Two Ultrasounds for Accurate Breast Cancer Detection

By MedImaging International staff writers
Posted on 07 Feb 2022

A research team has developed a new diagnostic tool for breast cancer that combines two ultrasounds. More...

The breast cancer detecting deep learning model developed by researchers at the Pohang University of Science and Technology (POSTECH Pohang, South Korea) combines grayscale B-mode and strain elastography (SE) ultrasound imaging.

Ultrasound imaging is much safer and cheaper as compared to other diagnostic methods like mammography, X-ray, or MRIs and also allows in-depth observation of tissues. The grayscale B-mode ultrasound that clearly shows the lesion structure and the strain elastography ultrasound that shows the tumor density are commonly used for classification of breast cancer. Hence, the research team combined the two to maximize their strengths.

The study involved 85 patients with breast cancer confirmed by biopsy, including 42 with benign lesions and 43 with malignancies. The researchers separately trained two deep neural network models, AlexNet and ResNet, on combined 205 grayscale and SE images from 67 patients with benign and malignant lesions. The team then configured the two deep learning models to work as an ensemble and tested it on a dataset of 56 images from the remaining 18 patients. The researchers found that the deep learning ensemble model identified diverse features in the two different ultrasound images and successfully detected the presence of malignant tumors.

The deep learning ensemble model demonstrated an accuracy of 90% which was higher than the individual models (84% each) as well as the model that was trained using grayscale B-mode or SE imaging (grayscale 77%, SE 85%) alone. Interestingly, the individual model misclassified five patients while the ensemble model missed only two. So far, ultrasound imaging has been used in breast cancer classification although it was affected by a shortage of radiologists and poor imaging quality. The deep learning model developed by the researchers has been shown to improve the accuracy of breast cancer diagnosis.

“Using this deep learning model can achieve superior detection efficiency since it can accurately classify breast cancers in ultrasound images,” said Professor Chulhong Kim from the Department of Convergence IT Engineering, Electrical Engineering, and Mechanical Engineering who led the study.

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60 (334.02442932129): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

61 (236.03439331055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

62 (904.08325195312): 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 (!!!!! 1181.1256408691): SELECT fid FROM jos_deeppockets WHERE id=294791499 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294791499 AND published='1' LIMIT 1

64 (787.97340393066): 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=214 ORDER BY `ordering`

65 (632.04765319824): select jos_twitters.link from jos_twitters where cat=10

66 (844.00177001953): select jos_facebook.link from jos_facebook where cat=10

67 (64.13459777832): select jos_google_plus.link from jos_google_plus where cat=10

68 (43.153762817383): select jos_linkedin.link from jos_linkedin where cat=10

69 (!!!!! 1085.0429534912): SELECT fid FROM jos_deeppockets WHERE id=294791499 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294791499 AND published='1' LIMIT 1

70 (72.956085205078): 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=214 ORDER BY `ordering`

71 (!!!!! 1471.0426330566): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294791499 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (!!!!! 1338.005065918): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294791499 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (71.048736572266): 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 (!!!!! 1892.08984375): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (!!!!! 3746.9863891602): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (802.99377441406): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (779.15191650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (69.856643676758): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (44.822692871094): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (658.03527832031): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (65.088272094727): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (778.9134979248): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (61.988830566406): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (47.922134399414): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (47.206878662109): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (731.9450378418): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (!!!!! 2007.007598877): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294791499 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (519.99092102051): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294791499 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

90 (855.92269897461): 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 (92.983245849609): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (51.975250244141): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (53.167343139648): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (46.968460083008): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (!!!!! 5100.9654998779): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

106 (205.99365234375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

107 (!!!!! 3149.9862670898): 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=294791499 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (977.99301147461): 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=294791499 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

109 (!!!!! 6317.138671875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

110 (170.23086547852): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

111 (95.129013061523): 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=294791499 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (832.08084106445): 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=294791499 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (674.00932312012): 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 (!!!!! 3293.0374145508): 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 (118.01719665527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

116 (87.976455688477): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

117 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

118 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

119 (90.837478637695): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

120 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

121 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

122 (59.127807617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

123 (386.95335388184): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

124 (!!!!! 57254.076004028): 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 (704.05006408691): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294791499 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294791499 AND type='deeppockets_item' AND published='1' LIMIT 1

126 (!!!!! 21437.168121338): ( 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 (92.029571533203): ( 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 (68.902969360352): 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 (47.922134399414): 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 (100.13580322266): 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 (60.081481933594): 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 (497.81799316406): 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 (57.93571472168): 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 (58.889389038086): 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 (47.922134399414): 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 (495.91064453125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (397.92060852051): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (45.061111450195): SELECT name FROM jos_deeppockets WHERE id=214

139 (32.186508178711): SELECT name FROM jos_deeppockets WHERE id=214

140 (585.79444885254): 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 '((;)|(^))214((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

141 (633.95500183105): 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 '((;)|(^))214((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

142 (78.916549682617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

143 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

144 (!!!!! 16138.076782227): TRUNCATE TABLE jos_trademed_module

145 (!!!!! 5367.9943084717): 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=294791499 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (227.92816162109): 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=294791499 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (635.14709472656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (91.075897216797): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (118.01719665527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

150 (78.201293945312): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

151 (!!!!! 8687.9730224609): 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 (74.863433837891): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

153 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

154 (46.968460083008): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294791499 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294791499 AND type='deeppockets_item' AND published='1' LIMIT 1

155 (35.04753112793): 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=214 or channel_id is null)

156 (32.901763916016): 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=214 or channel_id is null)

157 (60.081481933594): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

158 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

159 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294791499 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294791499 AND published='1' LIMIT 1

160 (!!!!! 1520.8721160889): select jos_twitters.link from jos_twitters where cat=10

161 (59.843063354492): select jos_facebook.link from jos_facebook where cat=10

162 (43.869018554688): select jos_google_plus.link from jos_google_plus where cat=10

163 (41.961669921875): select jos_linkedin.link from jos_linkedin where cat=10

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