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AI Software to Help Early Detection of Lung Cancer

By MedImaging International staff writers
Posted on 24 Oct 2017

A team of experts in lung cancer, machine learning and medical technology product development has come together to address a huge and growing problem in lung cancer diagnosis, the management of patients presenting with indeterminate pulmonary nodules. The researchers have developed the world’s first image-based decision support software for improving patient management and reducing unnecessary follow-up procedures.

EIT Health LUCINDA (Early Lung Cancer Diagnosis with Artificial Intelligence and Big Data) is a consortium of leading clinicians & hospitals in the UK, the Netherlands and Germany (Oxford University Hospital, the University Medical Center Groningen, Heidelberg University Hospital & ThoraxKlinik Heidelberg, and the University of Oxford) and Optellum (Oxford, UK), a high-tech start up. Optellum is developing the world’s first automated patient management and image-based risk stratification software for incidental and screen-detected nodules in Computed Tomography (CT). By using deep learning, the company aims to make significant improvements in lung cancer diagnosis and patient management from the current standard of care.

Early detection of lung cancer by a chest CT scan can dramatically improve survival rates by identifying pulmonary nodules, small opacities in the lung, typically less than 1 cm in size. Up to 30% of all patients scanned have such small nodules, although the vast majority is harmless and will not cause any problems to the patient. Unfortunately, radiologists find it difficult to determine if a nodule is cancerous, resulting in an indeterminate diagnosis, which requires up to two year follow-up imaging for monitoring growth. In some cases, additional biopsies and surgeries need to be performed in order to investigate nodules, which ultimately prove to be benign. Such additional procedures increase patient stress, create a risk of complications and burden healthcare system resources.

EIT Health’s expert-level decision support software can improve a doctor’s ability to correctly diagnose lung nodules. The software utilizes state-of-the-art deep learning to provide an objective risk score of nodule malignancy learned from a database of thousands of examples with known ground-truth diagnoses. The output enables clinicians to confidently stratify lung nodule patients earlier, potentially on the basis of only one or two scans.

“Our project consortium, comprising Europe’s leading institutes in lung cancer screening in Groningen and Heidelberg, along with experts in healthcare machine learning at Optellum and Oxford, is uniquely positioned to tackle this critically important problem,” said Prof. Gleeson (Oxford), co-author of the 2015 British Thoracic Society guidelines for the management of pulmonary nodules. “We believe that this system will improve patient care and reduce the burden of managing indeterminate lung nodules in both incidental and screening settings.”

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63 (77.009201049805): 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=217 ORDER BY `ordering`

64 (130.17654418945): select jos_twitters.link from jos_twitters where cat=10

65 (63.896179199219): select jos_facebook.link from jos_facebook where cat=10

66 (63.180923461914): select jos_google_plus.link from jos_google_plus where cat=10

67 (260.82992553711): select jos_linkedin.link from jos_linkedin where cat=10

68 (127.07710266113): SELECT fid FROM jos_deeppockets WHERE id=294771197 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294771197 AND published='1' LIMIT 1

69 (89.168548583984): 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=217 ORDER BY `ordering`

70 (902.17590332031): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294771197 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (349.04479980469): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294771197 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (247.00164794922): 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 (380.9928894043): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (297.78480529785): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (112.05673217773): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (141.85905456543): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (164.98565673828): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (442.0280456543): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (275.85029602051): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (398.87428283691): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (258.9225769043): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (528.09715270996): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294771197 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (207.90100097656): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294771197 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (224.11346435547): 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 (459.90943908691): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (118.01719665527): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (233.88862609863): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (185.01281738281): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (268.93615722656): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (29.802322387695): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (123.97766113281): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (782.01293945312): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

105 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

106 (71.048736572266): 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=294771197 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (54.121017456055): 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=294771197 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 1049.9954223633): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

109 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

110 (!!!!! 2333.1642150879): 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=294771197 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (597.95379638672): 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=294771197 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (801.08642578125): 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 (540.97175598145): 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 (183.10546875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

115 (74.863433837891): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

116 (92.029571533203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

117 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

118 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

119 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

120 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

121 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

122 (423.90823364258): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

123 (!!!!! 23150.92086792): 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 (585.07919311523): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294771197 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294771197 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (74.863433837891): ( 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 (46.968460083008): ( 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 (42.915344238281): 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 (34.093856811523): 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 (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

130 (28.848648071289): 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 (28.848648071289): 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 (28.133392333984): 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 (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

134 (27.894973754883): 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 (575.78086853027): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

136 (456.09474182129): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (49.829483032227): SELECT name FROM jos_deeppockets WHERE id=217

138 (36.001205444336): SELECT name FROM jos_deeppockets WHERE id=217

139 (689.98336791992): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

140 (606.06002807617): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

141 (79.870223999023): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

142 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

143 (!!!!! 8434.0572357178): TRUNCATE TABLE jos_trademed_module

144 (104.18891906738): 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=294771197 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

145 (59.127807617188): 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=294771197 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (572.91984558105): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

147 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (59.843063354492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

149 (63.180923461914): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

150 (!!!!! 1175.1651763916): 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 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

152 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

153 (36.954879760742): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294771197 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294771197 AND type='deeppockets_item' AND published='1' LIMIT 1

154 (34.093856811523): 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=217 or channel_id is null)

155 (31.948089599609): 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=217 or channel_id is null)

156 (36.001205444336): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

157 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

158 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771197 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771197 AND published='1' LIMIT 1

159 (39.100646972656): select jos_twitters.link from jos_twitters where cat=10

160 (31.948089599609): select jos_facebook.link from jos_facebook where cat=10

161 (31.948089599609): select jos_google_plus.link from jos_google_plus where cat=10

162 (30.994415283203): select jos_linkedin.link from jos_linkedin where cat=10

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