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NIH Releases Huge Database of CT Images for AI Testing

By MedImaging International staff writers
Posted on 26 Jul 2018

The National Institutes of Health’s {(NIH) Bethesda, MA, USA} Clinical Center has made a large-scale dataset of CT images available to the public in order to help the scientific community improve the detection accuracy of lesions. More...

The dataset, named DeepLesion, has over 32,000 annotated lesions identified in CT images, as compared to less than a thousand lesions in most of the publicly available medical image datasets. The images are of 4,400 unique patients, who are partners in research at the NIH and have been completely anonymized. In 2017, the NIH clinical center had released anonymized chest X-ray images and their corresponding data.

The NIH Clinical Center is the clinical research hospital for the NIH, the US’ medical research agency that includes 27 institutes and centers and is a component of the US Department of Health and Human Services. NIH is the primary federal agency conducting and supporting basic, clinical, and translational medical research, and is investigating the causes, treatments, and cures for both common and rare diseases.

Radiologists at the clinical center use an electronic bookmark tool to measure and mark clinically meaningful findings from the CT images of patients. The radiologists save their place and mark significant findings, which they can visit again at a later time. These complex bookmarks provide arrows, lines, diameters, and text that can pinpoint the precise location and size of a lesion to allow experts to identify growth or a new disease.

Scientists at the NIH clinical center have used these bookmarks, which are abundant with retrospective medical data to develop the DeepLesion dataset. Unlike most lesion medical image datasets that are currently available that can only detect one type of lesion, DeepLesion offers greater diversity as it contains all types of critical radiology findings from all over the body, such as lung nodules, liver tumors, enlarged lymph nodes, and so on. The dataset released by the NIH is large enough to train a deep neural network and could enable the scientific community to create a large-scale universal lesion detector with one unified framework.

Researchers hope that by making the medical image datasets publicly available, others will be able to develop a universal lesion detector that will help radiologists identify all kinds of lesions. It can also serve as an initial screening tool and send its detection results to other specialist systems trained in certain types of lesions. DeepLesion could also help radiologists to mine and study the relationship between different types of lesions in order to make new discoveries. It can allow them to more accurately and automatically measure the sizes of all lesions in a patient, thus enabling full body assessment of cancer.

The NIH clinical center plans to continue improving the DeepLesion dataset by collecting more data and further increase its detection accuracy. Its universal lesion detecting capability will become more reliable after researchers manage to leverage 3D and lesion type information. In future, the application of DeepLesion could be further extended to other image modalities such as MRI and combined with data from various hospitals.

Related Links:
National Institutes of Health

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61 (57.220458984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

62 (73.19450378418): 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 (587.94021606445): SELECT fid FROM jos_deeppockets WHERE id=294774272 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294774272 AND published='1' LIMIT 1

64 (45.061111450195): 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`

65 (50.067901611328): select jos_twitters.link from jos_twitters where cat=10

66 (30.994415283203): select jos_facebook.link from jos_facebook where cat=10

67 (30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10

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

69 (30.994415283203): SELECT fid FROM jos_deeppockets WHERE id=294774272 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294774272 AND published='1' LIMIT 1

70 (30.994415283203): 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`

71 (260.1146697998): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774272 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (319.9577331543): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774272 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (46.014785766602): 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 (48.160552978516): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (43.153762817383): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774272 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (29.087066650391): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774272 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

90 (35.04753112793): 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 (46.968460083008): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (69.141387939453): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

106 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

107 (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 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=294774272 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (47.922134399414): 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=294774272 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

109 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

110 (50.067901611328): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

111 (46.968460083008): 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=294774272 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (502.8247833252): 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=294774272 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (525.95138549805): 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 (310.18257141113): 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 (78.916549682617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

116 (47.206878662109): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

117 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

118 (37.908554077148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

119 (59.843063354492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

120 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

121 (43.869018554688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

122 (37.193298339844): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

123 (267.98248291016): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

124 (!!!!! 19090.890884399): 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 (509.02366638184): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774272 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774272 AND type='deeppockets_item' AND published='1' LIMIT 1

126 (!!!!! 6878.8528442383): ( 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 (69.856643676758): ( 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 (36.954879760742): 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 (29.087066650391): 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 (38.14697265625): 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 (27.894973754883): 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 (439.88227844238): 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 (83.92333984375): 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 (80.108642578125): 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 (41.007995605469): 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 (494.95697021484): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (382.90023803711): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (41.007995605469): SELECT name FROM jos_deeppockets WHERE id=217

139 (29.087066650391): SELECT name FROM jos_deeppockets WHERE id=217

140 (528.09715270996): 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 (448.94218444824): 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

142 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

143 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

144 (!!!!! 7423.8777160645): TRUNCATE TABLE jos_trademed_module

145 (91.075897216797): 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=294774272 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (56.982040405273): 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=294774272 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (396.0132598877): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (75.817108154297): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

150 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

151 (!!!!! 1068.115234375): 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 (60.796737670898): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

153 (39.815902709961): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

154 (38.862228393555): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774272 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774272 AND type='deeppockets_item' AND published='1' LIMIT 1

155 (33.855438232422): 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 (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)

157 (34.809112548828): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

158 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

159 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774272 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774272 AND published='1' LIMIT 1

160 (35.04753112793): select jos_twitters.link from jos_twitters where cat=10

161 (30.994415283203): select jos_facebook.link from jos_facebook where cat=10

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

163 (30.994415283203): select jos_linkedin.link from jos_linkedin where cat=10

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