{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T02:41:35Z","timestamp":1747190495076,"version":"3.40.5"},"reference-count":20,"publisher":"Wiley","license":[{"start":{"date-parts":[[2021,7,12]],"date-time":"2021-07-12T00:00:00Z","timestamp":1626048000000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2021,7,12]]},"abstract":"<jats:p>This study aimed to explore the application effect of magnetic resonance imaging (MRI) based on deep learning in laparoscopic surgery for colorectal carcinoma (CRC). 40 patients with CRC who were diagnosed and required laparoscopic surgery were selected in the research. The MRI scan images of all patients were processed based on the convolutional neural network algorithm. The MRI images before and after treatment were set as the control group and the experimental group, respectively. The consistency of MRI results with laparoscopic and postoperative pathological biopsy results was observed. Through the comparative analysis of the research results, in terms of consistency with the surgical plane, the assessment results of the experimental group were more consistent than those of the control group and direct observation under laparoscopy, and the difference was statistically significant (<jats:inline-formula>\n                     <a:math xmlns:a=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M1\">\n                        <a:mi>P<\/a:mi>\n                        <a:mo>&lt;<\/a:mo>\n                        <a:mn>0.05<\/a:mn>\n                     <\/a:math>\n                  <\/jats:inline-formula>). In terms of tumor T staging, the consistency between the experimental group and pathological biopsy results was superior to that of the control group, with considerable difference (<jats:inline-formula>\n                     <c:math xmlns:c=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M2\">\n                        <c:mi>P<\/c:mi>\n                        <c:mo>&lt;<\/c:mo>\n                        <c:mn>0.05<\/c:mn>\n                     <\/c:math>\n                  <\/jats:inline-formula>). In conclusion, practically speaking, the application of MR images based on convolutional neural network algorithm in laparoscopic CRC surgery was better than conventional MRI technology. However, the research was a small-scale pathological study, which was not very representative.<\/jats:p>","DOI":"10.1155\/2021\/1911381","type":"journal-article","created":{"date-parts":[[2021,7,13]],"date-time":"2021-07-13T19:50:05Z","timestamp":1626205805000},"page":"1-8","source":"Crossref","is-referenced-by-count":0,"title":["Deep Learning in Laparoscopic Colorectal Carcinoma Surgery under Magnetic Resonance Imaging"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0859-6721","authenticated-orcid":true,"given":"Shuguang","family":"Pan","sequence":"first","affiliation":[{"name":"Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0497-0202","authenticated-orcid":true,"given":"Wei","family":"Tang","sequence":"additional","affiliation":[{"name":"Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1734-6406","authenticated-orcid":true,"given":"Tiejun","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4394-2340","authenticated-orcid":true,"given":"Wei","family":"Luo","sequence":"additional","affiliation":[{"name":"Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(19)32319-0"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.3748\/wjg.v23.i20.3632"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1007\/s13304-019-00630-7"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1007\/s11605-019-04170-8"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1097\/MD.0000000000011817"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1177\/000313481908501230"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1002\/ags3.12048"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1148\/rg.2019180114"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1007\/s00330-019-06153-4"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.6004\/jnccn.2018.0061"},{"issue":"9","key":"11","first-page":"1039","article-title":"[Safety and feasibility of the combined medial and caudal approach in laparoscopic D3 lymphadenectomy plus complete mesocolic excision for right hemicolectomy in the treatment of right hemicolon cancer complicated with incomplete ileus]","volume":"21","author":"Q. Chen","year":"2018","journal-title":"Zhonghua Wei Chang Wai Ke Za Zhi"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1016\/S1470-2045(20)30555-6"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1097\/00000658-200204000-00001"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/j.asjsur.2018.08.010"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.21037\/jgo.2019.05.01"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1016\/j.remn.2016.06.001"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1177\/0284185120925481"},{"key":"18","first-page":"658","article-title":"A prospective comparative study of contrast-enhanced CT, contrast-enhanced MRI and 18F-FDG PET\/CT in the preoperative staging of colorectal cancer patients","volume":"91","author":"I. B. 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