Literature DB >> 32767224

Radiomics Approach Outperforms Diameter Criteria for Predicting Pathological Lateral Lymph Node Metastasis After Neoadjuvant (Chemo)Radiotherapy in Advanced Low Rectal Cancer.

Ryota Nakanishi1, Takashi Akiyoshi2, Shigeo Toda3, Yu Murakami4, Senzo Taguchi4, Koji Oba5, Yutaka Hanaoka3, Toshiya Nagasaki1, Tomohiro Yamaguchi1, Tsuyoshi Konishi1, Shuichiro Matoba3, Masashi Ueno3, Yosuke Fukunaga1, Hiroya Kuroyanagi3.   

Abstract

BACKGROUND: Advanced low rectal cancer has a non-negligible risk of lateral pelvic lymph node (LPLN) metastasis (LPLNM) and lateral local recurrence (LR) after neoadjuvant (chemo)radiotherapy and total mesorectal excision. LPLN dissection (LPLND) reduces LR but increases postoperative complications and sexual/urinary dysfunction.
OBJECTIVE: The aim of this study was to develop a new radiomics-based prediction model for LPLNM in patients with rectal cancer.
METHODS: A total of 247 patients with rectal cancer and enlarged LPLNs treated by (chemo)radiotherapy and LPLND were enrolled in this retrospective, multicenter study. LPLN radiomic features were extracted from pretreatment portal venous-phase computed tomography images. A radiomics score of LPLN was constructed based on the least absolute shrinkage and selection operator regression in a primary cohort of 175 patients. Model performance was assessed in terms of discrimination, calibration, and decision curve analysis, and was externally validated in 72 patients.
RESULTS: The radiomics score showed significantly better discrimination compared with pretreatment short-axis diameter measurements in both the primary (area under the curve [AUC] 0.91 vs. 0.83, p = 0.0015) and validation (AUC 0.90 vs. 0.80, p = 0.0298) cohorts. Decision curve analysis also indicated the superiority of the radiomics score. In a subanalysis of patients with a short-axis diameter ≥ 7 mm, the radiomics nomogram, incorporating the radiomics score and LPLN shrinkage to ≤ 4 mm, had better discrimination compared with a model incorporating only LPLN shrinkage in both cohorts.
CONCLUSIONS: Radiomics-based prediction modeling provides individualized risk estimation of LPLNM in rectal cancer patients treated with (chemo)radiotherapy, and outperforms measurements of pretreatment LPLN diameter.

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Year:  2020        PMID: 32767224     DOI: 10.1245/s10434-020-08974-w

Source DB:  PubMed          Journal:  Ann Surg Oncol        ISSN: 1068-9265            Impact factor:   5.344


  37 in total

1.  Preoperative radiotherapy combined with total mesorectal excision for resectable rectal cancer.

Authors:  E Kapiteijn; C A Marijnen; I D Nagtegaal; H Putter; W H Steup; T Wiggers; H J Rutten; L Pahlman; B Glimelius; J H van Krieken; J W Leer; C J van de Velde
Journal:  N Engl J Med       Date:  2001-08-30       Impact factor: 91.245

2.  Preoperative versus postoperative chemoradiotherapy for rectal cancer.

Authors:  Rolf Sauer; Heinz Becker; Werner Hohenberger; Claus Rödel; Christian Wittekind; Rainer Fietkau; Peter Martus; Jörg Tschmelitsch; Eva Hager; Clemens F Hess; Johann-H Karstens; Torsten Liersch; Heinz Schmidberger; Rudolf Raab
Journal:  N Engl J Med       Date:  2004-10-21       Impact factor: 91.245

3.  Chemotherapy with preoperative radiotherapy in rectal cancer.

Authors:  Jean-François Bosset; Laurence Collette; Gilles Calais; Laurent Mineur; Philippe Maingon; Ljiljana Radosevic-Jelic; Alain Daban; Etienne Bardet; Alexander Beny; Jean-Claude Ollier
Journal:  N Engl J Med       Date:  2006-09-14       Impact factor: 91.245

4.  Neoadjuvant (Chemo)radiotherapy With Total Mesorectal Excision Only Is Not Sufficient to Prevent Lateral Local Recurrence in Enlarged Nodes: Results of the Multicenter Lateral Node Study of Patients With Low cT3/4 Rectal Cancer.

Authors:  Atsushi Ogura; Tsuyoshi Konishi; Chris Cunningham; Julio Garcia-Aguilar; Henrik Iversen; Shigeo Toda; In Kyu Lee; Hong Xiang Lee; Keisuke Uehara; Peter Lee; Hein Putter; Cornelis J H van de Velde; Geerard L Beets; Harm J T Rutten; Miranda Kusters
Journal:  J Clin Oncol       Date:  2018-11-07       Impact factor: 44.544

Review 5.  Extended lymphadenectomy versus conventional surgery for rectal cancer: a meta-analysis.

Authors:  Panagiotis Georgiou; Emile Tan; Nikolaos Gouvas; Anthony Antoniou; Gina Brown; R John Nicholls; Paris Tekkis
Journal:  Lancet Oncol       Date:  2009-09-18       Impact factor: 41.316

6.  Results of a Japanese nationwide multi-institutional study on lateral pelvic lymph node metastasis in low rectal cancer: is it regional or distant disease?

Authors:  Takashi Akiyoshi; Toshiaki Watanabe; Satoshi Miyata; Kenjiro Kotake; Tetsuichiro Muto; Kenichi Sugihara
Journal:  Ann Surg       Date:  2012-06       Impact factor: 12.969

7.  Selective lateral pelvic lymph node dissection in patients with advanced low rectal cancer treated with preoperative chemoradiotherapy based on pretreatment imaging.

Authors:  Takashi Akiyoshi; Masashi Ueno; Kiyoshi Matsueda; Tsuyoshi Konishi; Yoshiya Fujimoto; Satoshi Nagayama; Yosuke Fukunaga; Toshiyuki Unno; Atsuhiro Kano; Hiroya Kuroyanagi; Masatoshi Oya; Toshiharu Yamaguchi; Toshiaki Watanabe; Tetsuichiro Muto
Journal:  Ann Surg Oncol       Date:  2013-08-21       Impact factor: 5.344

8.  Japanese Society for Cancer of the Colon and Rectum (JSCCR) guidelines 2019 for the treatment of colorectal cancer.

Authors:  Yojiro Hashiguchi; Kei Muro; Yutaka Saito; Yoshinori Ito; Yoichi Ajioka; Tetsuya Hamaguchi; Kiyoshi Hasegawa; Kinichi Hotta; Hideyuki Ishida; Megumi Ishiguro; Soichiro Ishihara; Yukihide Kanemitsu; Yusuke Kinugasa; Keiko Murofushi; Takako Eguchi Nakajima; Shiro Oka; Toshiaki Tanaka; Hiroya Taniguchi; Akihito Tsuji; Keisuke Uehara; Hideki Ueno; Takeharu Yamanaka; Kentaro Yamazaki; Masahiro Yoshida; Takayuki Yoshino; Michio Itabashi; Kentaro Sakamaki; Keiji Sano; Yasuhiro Shimada; Shinji Tanaka; Hiroyuki Uetake; Shigeki Yamaguchi; Naohiko Yamaguchi; Hirotoshi Kobayashi; Keiji Matsuda; Kenjiro Kotake; Kenichi Sugihara
Journal:  Int J Clin Oncol       Date:  2019-06-15       Impact factor: 3.402

9.  Prognostic impact of residual lateral lymph node metastasis after neoadjuvant (chemo)radiotherapy in patients with advanced low rectal cancer.

Authors:  T Akiyoshi; S Toda; T Tominaga; K Oba; K Tomizawa; Y Hanaoka; T Nagasaki; T Konishi; S Matoba; Y Fukunaga; M Ueno; H Kuroyanagi
Journal:  BJS Open       Date:  2019-07-25

10.  Optimal treatment strategies for clinically suspicious lateral pelvic lymph node metastasis in rectal cancer.

Authors:  Hye Jin Kim; Gyu-Seog Choi; Jun Seok Park; Soo Yeun Park; Seung Hyun Cho; Soo Jung Lee; Byung Woog Kang; Jong Gwang Kim
Journal:  Oncotarget       Date:  2017-08-10
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  8 in total

1.  Magnetic Resonance Imaging Directed Surgical Decision Making for Lateral Pelvic Lymph Node Dissection in Rectal Cancer After Total Neoadjuvant Therapy (TNT).

Authors:  Oliver Peacock; Naveen Manisundaram; Sandra R Dibrito; Youngwan Kim; Chung-Yuan Hu; Brian K Bednarski; Tsuyoshi Konishi; Nir Stanietzky; Raghunandan Vikram; Harmeet Kaur; Melissa W Taggart; Arvind Dasari; Emma B Holliday; Y Nancy You; George J Chang
Journal:  Ann Surg       Date:  2022-07-15       Impact factor: 13.787

Review 2.  Machine Learning Algorithms for Predicting Surgical Outcomes after Colorectal Surgery: A Systematic Review.

Authors:  Mustafa Bektaş; Jurriaan B Tuynman; Jaime Costa Pereira; George L Burchell; Donald L van der Peet
Journal:  World J Surg       Date:  2022-09-15       Impact factor: 3.282

3.  Effects of Preoperative Radiotherapy on Long-Term Bowel Function in Patients With Rectal Cancer Treated With Anterior Resection: A Systematic Review and Meta-analysis.

Authors:  Zongyu Liang; Zhaojun Zhang; Deqing Wu; Chengzhi Huang; Xin Chen; Weixian Hu; Junjiang Wang; Xingyu Feng; Xueqing Yao
Journal:  Technol Cancer Res Treat       Date:  2022 Jan-Dec

4.  Development and External Validation of a Preoperative Nomogram for Predicting Lateral Pelvic Lymph Node Metastasis in Patients With Advanced Lower Rectal Cancer.

Authors:  Lei Zhang; Feiyu Shi; Chenhao Hu; Zhe Zhang; Junguang Liu; Ruihan Liu; Junjun She; Jianqiang Tang
Journal:  Front Oncol       Date:  2022-07-08       Impact factor: 5.738

5.  Ultrasound-based radiomics XGBoost model to assess the risk of central cervical lymph node metastasis in patients with papillary thyroid carcinoma: Individual application of SHAP.

Authors:  Yan Shi; Ying Zou; Jihua Liu; Yuanyuan Wang; Yingbin Chen; Fang Sun; Zhi Yang; Guanghe Cui; Xijun Zhu; Xu Cui; Feifei Liu
Journal:  Front Oncol       Date:  2022-08-26       Impact factor: 5.738

6.  Simultaneous Integrated Boost Intensity-Modulated Radiation Therapy Can Benefit the Locally Advanced Rectal Cancer Patients With Clinically Positive Lateral Pelvic Lymph Node.

Authors:  Shuai Li; Yangzi Zhang; Yang Yu; Xianggao Zhu; Jianhao Geng; Huajing Teng; Zhilong Wang; Tingting Sun; Lin Wang; Hongzhi Wang; Yongheng Li; Aiwen Wu; Yong Cai; Weihu Wang
Journal:  Front Oncol       Date:  2021-02-22       Impact factor: 6.244

7.  The Effectiveness of Machine Learning in Predicting Lateral Lymph Node Metastasis From Lower Rectal Cancer: A Single Center Development and Validation Study.

Authors:  Shunsuke Kasai; Akio Shiomi; Hiroyasu Kagawa; Hitoshi Hino; Shoichi Manabe; Yusuke Yamaoka; Kai Chen; Kenji Nanishi; Yusuke Kinugasa
Journal:  Ann Gastroenterol Surg       Date:  2021-09-16

8.  Artificial intelligence for pre-operative lymph node staging in colorectal cancer: a systematic review and meta-analysis.

Authors:  Sergei Bedrikovetski; Nagendra N Dudi-Venkata; Hidde M Kroon; Warren Seow; Ryash Vather; Gustavo Carneiro; James W Moore; Tarik Sammour
Journal:  BMC Cancer       Date:  2021-09-26       Impact factor: 4.430

  8 in total

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