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Eiji Kondo,Kenta Yoshida,Tsutomu Tabata,Yoichi Kobayashi,Wataru Yamagami,Yasuhiko Ebina,Masanori Kaneuchi,Satoru Nagase,Hiroko Machida,Mikio Mikami 대한부인종양학회 2022 Journal of Gynecologic Oncology Vol.33 No.2
Objective: The study compared the treatment outcomes of surgery versus radiotherapy, including concurrent chemoradiotherapy, in stage Ib2–IIb cervical adenocarcinoma patients in Japan. Methods: Of 57,470 patients diagnosed with stage I–IV cervical cancer from January 2001– December 2011, 1,932 patients with stage Ib2–IIb cervical adenocarcinoma were initially treated by surgery or radiotherapy. The primary endpoint was 5-year overall survival (OS) in all and 614 propensity score-matched (PSM) patients (307 per group). We compared OS and prognosis factors based on age, primary stage, and treatment arm. Results: In Japan, >80% (n=1,573) of stage Ib2–IIb cervical adenocarcinoma patients underwent surgery. The 5-year OS of surgery vs. radiotherapy groups were 82.1% (n=704) vs. 79.7% (n=59) (hazard ratio [HR]=1.494; 95% confidence interval [CI]=0.826–2.702; p=0.181)for stage Ib2, 76.6% (n=239) vs. 66.7% (n=54) (HR=1.679; 95% CI=0.986–2.858; p=0.053)for stage IIa, and 71.1% (n=630) vs. 58.9% (n=246) (HR=1.711; 95% CI=1.341–2.184; p<0.001)for stage IIb. In 614 PSM patients balanced for age and carcinoma stage Ib2–IIb, the 5-year OS of surgery vs. radiation groups was 73.0% (n=307) vs. 65.5% (n=307) (HR=1.394; 95% CI=1.044–1.860; p=0.023).In multivariable analysis, age (HR=1.293; 95% CI=1.045–1.601; p=0.018), treatment arm, radiotherapy (HR=1.556; 95% CI=1.253–1.933; p<0.001), and stage IIb (HR=1.783; 95% CI=1.443–2.203; p=0.018) were independent prognosis factors for 5-year OS in stage Ib2–IIb adenocarcinoma patients. Conclusion: Age (>65 years), treatment arm (radiotherapy), and stage IIb significantly affect OS in cervical adenocarcinoma patients. Surgery may be considered for <65-year-old patients with stage IIb adenocarcinoma.
ADAPTIVE RECOGNITION OF HAND-WRITTEN KANJI CHARACTERS USING SELF-ORGANIZED NEURAL NETWORK
Miyanaga, Yoshikazu,Tochinai, Koji,Kondo, Masanori,Hayashi, Masato 대한전자공학회 1994 ISPACS:Intelligent Signal Processing and Communica Vol.1 No.1
This port introduces an image recognition system for hand-written Kanji characters. The method is based on a self-organized neural network and a single layer perception network. The self-organized neural network is used for adaptive clustering. The single perception network is used for recognition. It is well known that a large amount of time is required in the training by a mullti-layered perception when some cluster distributions have complicated structures. However, since only the simplest perception is applied in this proposed system, a quite short time is enough to learn training data. The reason why multi-layered perception is not required to recognize data in this system is based on the use of a self-organized network. The self-organized network can change a complicated structure of cluster distribution to a simple structure without the loss of information. Thus, it can be shown that the simple perception is enough to recognize even nonlinear characteristic distribution.
Hiroko Machida,Koji Matsuo,Yoichi Kobayashi,Mai Momomura,Fumiaki Takahashi,Tsutomu Tabata,Eiji Kondo,Wataru Yamagami,Yasuhiko Ebina,Masanori Kaneuchi,Satoru Nagase,Mikio Mikami 대한부인종양학회 2022 Journal of Gynecologic Oncology Vol.33 No.3
Objective: To assess the efficacy of the FIGO 2018 classification system for nodal-specific classifications for early-stage cervical cancer; specifically, to examine the impact of nodal metastasis on survival and the effect of postoperative treatments, according to histological subtypes. Methods: This society-based retrospective observational study in Japan examined 16,539 women with the 2009 FIGO stage IB1 cervical cancer who underwent primary surgical treatment from 2004 to 2015. Associations of cause-specific survival (CSS) with nodal metastasis and postoperative adjuvant therapy were examined according to histology type (squamous cell carcinoma [SCC], n=10,315; and non-SCC, n=6,224). Results: The nodal metastasis rate for SCC was higher than that for non-SCC (10.7% vs. 8.3%, p<0.001). In multivariable analysis, the impact of nodal metastasis on CSS was greater for non-SCC tumors (adjusted-hazard ratio [HR], 3.11; 95% confidence interval [CI], 2.40– 4.02) than for SCC tumors (adjusted-HR, 2.20; 95% CI, 1.70–2.84; p<0.001). Propensity score matching analysis showed significantly lower CSS rates for women with pelvic nodal metastasis from non-SCC tumors than from SCC tumors (5-year CSS rate, 75.4% vs. 90.3%, p<0.001).The CSS rates for women with nodal metastasis in SCC histology were similar between the postoperative concurrent chemoradiotherapy/radiotherapy and chemotherapy groups (89.2% vs. 86.1%, p=0.42), whereas those in non-SCC histology who received postoperative chemotherapy improved the CSS (74.1% vs. 67.7%, p=0.043). Conclusion: The node-specific staging system in the 2018 FIGO cervical cancer classification is applicable to both non-SCC tumors and SCC tumors; however, the prognostic significance of nodal metastases and efficacy of postoperative therapies vary according to histology.