• 제목/요약/키워드: GcGAN

검색결과 4건 처리시간 0.02초

다중 스케일 영상을 이용한 GAN 기반 영상 간 변환 기법 (GAN-based Image-to-image Translation using Multi-scale Images)

  • 정소영;정민교
    • 문화기술의 융합
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    • 제6권4호
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    • pp.767-776
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    • 2020
  • GcGAN은 기하학적 일관성을 유지하며 영상 간 스타일을 변환하는 딥러닝 모델이다. 그러나 GcGAN은 회전이나 반전(flip) 등의 한정적인 기하 변환으로 영상의 형태를 보존하기 때문에 영상의 세밀한 형태 정보를 제대로 유지하지 못하는 단점을 가지고 있다. 그래서 본 연구에서는 이런 단점을 개선한 새로운 영상 간 변환 기법인 MSGcGAN(Multi-Scale GcGAN)을 제안한다. MSGcGAN은 GcGAN을 확장한 모델로서, 다중 스케일의 영상을 동시에 학습하여 스케일 불변 특징을 추출함으로써, 영상의 의미적 왜곡을 줄이고 세밀한 정보를 유지하는 방향으로 영상 간 스타일 변환을 수행한다. 실험 결과에 의하면 MSGcGAN은 GcGAN보다 정량적 정성적 측면에서 모두 우수하였고, 영상의 전체적인 형태 정보를 잘 유지하면서 스타일을 자연스럽게 변환함을 확인할 수 있었다.

Nrf2 Overexpression Predicts Prognosis and 5-FU Resistance in Gastric Cancer

  • Hu, Xiu-Feng;Yao, Jun;Gao, She-Gan;Wang, Xin-Shuai;Peng, Xiu-Qing;Yang, Yan-Tong;Feng, Xiao-Shan
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권9호
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    • pp.5231-5235
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    • 2013
  • Objective: NF-E2-related factor 2 (Nrf2) is activated in several human malignancies. However, the role of Nrf2 in gastric cancer (GC) remains incompletely understood. In this study, we therefore analyzed associations of Nrf2 expression status with clinical features and chemotherapeutic resistance in GC. Materials and Methods: A total of 186 samples from GC patients who underwent gastrectomy were used for prognostic assessment. A further 142 samples from GC cases who received first-line combination chemotherapy were applied for investigation of chemoresistance. The Nrf2 expression was evaluated by immunohistochemistry in GC samples, and its relationship with clinicopathological parameters and chemotherapy sensitivity was analyzed. The effect of Nrf2 gene silencing on chemotherapy resistance was also examined by cell viability assay in vivo. Results: Of the 186 patients with GC, 104/186 (55.9%) showed high expression for Nrf2. The overexpression of Nrf2 was an independent predictor of overall survival [OS, hazard ratio (HR) 3.9; P=0.011] and disease-free survival (DFS, HR 4.3; P=0.002). The gene silencing of Nrf2 reduced resistance to cell death induced by 5-FU in GC cell lines. Conclusion: Our data show that Nrf2 is an independent prognostic factor in GC. Furthermore, Nrf2 confers resistance to chemotherapeutic drug 5-FU in GC cells. Taken together, Nrf2 is a potential prognostic marker and predictive for 5-FU resistance in GC.

Which is the Best Chinese Herb Injection Based on the FOLFOX Regimen for Gastric Cancer? A Network Meta-analysis of Randomized Controlled Trials

  • Wang, Jian-Cheng;Tian, Jin-Hui;Ge, Long;Gan, Yu-Hong;Yang, Ke-Hu
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권12호
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    • pp.4795-4800
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    • 2014
  • Background: Few studies have directly compared clinical efficacy and safety among Chinese herb injections (CHIs) for gastric cancer (GC). The present study aimed to compare CHIs combined with FOLFOX regimens for GC to show which provides the best CHIs results. Materials and Methods: 9 electronic databases and 6 gray literature databases were comprehensive searched in April 20, 2013. According to inclusion and exclusion criteria, two reviewers independently selected and assessed the included trials. The risk of bias tool described in the Cochrane Handbook version 5.1.0 and CONSORT statement were used to assess the quality of the trials. All calculations and graphs were performed and produced using ADDIS 1.16.5 software. Results: A total of 541 records were searched and 38 RCTs met the inclusion criteria (2,761 participants), involving 10 CHIs. The results of network meta-analysis showed that compared with FOLFOX alone, combinations with Kanglaite, Astragalus polysaccharides, Cinobufacini, or Yadanziyouru injections could furthest strengthen ORR, improve the quality of life, reduce nausea and vomiting, and reduce the incidence of leukopenia (III-IV). Conclusions: Kanglaite injection, Astragalus polysaccharides injection, Yadanziyouru injection were superior to other CHIs in clinical efficacy and safety for GC. The conclusions now need to be confirmed by large sample size direct head-to-head studies.

Characterization of the first mitogenomes of the smallest fish in the world, Paedocypris progenetica, from peat swamp of Peninsular Malaysia, Selangor, and Perak

  • Hussin, NorJasmin;Azmir, Izzati Adilah;Esa, Yuzine;Ahmad, Amirrudin;Salleh, Faezah Mohd;Jahari, Puteri Nur Syahzanani;Munian, Kaviarasu;Gan, Han Ming
    • Genomics & Informatics
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    • 제20권1호
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    • pp.12.1-12.7
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    • 2022
  • The two complete mitochondrial genomes (mitogenomes) of Paedocypris progenetica, the smallest fish in the world which belonged to the Cyprinidae family, were sequenced and assembled. The circular DNA molecules of mitogenomes P1-P. progenetica and S3-P. progenetica were 16,827 and 16,616 bp in length, respectively, and encoded 13 protein-coding genes, 22 transfer RNA genes, two ribosomal RNA genes, and one control region. The gene arrangements of P. progenetica were identical to those of other Paedocypris species. BLAST and phylogenetic analyses revealed variations in the mitogenome sequences of two Paedocypris species from Perak and Selangor. The circular DNA molecule of P. progenetica yield a standard vertebrate gene arrangement and an overall nucleotide composition of A 33.0%, T 27.2%, C 23.5%, and G 15.5%. The overall AT content of this species was consistent with that of other species in other genera. The negative GC-skew and positive AT-skew of the control region in P. progenetica indicated rich genetic variability and AT nucleotide bias, respectively. The results of this study provide genomic variation information and enhance the understanding of the mitogenome of P. progenetica. They could later deliver highly valuable new insight into data for phylogenetic analysis and population genetics.