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Artificial intelligence-driven radiomics study in cancer:the role of feature engineering and modeling 被引量:1
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作者 Yuan-Peng Zhang Xin-Yun Zhang +11 位作者 yu-ting cheng Bing Li Xin-Zhi Teng Jiang Zhang Saikit Lam Ta Zhou Zong-Rui Ma Jia-Bao Sheng Victor CWTam Shara WYLee Hong Ge Jing Cai 《Military Medical Research》 SCIE CAS CSCD 2024年第1期115-147,共33页
Modern medicine is reliant on various medical imaging technologies for non-invasively observing patients’anatomy.However,the interpretation of medical images can be highly subjective and dependent on the expertise of... Modern medicine is reliant on various medical imaging technologies for non-invasively observing patients’anatomy.However,the interpretation of medical images can be highly subjective and dependent on the expertise of clinicians.Moreover,some potentially useful quantitative information in medical images,especially that which is not visible to the naked eye,is often ignored during clinical practice.In contrast,radiomics performs high-throughput feature extraction from medical images,which enables quantitative analysis of medical images and prediction of various clinical endpoints.Studies have reported that radiomics exhibits promising performance in diagnosis and predicting treatment responses and prognosis,demonstrating its potential to be a non-invasive auxiliary tool for personalized medicine.However,radiomics remains in a developmental phase as numerous technical challenges have yet to be solved,especially in feature engineering and statistical modeling.In this review,we introduce the current utility of radiomics by summarizing research on its application in the diagnosis,prognosis,and prediction of treatment responses in patients with cancer.We focus on machine learning approaches,for feature extraction and selection during feature engineering and for imbalanced datasets and multi-modality fusion during statistical modeling.Furthermore,we introduce the stability,reproducibility,and interpretability of features,and the generalizability and interpretability of models.Finally,we offer possible solutions to current challenges in radiomics research. 展开更多
关键词 Artificial intelligence Radiomics Feature extraction Feature selection Modeling INTERPRETABILITY Multimodalities Head and neck cancer
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Tracheostomy and venovenous extracorporeal membrane oxygenation for difficult airway patient with carinal melanoma:A case report and literature review
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作者 I-Liang Liu An-Hsun Chou +2 位作者 Chien-Hung Chiu yu-ting cheng Huan-Tang Lin 《World Journal of Clinical Cases》 SCIE 2022年第35期13088-13098,共11页
BACKGROUND Anesthesia for tracheal tumor resection is challenging,particularly in patients with a difficult upper airway.We report a case of a difficult upper airway with a metastatic tracheal tumor causing near-total... BACKGROUND Anesthesia for tracheal tumor resection is challenging,particularly in patients with a difficult upper airway.We report a case of a difficult upper airway with a metastatic tracheal tumor causing near-total left bronchial obstruction and requiring emergency tracheostomy and venovenous extracorporeal membrane oxygenation(VV-ECMO)support for rigid bronchoscopy-assisted tumor resection.CASE SUMMARY A 41-year-old man with a history of right retromolar melanoma treated by tumor excision and myocutaneous flap reconstruction developed progressive dyspnea on exertion and syncope episodes.Chest computed tomography revealed a 3.0-cm tracheal mass at the carinal level,causing 90%tracheal lumen obstruction.Flexible bronchoscopy revealed a pigmented tracheal mass at the carinal level causing critical carinal obstruction.Because of aggravated symptoms,emergency rigid bronchoscopy for tumor resection and tracheal stenting were planned with standby VV-ECMO.Due to limited mouth opening,tracheostomy was necessary for rigid bronchoscopy access.While transferring the patient to the operating table,sudden desaturation occurred and awake fiberoptic nasotracheal intubation was performed for ventilation support.Femoral and internal jugular vein were catheterized to facilitate possible VV-ECMO deployment.During tracheostomy,progressive desaturation developed and VV-ECMO was instituted immediately.After tumor resection and tracheal stenting,VV-ECMO was weaned smoothly,and the patient was sent for intensive postoperative care.Two days later,he was transferred to the ward for palliative immunotherapy and subsequently discharged uneventfully.CONCLUSION In a difficult airway patient with severe airway obstruction,emergency tracheostomy for rigid bronchoscopy access and standby VV-ECMO can be life-saving,and ECMO can be weaned smoothly after tumor excision.During anesthesia for patients with tracheal tumors causing critical airway obstruction,spontaneous ventilation should be maintained at least initially,and ECMO deployment should be prepared for high-risk patients,such as those with obstructive symptoms,obstructed tracheal lumen>50%,or distal trachea location. 展开更多
关键词 TRACHEOSTOMY Extracorporeal membrane oxygenation Tracheal tumor MELANOMA Case report
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Monosodium urate crystals trigger Nrf2- and heme oxygenase-1-dependent inflammation in THP-1 cells 被引量:15
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作者 Jhih-Jia Jhang yu-ting cheng +1 位作者 cheng-Ying Ho Gow-Chin Yen 《Cellular & Molecular Immunology》 SCIE CAS CSCD 2015年第4期424-434,共11页
Gouty arthritis is an inflammatory disease that is caused by an accumulation of monosodium urate (MSU) crystals in the joints. MSU is capable of activating the nucleotide-binding oligomerization domain-like receptor... Gouty arthritis is an inflammatory disease that is caused by an accumulation of monosodium urate (MSU) crystals in the joints. MSU is capable of activating the nucleotide-binding oligomerization domain-like receptor pyrin domain containing 3 (NLRP3) inflammasome, leading to interleukin-lβ (IL-lβ) secretion. Reactive oxygen species (ROS) are major mediators of the NLRP3/IL-lβ interaction. Although nuclear factor E2-related factor 2 (Nrf2) is recognized as a transcription factor that is involved in the response to oxidative stress, the effect of MSU on Nrf2 and on Nrf2-mediated antioxidant enzymes remains unclear. The treatment of THP-1 monocytes using phorbol 12-myristate 13-acetate (PMA) was shown to initiate inflammatory responses. Here, we showed that THP-1 cells, following treatment with MSU crystals, significantly increased IL-1β release, NLRP3 inflammasome activation and ROS production. MSU also promoted the nuclear translocation of Nrf2 and activated lysosomal destabilization. Moreover, the levels of heme oxygenase-1 (HO-1) in gene and protein expressions were upregulated by MSU. MSU-induced IL-lβ secretion and NLRP3 inflammasome activation were inhibited by the knockdown of Nrf2 and via the HO-1 inhibitor zinc (11) protoporphyrin IX (ZnPP). In addition, HO-1 inhibition increased the level of superoxide anion production and the consumption of glutathione. These findings suggest that Nrf2 and HO-1 mediate redox homeostasis and interact with pro-inflammatory factors in MSU-challenged THP-1 cells, thereby providing new insight into how MSU-induced gouty inflammation is mediated by specific mechanisms that are involved in the Nrf2/Ho-1 antioxidant signaling pathway. 展开更多
关键词 HO-1 monosodium urate NLRP3 inflammasome NRF2 THP-1 cells
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为老服务也离不开创意 不倒翁拐杖
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作者 cheng-Tsung Feng yu-ting cheng 《社区》 2013年第3期28-28,共1页
对于许多老年人来说,拐杖是外出散步时必不可少的随身物品。可当老人外出时,—旦拐杖掉在地上,要想把它捡起来,对于行动不便的老人来饭可真是费劲。这款自平衡拐杖巧妙地应用了不倒翁原理,在拐杖的球形底部内安装了配重,在无人使... 对于许多老年人来说,拐杖是外出散步时必不可少的随身物品。可当老人外出时,—旦拐杖掉在地上,要想把它捡起来,对于行动不便的老人来饭可真是费劲。这款自平衡拐杖巧妙地应用了不倒翁原理,在拐杖的球形底部内安装了配重,在无人使用的时候它也能保持直立状态,不仅方便使用者腾出双手做些其他事情,也省去了弯腰捡拐杖的麻烦,十分方便。 展开更多
关键词 不倒翁 创意 服务 老年人 使用者 老人 弯腰
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