gastric cancer

胃癌
  • 文章类型: Case Reports
    十二指肠残端瘘(DSF)是胃切除术后的危险并发症。对于DSF的管理没有共识。有时候,紧急手术可能是必要的。我们介绍了接受胃大部切除术和Roux-en-Y重建治疗晚期胃癌的病例。手术后,我们诊断为胰瘘引起的DSF,并因弥漫性腹膜炎和脓毒症引起的血流动力学不稳定而再次手术。我们切除残端并用手缝缝合并插入三个腹腔引流管,包括十二指肠残端周围的双引流管.虽然有DSF复发,由于连续和绝对的排水,患者在术后第59天好转出院.从这次经历中,勤奋清创和连续抽吸双引流系统,十二指肠腔内引流,胆道改道可能是DFS的有效外科治疗方法。
    Duodenal stump fistula (DSF) is a dangerous complication after gastrectomy. There is no consensus on the management of DSF. Sometimes, emergency surgery may be necessary. We present the case who underwent subtotal gastrectomy with Roux-en-Y reconstruction for advanced gastric cancer. After that surgery, we diagnosed DSF due to pancreatic fistula, and performed reoperation because of hemodynamic instability due to diffuse peritonitis and sepsis. We resected the stump and closed with handsewn suturing and inserted three intra-abdominal drainage tubes, including a dual drainage tube around the duodenal stump. Although there was a recurrence of DSF, because of the continuous and absolute drainage, the patient improved and discharged on postoperative Day 59. From this experience, diligent debridement and a continuous suction dual drainage system, intraluminal drain of the duodenum, and biliary diversion may be an effective surgical management for DFS.
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  • 文章类型: Systematic Review
    预后营养指数(PNI)已成为评估患者营养状况和免疫能力的重要预测工具。它广泛用于各种癌症患者的预后评估。然而,在接受免疫检查点抑制剂(ICIs)治疗的胃癌或胃食管交界处癌(GC/GEJC)患者中,预后营养指数(PNI)的预后相关性尚不清楚.这项荟萃分析旨在确定PNI在该特定患者队列中的预后影响。
    我们进行了彻底的文献检索,涵盖诸如PubMed之类的著名数据库,Embase,WebofScience,SpringerLink,还有Cochrane图书馆.搜索从这些数据库开始到2023年12月5日。采用95%置信区间和危险比(HR),该研究系统地评估了PNI与关键预后指标之间的关系,包括客观缓解率(ORR),疾病控制率(DCR),接受ICI治疗的GC/GEJC患者的总生存期(OS)和无进展生存期(PFS).
    选择了包含813名合格患者的8项研究。有7项研究一致证明高预后营养指数(PNI)组的总生存率(OS)优于低PNI组(HR0.58,95%CI:0.47-0.71,P<0.001)。此外,来自6项研究的结果指出,低PNI与较差的无进展生存期(PFS)之间存在显着相关性(HR0.58,95%CI:0.47-0.71,P<0.001)。进行亚组分析以验证结果的稳健性。此外,我们对三项研究PNI与客观缓解率/疾病控制率(ORR/DCR)之间的相关性进行了荟萃分析,发现高PNI组的ORR/DCR显著优于高PNI组(ORR:RR:1.24,P=0.002;DCR:RR:1.43,P=0.008).
    这项荟萃分析表明,接受ICI治疗的GC/GEJC患者的低PNI与OS和PFS恶化显著相关。因此,PNI可以作为接受ICI的GC患者治疗后预后指标。需要进一步的前瞻性研究来评估这些发现的可靠性。
    https://inplasy.com/,标识符INPLASY202450133。
    UNASSIGNED: The Prognostic Nutritional Index (PNI) has become an important predictive tool for assessing patients\' nutritional status and immune competence. It is widely used in prognostic evaluations for various cancer patients. However, the prognostic relevance of the Prognostic Nutritional Index (PNI) in gastric or gastro-esophageal junction cancer patients (GC/GEJC) undergoing immune checkpoint inhibitors (ICIs) treatment remains unclear. This meta-analysis aimed to determine the prognostic impact of PNI in this specific patient cohort.
    UNASSIGNED: We conducted a thorough literature search, covering prominent databases such as PubMed, Embase, Web of Science, SpringerLink, and the Cochrane Library. The search spanned from the inception of these databases up to December 5, 2023. Employing the 95% confidence interval and Hazard Ratio (HR), the study systematically evaluated the relationship between PNI and key prognostic indicators, including the objective remission rate (ORR), disease control rate (DCR), overall survival (OS) and progression-free survival (PFS) in GC/GEJC patients undergoing ICI treatment.
    UNASSIGNED: Eight studies comprising 813 eligible patients were selected. With 7 studies consistently demonstrating superior Overall Survival (OS) in the high-Prognostic Nutritional Index (PNI) group compared to their low-PNI counterparts (HR 0.58, 95% CI: 0.47-0.71, P<0.001). Furthermore, the results derived from 6 studies pointed out that the significant correlation between he low-PNI and poorer progression-free survival (PFS) (HR 0.58, 95% CI: 0.47-0.71, P<0.001). Subgroup analyses were performed to validate the robustness of the results. In addition, we conducted a meta-analysis of three studies examining the correlation between PNI and objective response rate/disease control rate (ORR/DCR) and found that the ORR/DCR was significantly superior in the high PNI group (ORR: RR: 1.24, P=0.002; DCR: RR: 1.43, P=0.008).
    UNASSIGNED: This meta-analysis indicates that the low-PNI in GC/GEJC patients undergoing ICI treatment is significantly linked to worse OS and PFS. Therefore, PNI can serve as a prognostic indicator of post-treatment outcomes in patients with GC receiving ICIs. Further prospective studies are required to assess the reliability of these findings.
    UNASSIGNED: https://inplasy.com/, identifier INPLASY202450133.
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  • 文章类型: Journal Article
    本文的目的是强调临床特征,筛选,诊断,治疗,和预防胃癌(GC)。早期GC通常无症状,导致诊断频繁延迟。体重下降和持续性腹痛是最初诊断时最常见的症状。GC的诊断通常涉及内窥镜检查的组合,活检,和成像研究。内镜切除技术正在成为早期GC的成功治疗选择。晚期GC的治疗选择包括手术和化疗。晚期GC的一线化疗包括铂和氟嘧啶的双重治疗。曲妥珠单抗,单克隆抗体,用于治疗人表皮生长因子2阳性GC。抗血管生成剂和免疫疗法也可用于治疗GC。目前美国没有GC筛查指南,但它们存在于GC患病率增加的其他地区。GC的预防策略包括根除幽门螺杆菌和采用由水果和蔬菜组成的健康饮食。
    The objective of this article is to highlight the clinical features, screening, diagnosis, treatment, and prevention of gastric cancer (GC). Early GC is often asymptomatic leading to frequent delays in diagnosis. Weight loss and persistent abdominal pain are the most common symptoms at initial diagnosis. The diagnosis of GC typically involves a combination of endoscopy, biopsy, and imaging studies. Endoscopic resection techniques are emerging as successful treatment options for early GC. Treatment options for advanced GC include surgery and chemotherapy. The first line chemotherapy for advanced GC consists of doublet therapy with a combination of platinum and fluoropyrimidines. Trastuzumab, a monoclonal antibody, is used in the treatment of human epidermal growth factor 2 positive GCs. Antiangiogenic agents and immunotherapy are also useful in the treatment of GC. Currently there are no GC screening guidelines in the United States, but they exist in other regions where there is increased prevalence of GC. Prevention strategies for GC include Helicobacter pylori eradication and adoption of a healthy diet consisting of fruits and vegetables.
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  • 文章类型: Journal Article
    目的目前的糖类抗原125(CA125)截止值表现出高特异性,但敏感性较低。因此,我们使用新的临界值来评估胃癌围手术期CA125的临床影响.方法回顾性分析525例胃癌患者(男349例,女176例),其中445例患者在2011~2020年间接受了R0切除,80例患者接受了R1/R2切除.受试者工作特征曲线显示术前和术后CA125截止值分别为15.7IU/mL和17.3IU/mL,分别,预测总体生存率。此外,我们分析了术后CA125水平的变化,并使用多变量分析评估了其对预后的影响.结果术前CA125阳性率为25%。男性,先进的TNM因素,非治愈性切除病例的阳性率明显高于另一组。术前CA125阳性组的非治愈性切除率明显高于术前CA125阴性组(32%对10%,P<0.01)。术前,CA125阳性状态是独立的不良预后因素(P<0.01),术后三个月,它往往是一个不良的预后因素。结论术前高CA125(>15.7IU/mL)是胃癌非治愈性切除和总体预后不良的重要预测因素。此外,术后3个月CA125阳性状态也是复发和不良预后的潜在预测因素.
    Objectives The current carbohydrate antigen 125 (CA125) cutoff value demonstrated high specificity but low sensitivity. Therefore, we used new cutoff values to evaluate the clinical impact of perioperative CA125 in gastric cancer. Methods This study retrospectively analyzed 525 patients with gastric cancer (349 males and 176 females), of whom 445 patients underwent R0 resection and 80 patients underwent R1/R2 resection between 2011 and 2020. The receiver operating characteristic curve indicated preoperative and postoperative cutoff CA125 values of 15.7 IU/mL and 17.3 IU/mL, respectively, to predict overall survival. Furthermore, we analyzed changes in postoperative CA125 levels and evaluated their prognostic impact using multivariate analysis. Results The preoperative CA125-positive rate was 25%. Males, advanced TNM factors, and noncurative resection cases demonstrated significantly higher positive rates than the other group. The preoperative CA125-positive group exhibited a significantly higher noncurative resection rate than the preoperative CA125-negative group (32% versus 10%, P < 0.01). Preoperatively, CA125-positive status was an independent poor prognostic factor (P < 0.01), and at three months postoperatively, it tended to be a poor prognostic factor. Conclusions High preoperative CA125 (>15.7 IU/mL) was a significant predictor for noncurative resection and poor overall prognosis in gastric cancer. Furthermore, postoperative CA125-positive status three months postoperatively was also a potential predictor of recurrence and poor prognosis.
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  • 文章类型: Journal Article
    本研究的目的是评估全球免疫营养信息指数(GINI)对接受治愈性治疗的胃癌(GC)患者的临床影响,并阐明GINI作为生物标志物的潜力。
    根据病历选择2005年至2020年在横滨市立大学接受GC治愈性切除术的患者。GINI计算如下:GINI=[C反应蛋白×血小板×单核细胞×中性粒细胞]/[白蛋白×淋巴细胞]。
    本研究共纳入258例患者。其中,使用1,730的截止值,将169名患者分为GINI低组,将89名患者分为GINI高组。3年和5年总生存率(OS)分别为86.4%和78.4%,分别,在吉尼低组中,GINI高组分别为66.4%和58.3%(p<0.001)。在操作系统的多变量分析中,GINI被确定为独立的预后因素[风险比(HR)=1.772;95%置信区间(CI)=1.053-2.979,p=0.031].对于RFS观察到类似的结果。此外,GINI影响围手术期临床过程,包括术后并发症和术后辅助治疗。
    GINI是治疗和管理GC的有前途的生物标志物。
    UNASSIGNED: The aim of the present study was to evaluate the clinical impact of the Global Immune-Nutrition-Information Index (GINI) in patients with gastric cancer (GC) who received curative treatment and to clarify the potential of the GINI as a biomarker.
    UNASSIGNED: Patients who underwent curative resection for GC at Yokohama City University between 2005 and 2020 were selected based on their medical records. The GINI was calculated as follows: GINI=[C-reactive protein × platelet × monocyte × neutrophil]/[albumin × lymphocyte].
    UNASSIGNED: A total of 258 patients were included in this study. Of these, 169 patients were categorized into the GINI-low group and 89 into the GINI-high group using a cut-off value of 1,730. The three- and five-year overall survival (OS) rates were 86.4% and 78.4%, respectively, in the GINI-low group, and 66.4% and 58.3% in the GINI-high group (p<0.001). In a multivariate analysis for OS, the GINI was identified as an independent prognostic factor [hazard ratio (HR)=1.772; 95% confidence interval (CI)=1.053-2.979, p=0.031]. Similar results were observed for RFS. In addition, the GINI affected the perioperative clinical course, including postoperative surgical complications and postoperative adjuvant treatment.
    UNASSIGNED: The GINI is a promising biomarker for the treatment and management of GC.
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  • 文章类型: Journal Article
    胃癌,全球第五大流行癌症,通常诊断为晚期,治疗选择有限。检查肿瘤微环境(TME)及其代谢重编程可以为更好的诊断和治疗提供见解。本研究使用批量和单细胞RNA测序数据调查了TME因子与胃癌代谢活性之间的联系。我们通过分析与TME和代谢相关的81个预后基因的不同表达模式,确定了胃癌中的两个分子亚型。表现出显著的蛋白质水平相互作用。高风险亚型的基质含量增加,成纤维细胞和M2巨噬细胞浸润,升高的糖胺聚糖/鞘糖脂生物合成,和脂肪代谢,以及先进的临床病理特征。它还表现出低突变率和微卫星不稳定性,将其与间充质表型相关联。相比之下,低危组肿瘤含量较高,蛋白质和糖代谢上调.我们确定了代表这些特征的15个基因预后特征,包括CPVL,KYNU,CD36和GPX3与M2巨噬细胞密切相关,通过单细胞分析和内部队列验证。尽管对免疫疗法有抗药性,高危人群对针对IGF-1R(BMS-754807)和PI3K-mTOR通路(AZD8186,AZD8055)的分子靶向药物表现出敏感性.我们通过实验验证了这些有前途的药物对MKN45和MKN28胃细胞的抑制作用。这项研究揭示了胃癌中TME和代谢途径之间复杂的相互作用,提供增强诊断的潜力,患者分层,个性化治疗。了解每个亚型的分子特征丰富了我们对胃癌异质性和潜在治疗靶点的理解。
    Gastric cancer, the fifth most prevalent cancer worldwide, is often diagnosed in advanced stages with limited treatment options. Examining the tumor microenvironment (TME) and its metabolic reprogramming can provide insights for better diagnosis and treatment. This study investigates the link between TME factors and metabolic activity in gastric cancer using bulk and single-cell RNA-sequencing data. We identified two molecular subtypes in gastric cancer by analyzing the distinct expression patterns of 81 prognostic genes related to the TME and metabolism, which exhibited significant protein-level interactions. The high-risk subtype had increased stromal content, fibroblast and M2 macrophage infiltration, elevated glycosaminoglycans/glycosphingolipids biosynthesis, and fat metabolism, along with advanced clinicopathological features. It also exhibited low mutation rates and microsatellite instability, associating it with the mesenchymal phenotype. In contrast, the low-risk group showed higher tumor content and upregulated protein and sugar metabolism. We identified a 15-gene prognostic signature representing these characteristics, including CPVL, KYNU, CD36, and GPX3, strongly correlated with M2 macrophages, validated through single-cell analysis and an internal cohort. Despite resistance to immunotherapy, the high-risk group showed sensitivity to molecular targeted agents directed at IGF-1R (BMS-754807) and the PI3K-mTOR pathways (AZD8186, AZD8055). We experimentally validated these promising drugs for their inhibitory effects on MKN45 and MKN28 gastric cells. This study unveils the intricate interplay between TME and metabolic pathways in gastric cancer, offering potential for enhanced diagnosis, patient stratification, and personalized treatment. Understanding molecular features in each subtype enriches our comprehension of gastric cancer heterogeneity and potential therapeutic targets.
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  • 文章类型: Journal Article
    综合基因组分析(CGP)有望通过确定参与致癌作用的基因来扩大癌症药物选择的范围。然而,少数患者可以在CGP后获得推荐的治疗。在这里,我们报告了一个病例,其中pemigatinib,选择性成纤维细胞生长因子受体(FGFR)抑制剂,被用作最后一线治疗,以治疗表现出FGFR2基因组改变的晚期胃癌患者,由CGP测试确定。患者(男性,52岁)被诊断为晚期胃癌(cIV期,cT4aN3M1[LYM],波尔,HER20,微卫星稳定),并接受多西他赛+顺铂+S-1(7个周期),伊立替康+雷莫珠单抗(11个周期),和nivolumab(3个周期),但经历了进行性疾病(PD)。随后,进行了一次液体CDx测试,揭示FGFR2重排和扩增;然而,目前尚无针对FGFR2改变的基因型匹配疗法的临床试验.在TAS-102的三个周期后,患者经历了PD,并同意在标签外使用培米加替尼。我院肿瘤基因组学医学委员会批准自费治疗。患者在治疗开始后CEA和CA19-9水平明显下降,但经历了五门课程后的PD。在治疗过程中,观察到1级高磷血症和甲癣。据我们所知,这是报道的首例Pemigatinib治疗出现FGFR2基因改变的晚期胃癌患者.该病例可以作为肿瘤不可知疗法的一个值得注意的例子,以扩大具有罕见遗传改变的胃癌患者的治疗选择。
    Comprehensive genome profiling (CGP) is expected to widen the scope of cancer drug options by identifying the genes involved in carcinogenesis. However, a few patients can access recommended treatments following CGP. Herein, we report a case in which pemigatinib, a selective fibroblast growth factor receptor (FGFR) inhibitor, was used as last-line therapy to treat a patient with advanced gastric cancer exhibiting FGFR2 genomic alterations, as determined by CGP testing. The patient (male, 52 years old) was diagnosed with advanced gastric cancer (cStage IV, cT4aN3M1 [LYM], por, HER2 0, microsatellite stable) and received docetaxel + cisplatin + S-1 (7 cycles), irinotecan + ramucirumab (11 cycles), and nivolumab (3 cycles), but experienced progressive disease (PD). Subsequently, FoundationOne Liquid CDx testing was conducted, revealing FGFR2 rearrangement and amplification; however, no clinical trials on genotype-matched therapies for FGFR2 alterations were available. After three cycles of TAS-102, the patient experienced PD and provided consent for the off-label use of pemigatinib. The Cancer Genomics Medical Committee of our hospital approved the self-funded treatment. The patient had markedly decreased CEA and CA19-9 levels after treatment initiation, but experienced PD after five courses. Over the treatment course, grade 1 hyperphosphatemia and onychomadesis were observed. To the best of our knowledge, this is the first reported case of pemigatinib therapy employed in a patient with advanced gastric cancer exhibiting FGFR2 gene alterations. This case could serve as a notable example of tumor-agnostic therapy to broaden treatment options for gastric cancer patients with rare genetic alterations.
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  • 文章类型: Journal Article
    据报道,SiahE3泛素蛋白连接酶1(SIAH1)参与了几种人类癌症的发展,包括胃癌.然而,SIAH1对胃癌细胞迁徙和侵袭的感化及机制有待进一步摸索。这里,我们首先分析了SIAH1在胃癌中的临床价值,并发现SIAH1在胃癌中表达上调,与不良预后相关。此外,沉默SIAH1通过抑制基质金属蛋白酶-9(MMP9)的表达,显著抑制胃癌细胞的迁移和侵袭,而SIAH1的过表达具有相反的作用。分子上,我们提供的证据表明,具有Kazal基序的富含半胱氨酸的逆转诱导蛋白(RECK)是SIAH1的潜在底物.我们确定SIAH1可以通过蛋白酶体途径促进RECK的泛素化和降解来破坏RECK的稳定性。我们还发现RECK参与SIAH1调节胃癌细胞的迁移和侵袭。总之,SIAH1在胃癌中上调,通过调节RECK-MMP9通路促进胃癌细胞的迁移和侵袭。
    Siah E3 ubiquitin protein ligase 1 (SIAH1) has been reported to participate in the development of several human cancers, including gastric cancer. However, the effect and mechanism of SIAH1 on the migration and invasion of gastric cancer cells need be further explored. Here, we first analyzed the clinical value of SIAH1 in gastric cancer, and found that SIAH1 was up-regulated in gastric cancer and associated with a poor prognosis. In addition, silencing of SIAH1 significantly inhibited the migration and invasion of gastric cancer cells through inhibiting the expression of matrix metalloproteinase-9 (MMP9), while overexpression of SIAH1 had the opposite effect. Molecularly, we provided the evidence that reversion-inducing cysteine-rich protein with Kazal motifs (RECK) was a potential substrate of SIAH1. We determined that SIAH1 could destabilize RECK through promoting its ubiquitination and degradation via proteasome pathway. We also found RECK was involved in SIAH1-regulated gastric cancer cell migration and invasion. In conclusion, SIAH1 is up-regulated in gastric cancer, which promotes the migration and invasion of gastric cancer cells through regulating RECK-MMP9 pathway.
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  • 文章类型: Journal Article
    背景:胃切除术后体重下降(BWL)对短期和长期结局的影响。口服营养补充剂(ONS)有可能预防胃切除术后患者的BWL。然而,没有一致的证据支持ONS对BWL的有益影响,肌肉力量和健康相关生活质量(HRQoL)。本研究旨在评估主要用碳水化合物和蛋白质配制的ONS对BWL的影响,肌肉力量,和HRQoL。
    方法:这将是一个多中心,开放标签,平行,将接受胃切除术的胃癌患者的随机对照试验。将接受胃切除术的总共120名患者将以1:1的比例随机分配到ONS组或常规护理(对照)组。分层因素将是临床阶段(I或≥II)和外科手术(全胃切除术或其他手术)。在ONS组中,从术后第5天至第7天,患者将接受400kcal(400ml)/天的ONS治疗,术后干预将持续8周.对照组患者将给予常规饮食。主要结果将是从基线到术后8周的BWL百分比(%BWL)。次要结果将是肌肉力量(手握力量),HRQoL(EORTCQLQ-C30,QLQ-OG25,EQ-5D-5L),营养状况(血红蛋白,淋巴细胞计数,白蛋白),和饮食摄入。所有分析将在意向治疗的基础上进行。
    结论:本研究将提供证据显示ONS与简单的营养成分是否可以通过降低胃切除术后的BWL来提高患者的依从性和HRQoL。如果得到研究结果的支持,胃癌胃切除术后的患者将推荐使用简单营养素的营养支持。
    背景:jRCTs051230012;日本临床轨迹注册。4月注册2023年13日。
    BACKGROUND: Body weight loss (BWL) after gastrectomy impact on the short- and long-term outcomes. Oral nutritional supplement (ONS) has potential to prevent BWL in patients after gastrectomy. However, there is no consistent evidence supporting the beneficial effects of ONS on BWL, muscle strength and health-related quality of life (HRQoL). This study aimed to evaluate the effects of ONS formulated primarily with carbohydrate and protein on BWL, muscle strength, and HRQoL.
    METHODS: This will be a multicenter, open-label, parallel, randomized controlled trial in patients with gastric cancer who will undergo gastrectomy. A total of 120 patients who will undergo gastrectomy will be randomly assigned to the ONS group or usual care (control) group in a 1:1 ratio. The stratification factors will be the clinical stage (I or ≥ II) and surgical procedures (total gastrectomy or other procedure). In the ONS group, the patients will receive 400 kcal (400 ml)/day of ONS from postoperative day 5 to 7, and the intervention will continue postoperatively for 8 weeks. The control group patients will be given a regular diet. The primary outcome will be the percentage of BWL (%BWL) from baseline to 8 weeks postoperatively. The secondary outcomes will be muscle strength (handgrip strength), HRQoL (EORTC QLQ-C30, QLQ-OG25, EQ-5D-5L), nutritional status (hemoglobin, lymphocyte count, albumin), and dietary intake. All analyses will be performed on an intention-to-treat basis.
    CONCLUSIONS: This study will provide evidence showing whether or not ONS with simple nutritional ingredients can improve patient adherence and HRQoL by reducing BWL after gastrectomy. If supported by the study results, nutritional support with simple nutrients will be recommended to patients after gastrectomy for gastric cancer.
    BACKGROUND: jRCTs051230012; Japan Registry of Clinical Trails. Registered on Apr. 13, 2023.
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  • 文章类型: Journal Article
    机器人远端胃切除术(RDG)的复杂性为评估医师的手术技巧提供了理由。手术技巧的不同水平会影响患者的预后。我们旨在研究如何通过识别手术器械来使用新型人工智能(AI)模型来评估RDG中的手术技能。
    分析了55个连续的RDG用于胃癌的机器人手术视频。我们用了Deeplab,多阶段时间卷积网络,它在1234个手动注释的图像上训练。然后在149个注释图像上测试该模型的准确性。评估了深度学习指标,如联合交集(IoU)和准确性,并对有经验的和无经验的外科医生进行了比较,根据在幽门下淋巴结清扫术中器械的使用情况进行了比较。
    我们注释了540卡迪尔镊子,898带窗的双极性,359吸入管,307马里兰双极,688个谐波手术刀,400个订书机,和59个大夹子。平均IoU和准确度分别为0.82±0.12和87.2±11.9%。此外,比较了AI预测的每种仪器的使用率占整个幽门下淋巴结清扫术持续时间的百分比.与无经验组相比,有经验组的Stapler和Largeclip的使用显着缩短。
    这项研究首次报道可以通过RDG的AI模型成功且准确地确定手术技巧。我们的AI为我们提供了一种识别和自动生成此过程中存在的手术器械的实例分割的方法。使用这项技术可以不偏不倚,更容易获得RDG手术技能。
    UNASSIGNED: Complexities of robotic distal gastrectomy (RDG) give reason to assess physician\'s surgical skill. Varying levels in surgical skill affect patient outcomes. We aim to investigate how a novel artificial intelligence (AI) model can be used to evaluate surgical skill in RDG by recognizing surgical instruments.
    UNASSIGNED: Fifty-five consecutive robotic surgical videos of RDG for gastric cancer were analyzed. We used Deeplab, a multi-stage temporal convolutional network, and it trained on 1234 manually annotated images. The model was then tested on 149 annotated images for accuracy. Deep learning metrics such as Intersection over Union (IoU) and accuracy were assessed, and the comparison between experienced and non-experienced surgeons based on usage of instruments during infrapyloric lymph node dissection was performed.
    UNASSIGNED: We annotated 540 Cadiere forceps, 898 Fenestrated bipolars, 359 Suction tubes, 307 Maryland bipolars, 688 Harmonic scalpels, 400 Staplers, and 59 Large clips. The average IoU and accuracy were 0.82 ± 0.12 and 87.2 ± 11.9% respectively. Moreover, the percentage of each instrument\'s usage to overall infrapyloric lymphadenectomy duration predicted by AI were compared. The use of Stapler and Large clip were significantly shorter in the experienced group compared to the non-experienced group.
    UNASSIGNED: This study is the first to report that surgical skill can be successfully and accurately determined by an AI model for RDG. Our AI gives us a way to recognize and automatically generate instance segmentation of the surgical instruments present in this procedure. Use of this technology allows unbiased, more accessible RDG surgical skill.
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