Colonic Polyps

结肠息肉
  • 文章类型: Journal Article
    OBJECTIVE: There is growing evidence for the role of cold piecemeal endoscopic mucosal resection (C-EMR) in the treatment of colorectal lesions ≥10mm. However, it is unclear if it is equally efficacious for all histologic subtypes and sizes. This retrospective study compares the efficacy and safety of C-EMR in the resection of medium (10-19mm) and large (≥20mm) serrated and adenomatous lesions.
    METHODS: A retrospective analysis was performed of Paris IIa colonic lesions resected utilising a C-EMR technique over a 3.5 year period at our center.
    RESULTS: C-EMR was performed for 242 lesions in 151 patients. Lesion size ranged between 10mm to 50mm, with median size of 20mm. Ninety-five polyps were adenomatous, with 147 sessile serrated lesions (SSLs). At six month surveillance colonoscopy, the combined recurrence rate was 6.2%. Adenomas ≥20mm demonstrated a higher rate of recurrence (16.1%) compared to large SSLs (4.1%), medium adenomas (3.0%), and medium SSLs (1.4%). There were no adverse events reported following C-EMR.
    CONCLUSIONS: C-EMR seems to be less effective for the resection of large adenomas when compared to medium adenomas or large SSLs. C-EMR is equally safe for all lesion size and histology.
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  • 文章类型: English Abstract
    Objective: This investigation sought to delineate the associations among colorectal adenomatous polyps, diabetes, and biomolecules involved in glucose metabolism. Method: Data were collected from 40 patients who underwent endoscopic polypectomy at the Endoscopy Department of Shandong Cancer Hospital between June 2019 and September 2021. This cohort included 27 patients with inflammatory polyps and 13 with adenomatous polyps. We assessed fasting insulin (Fins), fasting blood glucose (FBG), and the mRNA expressions of fibroblast growth factor 19 (FGF-19) and insulin-like growth factor 1 (IGF-1) in the polyp tissues. Both univariate and multivariate logistic regression analyses were employed to ascertain the determinants influencing the emergence of adenomatous polyps. From these analyses, a predictive nomogram was constructed to forecast the occurrence of adenomatous polyps, and evaluations on the discriminative capacity, calibration, and clinical utility of the model were conducted. Results: The adenomatous polyp group exhibited markedly elevated levels of glucose, insulin, FGF-19, and IGF-1, with respective concentrations of (8.67±2.70) mmol/L, (12.72±7.69) μU/L, 2.20±1.88, and 1.36±0.69. These figures were significantly higher compared to the inflammatory polyp group, which showed levels of (5.51±0.72) mmol/L, (5.49±2.68) μU/L, 0.53±0.97, and 0.41±0.46, respectively, P=0.001. Multivariate logistic regression revealed that the relative expression of IGF-1 served as an independent risk factor for the development of colorectal adenomatous polyps (OR=5.622, 95% CI:1.085-29.126). The nomogram displayed a C-index of 0.849, indicating substantial discriminative capability. The calibration curve affirmed the model\'s accuracy in aligning predicted probabilities with actual outcomes, and the clinical decision curve demonstrated thepractical clinical applicability of the model. Conclusions: There was a significant correlation between the occurrence of colorectal adenomatous polyps and glucose metabolic pathways. Individuals with diabetes showed a higher propensity to develop such polyps.
    目的: 探讨结直肠腺瘤性息肉与糖尿病及糖代谢相关分子的关系。 方法: 收集2019年6月到2021年9月山东省肿瘤医院内镜科进行内镜下息肉切除术的40例患者,其中炎症性息肉27例,腺瘤性息肉13例。测量这些患者的空腹胰岛素、空腹血糖以及息肉组织中成纤维细胞生长因子19(FGF-19)和胰岛素样生长因子1(IGF-1)mRNA的表达。采用单因素和多因素logistic回归分析明确腺瘤性息肉发生的影响因素,基于多因素logistic回归分析结果构建预测腺瘤性息肉发生的列线图模型,并对模型进行区分度、校准度和临床适用性评价。 结果: 腺瘤性息肉组患者的血糖、胰岛素、FGF-19和IGF-1的相对表达量分别为(8.67±2.70)mmol/L、(12.72±7.69)μU/L、2.20±1.88和1.36±0.69,均高于炎症性息肉组[分别为(5.51±0.72)mmol/L、(5.49±2.68)μU/L、0.53±0.97和0.41±0.46,均P=0.001]。多因素logistic回归分析显示,IGF-1的相对表达量为结直肠腺瘤性息肉发生的独立危险因素(OR=5.622,95% CI:1.085~29.126)。根据多因素logistic回归分析结果成功构建腺瘤性息肉的预测列线图模型。列线图模型的C指数为0.849,表明列线图模型的区分度较好。校准曲线显示,列线图模型的预测概率与实际观测结果的一致性尚可。临床决策曲线显示,列线图模型有一定的临床适用性。 结论: 结直肠腺瘤性息肉的发生与糖代谢有关,糖尿病患者容易发生结直肠腺瘤。.
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  • 文章类型: Journal Article
    背景:本研究旨在比较口服硫酸溶液(OSS)与聚乙二醇(PEG)在结肠镜检查前的肠道准备。
    方法:在PubMed上进行了文献检索,奥维德,和Cochrane数据库用于比较OSS和PEG在结肠镜检查前的肠道准备的随机临床试验(RCT)。最后一次搜索是在2023年8月22日进行的。主要结果是肠道准备的质量。通过荟萃分析和试验序贯分析(TSA)比较结果。
    结果:共纳入14个RCTs,4526例患者。OSS在充分的肠道准备方面与PEG相当[P=0.16,比值比(OR)=1.19,95%置信区间(CI)[0.93,1.51],I2=0%]。然而,OSS在良好的肠道准备中显示出明显的优先权(P<0.001,OR=1.62,95%CI[1.27,2.05],I2=0%)和波士顿总肠道准备量表(BBPS)[P=0.02,加权平均差(WMD)=0.27,95%CI[0.05,0.50],I2=84%]。此外,息肉检出率(P=0.001,OR=1.44,95%CI[1.15,1.80],I2=0%)和腺瘤(P=0.007,OR=1.22,95%CI[1.06,1.42],I2=0%)显著高于OSS组。除头晕发生率较高以外,两组不良事件发生率相当(P=0.02,OR=1.74,95%CI[1.08,2.83],I2=11%)在OSS组中表示。此外,OSS与较高的满意度评分相关(P=0.02,WMD=0.62,95%CI[0.09,1.15],I2=70%)。在TSA中,累积Z曲线跨越了常规边界和试验序贯监测边界,并且达到了良好的肠道准备和总BBPS所需的信息大小.
    结论:目前的数据表明OSS与更好的肠道准备质量相关。仍需要更多的临床试验来确认其他结果。
    BACKGROUND: This study aimed to compare oral sulfate solution (OSS) with polyethylene glycol (PEG) for bowel preparation before colonoscopy.
    METHODS: A literature search was performed on PubMed, Ovid, and Cochrane Databases for randomized clinical trials (RCT) comparing OSS with PEG for bowel preparation before colonoscopy. The last search was performed on 22 August 2023. The primary outcome was the quality of bowel preparation. The outcomes were compared by meta-analysis and trial sequential analysis (TSA).
    RESULTS: A total of 14 RCTs with 4526 patients were included. OSS was comparable with PEG regarding adequate bowel preparation [P = 0.16, odds ratio (OR) = 1.19, 95% confidence interval (CI) [0.93, 1.51], I2 = 0%]. However, OSS showed obvious priority in excellent bowel preparation (P < 0.001, OR = 1.62, 95% CI [1.27, 2.05], I2 = 0%) and total Boston bowel preparation scale (BBPS) [P = 0.02, weighted mean difference (WMD) = 0.27, 95% CI [0.05, 0.50], I2 = 84%]. Additionally, the detection rate of polyps (P = 0.001, OR = 1.44, 95% CI [1.15, 1.80], I2 = 0%) and adenoma (P = 0.007, OR = 1.22, 95% CI [1.06, 1.42], I2 = 0%) was significantly higher in the OSS group. The two groups showed comparable incidence of adverse events except for a higher incidence of dizziness (P = 0.02, OR = 1.74, 95% CI [1.08, 2.83], I2 = 11%) was indicated in the OSS group. Moreover, OSS was associated with a higher satisfaction score (P = 0.02, WMD = 0.62, 95% CI [0.09, 1.15], I2 = 70%). In the TSA, the cumulative Z-curve crossed both the conventional boundary and trial sequential monitoring boundary and the required information size has been reached for excellent bowel preparation and total BBPS.
    CONCLUSIONS: The current data demonstrated that OSS was associated with better quality of bowel preparation. More clinical trials are still needed to confirm other outcomes.
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  • 文章类型: Journal Article
    背景:使用不同的架构构建结肠镜检查质量控制的深度学习模型,并探索其决策机制。
    方法:从两个医疗中心收集了4,189张结肠镜检查图像,涵盖不同程度的肠道清洁度,息肉的存在,还有盲肠.利用这些数据,基于CNN和Transformer架构的八个预训练模型进行了迁移学习和微调。使用AUC、Precision,F1得分。感知哈希函数用于检测图像变化,能够实时监测结肠镜检查的退出速度。使用Grad-CAM和SHAP等技术对模型的可解释性进行了分析。最后,将性能最佳的模型转换为ONNX格式并部署在设备终端上。
    结果:EfficientNetB2模型优于验证集上的其他架构,达到0.992的精度。它超越了基于其他CNN和Transformer架构的模型。模型的精度,召回,F1评分分别为0.991、0.989和0.990。在测试装置上,EfficientNetB2模型的平均AUC为0.996,精度为0.948,召回率为0.952。可解释性分析显示了模型用于决策的特定图像区域。该模型转换为ONNX格式并部署在设备终端上,平均推理速度超过每秒60帧。
    结论:AI辅助质量体系,基于EfficientNetB2模型,整合了结肠镜检查的四个关键质量控制指标。这种集成使医疗机构能够使用单一模型全面管理和增强这些指标,展示了临床应用的潜力。
    BACKGROUND: Construct deep learning models for colonoscopy quality control using different architectures and explore their decision-making mechanisms.
    METHODS: A total of 4,189 colonoscopy images were collected from two medical centers, covering different levels of bowel cleanliness, the presence of polyps, and the cecum. Using these data, eight pre-trained models based on CNN and Transformer architectures underwent transfer learning and fine-tuning. The models\' performance was evaluated using metrics such as AUC, Precision, and F1 score. Perceptual hash functions were employed to detect image changes, enabling real-time monitoring of colonoscopy withdrawal speed. Model interpretability was analyzed using techniques such as Grad-CAM and SHAP. Finally, the best-performing model was converted to ONNX format and deployed on device terminals.
    RESULTS: The EfficientNetB2 model outperformed other architectures on the validation set, achieving an accuracy of 0.992. It surpassed models based on other CNN and Transformer architectures. The model\'s precision, recall, and F1 score were 0.991, 0.989, and 0.990, respectively. On the test set, the EfficientNetB2 model achieved an average AUC of 0.996, with a precision of 0.948 and a recall of 0.952. Interpretability analysis showed the specific image regions the model used for decision-making. The model was converted to ONNX format and deployed on device terminals, achieving an average inference speed of over 60 frames per second.
    CONCLUSIONS: The AI-assisted quality system, based on the EfficientNetB2 model, integrates four key quality control indicators for colonoscopy. This integration enables medical institutions to comprehensively manage and enhance these indicators using a single model, showcasing promising potential for clinical applications.
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  • 文章类型: Journal Article
    结肠镜检查插入阶段的质量指标需要探索。不令人满意的插入经验会导致内窥镜医师的心理生理疲劳并影响其检查质量。这项比较研究使用倾向评分匹配(PSM)来确定内窥镜插入期间的内窥镜医师满意度是否与息肉检出率(PDR)相关。在2019年4月至2022年12月期间接受结肠镜检查筛查的患者被纳入本研究。在每次检查的插入阶段,内窥镜医师满意度得分(高和低)是根据疲劳程度和矛盾的范围移动的存在记录的。所有检查均分为2组:满意度得分高和低。在进行PSM后,伴有与息肉检测相关的潜在混杂因素(内窥镜医师,插入和退出时间,和镇静剂使用),比较PDR和腺瘤检出率(ADR)。总的来说,4142名患者(平均年龄,54.1岁;54.4%的男性)由十二名经验丰富的内窥镜医师进行结肠镜检查。使用逻辑回归模型的分析显示,插入阶段的高满意度得分是息肉检测的独立预测因素(P<.001,比值比1.79,95%CI1.41-2.33),而插入时间不是。PSM之后,来自两组的513名患者符合比较条件。高满意度组的息肉检出率和ADR明显高于低满意度组(49.5%vs.36.6%,P<.001;35.1%vs.27.1%,P=.007)。内镜医师对插入阶段的满意度水平被证明是结肠镜检查中PDR的潜在预测指标。
    Quality indicators during the insertion phase of colonoscopy require exploration. Unsatisfactory insertion experiences cause endoscopist psychophysiological fatigue and affect the quality of their inspection. This comparative study used propensity score matching (PSM) to determine whether endoscopist satisfaction during scope insertion was related to polyp detection rate (PDR). Patients who underwent colonoscopy screening between April 2019 and December 2022 were enrolled in this study. The endoscopist satisfaction score (high and low) during the insertion phase in each examination was recorded based on the level of fatigue and presence of paradoxical scope movement. All examinations were classified into 2 groups: a high and a low satisfaction score group. After PSM with potential confounding factors related to polyp detection (endoscopist, insertion and withdrawal time, and sedative agent use), the PDR and adenoma detection rate (ADR) were compared. Overall, 4142 patients (average age, 54.1 years old; 54.4% male) underwent colonoscopies performed by twelve experienced endoscopists. Analysis using a logistic regression model revealed that a high satisfaction score during the insertion phase was an independent predictor of polyp detection (P < .001, odds ratio 1.79, 95% CI 1.41-2.33), whereas insertion time was not. After PSM, 513 patients from both groups were eligible for comparison. Polyp detection rate and ADR were significantly higher in the high-satisfaction group than in the low-satisfaction group (49.5% vs. 36.6%, P < .001; 35.1% vs. 27.1%, P = .007). The endoscopists\' level of satisfaction with the insertion phase was shown to be a potential predictor of PDR in screening colonoscopy.
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  • 文章类型: Journal Article
    目的:大的非带蒂大肠息肉≥20mm(LNPCPs)占所有大肠病变的1%。LNPCP更可能包含晚期组织学,例如高度异型增生和粘膜下浸润性癌(SMIC)。内镜切除是处理这些病变的一线方法。内镜切除方案包括内镜黏膜切除术(EMR),冷圈套器EMR(EMR),内镜黏膜下剥离术(ESD)和内镜全层切除术(EFTR)。这篇综述旨在严格评估当前的内窥镜切除技术。
    结果:基于证据的选择性切除算法应告知最合适的内镜切除技术。大多数LNPCP通过常规EMR移除,但是对于LNPCP的内窥镜切除,存在朝向C-EMR的趋势。需要更多高质量的试验来更好地定义C-EMR的局限性。我们对ESD技术的理解的进展,阐明了它在结肠直肠中的作用。最近,全厚度切除装置(FTRD)的发展使得部分病变的内镜切除成为可能.
    结论:内镜切除应被视为所有LNPCP的主要方法。在高质量研究的基础上,内镜切除术变得更加微妙,改善患者预后。
    OBJECTIVE: Large nonpedunculated colorectal polyps ≥ 20 mm (LNPCPs) comprise 1% of all colorectal lesions. LNPCPs are more likely to contain advanced histology such as high-grade dysplasia and submucosal invasive cancer (SMIC). Endoscopic resection is the first-line approach for management of these lesions. Endoscopic resection options include endoscopic mucosal resection (EMR), cold-snare EMR (EMR), endoscopic submucosal dissection (ESD) and endoscopic full-thickness resection (EFTR). This review aimed to critically evaluate current endoscopic resection techniques.
    RESULTS: Evidence-based selective resection algorithms should inform the most appropriate endoscopic resection technique. Most LNPCPs are removed by conventional EMR but there has been a trend toward C-EMR for endoscopic resection of LNPCPs. More high-quality trials are required to better define the limitations of C-EMR. Advances in our understanding of ESD technique, has clarified its role within the colorectum. More recently, the development of a full thickness resection device (FTRD) has allowed the curative endoscopic resection of select lesions.
    CONCLUSIONS: Endoscopic resection should be regarded as the principle approach for all LNPCPs. Underpinned by high-quality research, endoscopic resection has become more nuanced, leading to improved patient outcomes.
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  • 文章类型: Journal Article
    文章标题:接受结肠镜检查的45-49岁患者的腺瘤和无核锯齿状病变:系统评价和荟萃分析。
    Article Title: Adenomas and Sessile Serrated Lesions in 45-49-Year-Old Individuals Undergoing Colonoscopy: A Systematic Review and Meta-Analysis.
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  • 文章类型: Journal Article
    背景:通过常规腺瘤-癌序列发展的结直肠息肉[例如,管状腺瘤(TA)]通常进展为恶性肿瘤,并且与肠道微生物组组成的变化密切相关。关于通过锯齿状息肉途径与结直肠息肉相关的微生物功能和肠道微生物组的研究有限。如增生性息肉(HP)。探索与HP和TA相关的微生物组改变将增进对特定微生物及其代谢途径促进结直肠癌发生的机制的理解。
    目的:为了调查肠道微生物组特征,微生物协会,HP和TA患者的微生物功能。
    方法:全长16SrRNA测序用于表征来自没有息肉的对照参与者的粪便样本中的肠道微生物组[对照组(CT),n=40],HP患者(n=52),和TA患者(n=60)。在CT组和HP或TA患者之间确定了肠道微生物组组成和功能机制的显着差异。本研究的分析技术包括差异丰度分析,共现网络分析,和差异途径分析。
    结果:结直肠癌(CRC)相关细菌,包括溶胆链球菌(S.胆囊),脆弱拟杆菌,和共生梭菌,被鉴定为TA患者的特征性微生物物种。gnavus地中海细菌,与生态失调和胃肠道疾病相关,在HP和TA组中差异显著。功能途径分析显示,HP患者仅在硫氧化途径中表现出富集,而TA患者在与次级代谢物生物合成相关的途径中显示出优势(例如,甲羟戊酸);胆溶酶是主要贡献者。共现网络和动态网络分析揭示了HP患者中菌群失调相关细菌的共现,而TA患者表现出CRC相关细菌的共存。此外,与HP患者相比,TA患者中产生SCFA的细菌的共存率更低.
    结论:这项研究揭示了与结直肠息肉发育途径相关的独特肠道微生物组特征,提供有关微生物物种作用的见解,功能途径,和微生物相互作用在大肠癌发生中。
    BACKGROUND: Colorectal polyps that develop via the conventional adenoma-carcinoma sequence [e.g., tubular adenoma (TA)] often progress to malignancy and are closely associated with changes in the composition of the gut microbiome. There is limited research concerning the microbial functions and gut microbiomes associated with colorectal polyps that arise through the serrated polyp pathway, such as hyperplastic polyps (HP). Exploration of microbiome alterations associated with HP and TA would improve the understanding of mechanisms by which specific microbes and their metabolic pathways contribute to colorectal carcinogenesis.
    OBJECTIVE: To investigate gut microbiome signatures, microbial associations, and microbial functions in HP and TA patients.
    METHODS: Full-length 16S rRNA sequencing was used to characterize the gut microbiome in stool samples from control participants without polyps [control group (CT), n = 40], patients with HP (n = 52), and patients with TA (n = 60). Significant differences in gut microbiome composition and functional mechanisms were identified between the CT group and patients with HP or TA. Analytical techniques in this study included differential abundance analysis, co-occurrence network analysis, and differential pathway analysis.
    RESULTS: Colorectal cancer (CRC)-associated bacteria, including Streptococcus gallolyticus (S. gallolyticus), Bacteroides fragilis, and Clostridium symbiosum, were identified as characteristic microbial species in TA patients. Mediterraneibacter gnavus, associated with dysbiosis and gastrointestinal diseases, was significantly differentially abundant in the HP and TA groups. Functional pathway analysis revealed that HP patients exhibited enrichment in the sulfur oxidation pathway exclusively, whereas TA patients showed dominance in pathways related to secondary metabolite biosynthesis (e.g., mevalonate); S. gallolyticus was a major contributor. Co-occurrence network and dynamic network analyses revealed co-occurrence of dysbiosis-associated bacteria in HP patients, whereas TA patients exhibited co-occurrence of CRC-associated bacteria. Furthermore, the co-occurrence of SCFA-producing bacteria was lower in TA patients than HP patients.
    CONCLUSIONS: This study revealed distinct gut microbiome signatures associated with pathways of colorectal polyp development, providing insights concerning the roles of microbial species, functional pathways, and microbial interactions in colorectal carcinogenesis.
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  • 文章类型: Journal Article
    目的:结直肠癌(CRC)被认为是世界上最常见的癌症之一。发现锯齿状息肉是CRC的前体病变。BRAF突变(V600E)与这些病变的发展密切相关。以前在阿曼没有关于锯齿状息肉中BRAF免疫组织化学表达的研究。我们研究的主要目的是评估阿曼人群锯齿状结直肠息肉中BRAF(V600E)突变的患病率。次要目标是评估锯齿状息肉的患病率及其特征:类型,位点和大小以及BRAF(V600E)突变与息肉类型的关系,站点和大小。
    方法:91例增生性息肉(HP)(76.5%),研究了24例无柄锯齿状病变(SSL)(20.2%)和4例低级别异型增生的管状腺瘤(3.4%)的BRAF(V600E)免疫组化表达。没有出现传统锯齿状腺瘤(TSA)的病例。包括颅咽管瘤和甲状腺乳头状癌的对照病例。
    结果:BRAF(V600E)IHC在63例HP息肉中呈阳性(69.2%),13例SSLs(54.2%),无腺瘤性息肉。大多数阳性息肉(75.0%)大小≤5mm,17.9%为5-10毫米,7.1%为≥10毫米。大多数BRAF(V600E)阳性息肉(68.1%)位于远端结肠,31.9%位于近端结肠。大多数BRAF(V600E)阳性病例表现为多发性息肉(61.8%)。管状腺瘤均未显示任何BRAF(V600E)阳性。
    结论:锯齿状息肉因其发展为CRC的潜力而广为人知。免疫组织化学是检测BRAF(V600E)突变的简单且可重复的方法。我们的研究表明,阿曼人群中锯齿状息肉中BRAF突变的患病率很高(64.3%)。这些息肉大多数是HP和SSL;大小≤5毫米,位于远端结肠。
    OBJECTIVE: Colorectal cancer (CRC) is considered one of the most common cancers in the world. Serrated polyps were found to be precursor lesions for CRC. BRAF mutation (V600E) has been strongly linked to the development of these lesions. No previous study concerning BRAF immunohistochemical expression in serrated polyps- was done in Oman. The primary objective of our study was to assess the prevalence of BRAF (V600E) mutation in serrated colorectal polyps in the Omani population. The secondary objectives were to assess the prevalence of serrated polyps and their characteristic features: type, site and size as well as the relationship between BRAF (V600E) mutation and polyp type, site and size.
    METHODS: Ninety-one hyperplastic polyps (HP) (76.5%), 24 sessile serrated lesions (SSL) (20.2%) and 4 cases of tubular adenomas with low grade dysplasia (3.4%) were studied for BRAF (V600E) immunohistochemical expression. No case of traditional serrated adenoma (TSA) was present. Control cases of craniopharyngioma and papillary thyroid carcinoma were included.
    RESULTS: BRAF (V600E) IHC was positive in 63 of the HP polyps (69.2%), 13 SSLs (54.2%) and none of the adenomatous polyps. The majority of positive polyps (75.0%) were ≤5 mm in size, 17.9% were 5-10 mm and 7.1% were ≥10 mm in size.  The majority of BRAF (V600E) positive polyps (68.1 %) were in the distal colon and 31.9 % were in the proximal colon. The majority of positive cases for BRAF (V600E) were showing multiple polyps (61.8 %). None of the tubular adenomas showed any BRAF (V600E) positivity.
    CONCLUSIONS: Serrated polyps are now well known for their potential to develop CRC. Immunohistochemistry is an easy and reproducible way to detect BRAF (V600E) mutation. Our study showed there is high prevalence (64.3%) of BRAF mutation in serrated polyps in the Omani population. The majority of these polyps- were HP and SSL; and ≤5 mm in size and located in the distal colon.
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  • 文章类型: Journal Article
    结直肠息肉作为结直肠癌的潜在前兆,而自动化息肉分割有助于医生准确识别潜在的息肉区域,从而减少误诊和漏诊。然而,由于息肉区域和周围组织在颜色方面的高度相似性,现有的模型通常在准确分割息肉方面不足,纹理,和形状。为了应对这一挑战,这项研究提出了一种新颖的三阶段息肉分割网络,名为反向注意特征纯化与金字塔视觉变压器(RAFPNet),它采用迭代反馈UNet架构来细化息肉显著性图,以实现精确分割。最初,引入了多尺度特征聚合(MSFA)模块来生成初步的息肉显著性图。随后,反向注意特征纯化(RAFP)模块被设计为基于初步显著性图有效地抑制底层周围组织特征,同时增强高级语义息肉信息。最后,利用UNet架构以粗到精的方法进一步完善特征图。在五个广泛使用的息肉分割数据集和三个视频息肉分割数据集上进行的广泛实验证明了RAFPNet在多个评估指标上优于最先进的模型。
    Colorectal polyps serve as potential precursors of colorectal cancer and automating polyp segmentation aids physicians in accurately identifying potential polyp regions, thereby reducing misdiagnoses and missed diagnoses. However, existing models often fall short in accurately segmenting polyps due to the high degree of similarity between polyp regions and surrounding tissue in terms of color, texture, and shape. To address this challenge, this study proposes a novel three-stage polyp segmentation network, named Reverse Attention Feature Purification with Pyramid Vision Transformer (RAFPNet), which adopts an iterative feedback UNet architecture to refine polyp saliency maps for precise segmentation. Initially, a Multi-Scale Feature Aggregation (MSFA) module is introduced to generate preliminary polyp saliency maps. Subsequently, a Reverse Attention Feature Purification (RAFP) module is devised to effectively suppress low-level surrounding tissue features while enhancing high-level semantic polyp information based on the preliminary saliency maps. Finally, the UNet architecture is leveraged to further refine the feature maps in a coarse-to-fine approach. Extensive experiments conducted on five widely used polyp segmentation datasets and three video polyp segmentation datasets demonstrate the superior performance of RAFPNet over state-of-the-art models across multiple evaluation metrics.
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