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1.
Sci Transl Med ; 16(743): eadk5395, 2024 Apr 17.
Artículo en Inglés | MEDLINE | ID: mdl-38630847

RESUMEN

Endoscopy is the primary modality for detecting asymptomatic esophageal squamous cell carcinoma (ESCC) and precancerous lesions. Improving detection rate remains challenging. We developed a system based on deep convolutional neural networks (CNNs) for detecting esophageal cancer and precancerous lesions [high-risk esophageal lesions (HrELs)] and validated its efficacy in improving HrEL detection rate in clinical practice (trial registration ChiCTR2100044126 at www.chictr.org.cn). Between April 2021 and March 2022, 3117 patients ≥50 years old were consecutively recruited from Taizhou Hospital, Zhejiang Province, and randomly assigned 1:1 to an experimental group (CNN-assisted endoscopy) or a control group (unassisted endoscopy) based on block randomization. The primary endpoint was the HrEL detection rate. In the intention-to-treat population, the HrEL detection rate [28 of 1556 (1.8%)] was significantly higher in the experimental group than in the control group [14 of 1561 (0.9%), P = 0.029], and the experimental group detection rate was twice that of the control group. Similar findings were observed between the experimental and control groups [28 of 1524 (1.9%) versus 13 of 1534 (0.9%), respectively; P = 0.021]. The system's sensitivity, specificity, and accuracy for detecting HrELs were 89.7, 98.5, and 98.2%, respectively. No adverse events occurred. The proposed system thus improved HrEL detection rate during endoscopy and was safe. Deep learning assistance may enhance early diagnosis and treatment of esophageal cancer and may become a useful tool for esophageal cancer screening.


Asunto(s)
Aprendizaje Profundo , Neoplasias Esofágicas , Carcinoma de Células Escamosas de Esófago , Lesiones Precancerosas , Humanos , Persona de Mediana Edad , Neoplasias Esofágicas/diagnóstico , Neoplasias Esofágicas/epidemiología , Neoplasias Esofágicas/patología , Carcinoma de Células Escamosas de Esófago/patología , Estudios Prospectivos , Lesiones Precancerosas/patología
3.
Cancer Manag Res ; 13: 8809-8819, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-34866939

RESUMEN

PURPOSE: Hyperuricemia and metabolic syndrome (MetS) have been shown to correlate with prognosis in patients with malignant tumors. The present study evaluated the relationship between preoperative hyperuricemia and MetS in colorectal cancer (CRC) patients and analyzed the effect of this combination on prognosis within 5 years. PATIENTS AND METHODS: The study enrolled patients who had undergone radical CRC resection at three independent medical centers from January 2014 to December 2016. Patients were preoperatively categorized into four groups, those with hyperuricemia alone (H), those with MetS alone (MS), those with MetS-related hyperuricemia (MSH), and those with neither condition (control [C] group). The disease-free survival (DFS) and overall survival (OS) rates of these four groups were compared. RESULTS: The study population consisted of 1271 patients, with 114, 201, 101, and 855 patients categorized into the H, MS, MSH and C groups, respectively. Preoperative MetS was found to be significantly associated with hyperuricemia (P < 0.001). Multivariate Cox regression analysis showed that MetS-related hyperuricemia (hazard ratio [HR] = 2.728; P < 0.001) and MetS alone (HR = 1.631; P < 0.001) were independent predictors of death, whereas simple hyperuricemia was not (P > 0.1). Relative to the C group, the MSH group had the highest rate of tumor recurrence or metastasis (HR = 5.103, P < 0.001), followed by the MS (HR = 2.231, P < 0.001) group. In contrast, prognosis did not differ significantly in the H and C groups (P > 0.1). MetS was significantly associated with poor prognosis, with MetS-related hyperuricemia resulting in a significantly poorer prognosis. In contrast, hyperuricemia alone had no effect on the long-term prognosis of CRC patients. CONCLUSION: This study highlights the prognostic importance of MetS-related hyperuricemia on the survival of patients with CRC.

4.
Am J Gastroenterol ; 111(6): 788-96, 2016 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-26782819

RESUMEN

OBJECTIVES: Although endoscopic resection is an accepted technique for upper gastrointestinal subepithelial tumors (SETs) originating from the muscularis propria (MP) layer, published data regarding its complications are highly variable and limited to small data series. This study aimed to analyze the safety of endoscopic resection in a large case series. METHODS: A total of 726 consecutive patients with 733 upper gastrointestinal SETs originating from the MP layer underwent endoscopic resection from June 2005 to December 2014. The complete resection rate, perioperative perforation rate, and perioperative bleeding rate were the main outcome measurements. RESULTS: The complete resection rate was 97.1%. Ninety-four patients had complications (12.9%), including 88 with perioperative perforations (12.1%), 13 with perioperative bleeding (1.8%), 5 with localized peritonitis (0.7%), and one with delayed bleeding (0.1%). Eleven patients required surgery; the others were treated endoscopically. Risk factors for incomplete resection were extensive connection of the tumor to the MP layer (P=0.007) and extraluminal growth (P=0.048). Risk factors for perioperative perforation were larger tumor size (≤2.0 cm vs. 2.1-3.0 cm vs. >3.0 cm, P=0.021), extraluminal growth (P=0.046), and extensive connection (P<0.001). A risk factor for perioperative bleeding was larger tumor size (P=0.045). No residual or recurrent lesions were detected during the follow-up period (median: 28 months). CONCLUSIONS: Endoscopic resection is an effective and reasonably safe therapeutic method for treating/removing upper gastrointestinal SETs originating from the MP layer when managed by an experienced endoscopic team.


Asunto(s)
Endoscopía Gastrointestinal , Tumores del Estroma Gastrointestinal/cirugía , Seguridad del Paciente , Adulto , Anciano , Anciano de 80 o más Años , Endosonografía , Femenino , Mucosa Gástrica/patología , Tumores del Estroma Gastrointestinal/diagnóstico por imagen , Tumores del Estroma Gastrointestinal/patología , Humanos , Masculino , Persona de Mediana Edad , Complicaciones Posoperatorias/epidemiología , Estudios Retrospectivos , Factores de Riesgo , Tomografía Computarizada por Rayos X , Resultado del Tratamiento
5.
Oncol Lett ; 7(2): 471-478, 2014 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-24396472

RESUMEN

Changes in the expression of the Notch1 intracellular domain (NICD) and p21 proteins have been shown to be closely associated with the development and progression of a number of cancers. The present study aimed to investigate the expression levels of the two proteins in gastric carcinoma and precancerous lesions, and to determine the clinical significance of this. A total of 109 gastric cancer, 57 precancerous gastric lesion, 50 chronic superficial gastritis and 17 normal gastric mucosa patients were recruited for immunohistochemical staining of NICD and p21 protein expression. The protein expression levels in the gastric cancer patient samples were associated with the clinicopathological and survival data. NICD protein levels were upregulated gradually from normal gastric mucosae through chronic superficial gastritis and precancerous gastric lesions to gastric cancer tissues (P<0.01), whereas p21 protein levels were downregulated accordingly (P<0.01). Increased NICD and a loss of p21 expression were closely associated with tumor dedifferentiation, depth of tumor invasion, lymph node metastasis, surface morphology and Lauren classification in gastric cancer. Thus, NICD expression was inversely associated with p21 expression. In addition, the overall survival rate was greater in NICD- and P21+ patients than in NICD+ and P21- patients, respectively (P<0.05). The COX regression multivariate analysis revealed that NICD+, p21-, depth of tumor invasion and lymph node metastasis were all independent prognostic factors for patients with gastric cancer. NICD and p21 proteins are differentially expressed in gastric cancer and the aberrant expression of these proteins is associated with an advanced tumor stage, tumor metastasis and overall patient survival. Future studies are required to further evaluate the two proteins as novel prognostic markers for patients with gastric cancer.

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