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BACKGROUND: A postoperative pancreatic fistula (POPF) is a critical complication of radical gastrectomy for gastric cancer, mainly because surgeons occasionally misrecognize the pancreas and fat during lymphadenectomy. Therefore, this study aimed to develop an artificial intelligence (AI) system capable of identifying and highlighting the pancreas during robot-assisted gastrectomy. METHODS: A pancreas recognition algorithm was developed using HRNet, with 926 training images and 232 validation images extracted from 62 scenes of robot-assisted gastrectomy videos. During quantitative evaluation, the precision, recall, intersection over union (IoU), and Dice coefficients were calculated based on the surgeons' ground truth and the AI-inferred image from 80 test images. During the qualitative evaluation, 10 surgeons answered two questions related to sensitivity and similarity for assessing clinical usefulness. RESULTS: The precision, recall, IoU, and Dice coefficients were 0.70, 0.59, 0.46, and 0.61, respectively. Regarding sensitivity, the average score for pancreas recognition by AI was 4.18 out of 5 points (1 = lowest recognition [less than 50%]; 5 = highest recognition [more than 90%]). Regarding similarity, only 54% of the AI-inferred images were correctly differentiated from the ground truth. CONCLUSIONS: Our surgical AI system precisely highlighted the pancreas during robot-assisted gastrectomy at a level that was convincing to surgeons. This technology may prevent misrecognition of the pancreas by surgeons, thus leading to fewer POPFs.
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Inteligencia Artificial , Gastrectomía , Páncreas , Procedimientos Quirúrgicos Robotizados , Neoplasias Gástricas , Humanos , Gastrectomía/métodos , Procedimientos Quirúrgicos Robotizados/métodos , Neoplasias Gástricas/cirugía , Páncreas/cirugía , Algoritmos , Fístula Pancreática/etiología , Complicaciones Posoperatorias , CirujanosRESUMEN
BACKGROUND: Artificial intelligence (AI) has the potential to enhance surgical practice by predicting anatomical structures within the surgical field, thereby supporting surgeons' experiences and cognitive skills. Preserving and utilising nerves as critical guiding structures is paramount in rectal cancer surgery. Hence, we developed a deep learning model based on U-Net to automatically segment nerves. METHODS: The model performance was evaluated using 60 randomly selected frames, and the Dice and Intersection over Union (IoU) scores were quantitatively assessed by comparing them with ground truth data. Additionally, a questionnaire was administered to five colorectal surgeons to gauge the extent of underdetection, overdetection, and the practical utility of the model in rectal cancer surgery. Furthermore, we conducted an educational assessment of non-colorectal surgeons, trainees, physicians, and medical students. We evaluated their ability to recognise nerves in mesorectal dissection scenes, scored them on a 12-point scale, and examined the score changes before and after exposure to the AI analysis videos. RESULTS: The mean Dice and IoU scores for the 60 test frames were 0.442 (range 0.0465-0.639) and 0.292 (range 0.0238-0.469), respectively. The colorectal surgeons revealed an under-detection score of 0.80 (± 0.47), an over-detection score of 0.58 (± 0.41), and a usefulness evaluation score of 3.38 (± 0.43). The nerve recognition scores of non-colorectal surgeons, rotating residents, and medical students significantly improved by simply watching the AI nerve recognition videos for 1 min. Notably, medical students showed a more substantial increase in nerve recognition scores when exposed to AI nerve analysis videos than when exposed to traditional lectures on nerves. CONCLUSIONS: In laparoscopic and robot-assisted rectal cancer surgeries, the AI-based nerve recognition model achieved satisfactory recognition levels for expert surgeons and demonstrated effectiveness in educating junior surgeons and medical students on nerve recognition.
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INTRODUCTION: Patients requiring total gastrectomy for gastric cancer experience a decrease in food intake leading to severe body weight loss after surgery. This loss may be prevented using a high-density liquid diet of high caloric content and minimal volume. This phase II study evaluated the feasibility and safety of a high-density liquid diet (UpLead®; Terumo Corporation, Tokyo, Japan) after total gastrectomy. METHODS: UpLead® (1 pack, 100 mL, 400 kcal/day) was administered after surgery for 28 days. The primary endpoint was the % relative dose intensity of 28 days of UpLead intake®. The secondary endpoint was % body weight loss at 1 and 3 months after surgery. The sample size was 35 considering expected and threshold values of 80 and 60%, respectively, with a one-sided alpha error of 10% and statistical power of 80%. RESULTS: Among 35 patients enrolled before surgery between April 2018 and December 2019, 29 patients who could initiate UpLead® after surgery were analyzed. Seven patients had interrupted UpLead® intake due to taste intolerance (n = 6) and due to a duodenal stump fistula (n = 1). The remaining 22 patients completed 28 days of UpLead® intake, including temporary interruption, with no associated adverse events. The median relative dose intensity was 25.8% (95% confidence interval: 20.6-42.0%). The median body weight loss at 1 and 3 months after surgery was 7.2% (range: 3.2-13.9%) and 13.1% (range: 2.5-20.4%), respectively. CONCLUSIONS: Oral nutritional supplementation with a high-density liquid diet (UpLead®) was safely administered but was not feasible after total gastrectomy for gastric cancer. Clinical trial registration number UMIN000032291.
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Dieta , Suplementos Dietéticos , Neoplasias Gástricas , Dieta/efectos adversos , Suplementos Dietéticos/efectos adversos , Estudios de Factibilidad , Gastrectomía , Humanos , Neoplasias Gástricas/cirugía , Pérdida de PesoRESUMEN
BACKGROUND: Laparoscopic gastrectomy is becoming more commonly performed, but acquisition of its technique remains challenging. We investigated whether laparoscopy-assisted distal gastrectomy (LDG) performed by trainees (TR) supervised by a technically qualified experienced surgeon (QS) is feasible and safe. METHODS: The short-term outcomes of LDG were assessed in patients with gastric cancer between 2008 and 2018. We compared patients who underwent LDG performed by qualified experienced surgeons (QS group) with patients who underwent LDG performed by the trainees (TR group). RESULTS: The operation time was longer in the TR group than in the QS group (median time: 270 min vs. 239 min, p < 0.001). The median duration of the postoperative hospital stay was 9 days in the QS group and 8 days in the TR group (p = 0.003). The incidence of postoperative complications did not differ significantly between the two groups. Grade 2 or higher postoperative complications occurred in 18 patients (12.9%) in the QS group and 47 patients (11.7%) in the TR group (p = 0.763). Grade 3 or higher postoperative complications occurred in 9 patients (6.4%) in the QS group and 17 patients (4.2%) in the TR group (p = 0.357). Multivariate analysis showed that the American Society of Anesthesiologist Physical Status was an independent predictor of grade 2 or higher postoperative complications and that gender was an independent predictor of grade 3 or higher postoperative complications. The main operator (TR/QS) was not an independent predictor of complications. CONCLUSIONS: Laparoscopy-assisted distal gastrectomy performed by trainees supervised by an experienced surgeon is a feasible and safe procedure similar to that performed by experienced surgeons.
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Competencia Clínica , Gastrectomía/métodos , Laparoscopía , Cirujanos , Adulto , Anciano , Estudios de Factibilidad , Femenino , Gastrectomía/educación , Humanos , Japón , Laparoscopía/educación , Tiempo de Internación , Masculino , Persona de Mediana Edad , Tempo Operativo , Complicaciones Posoperatorias , Estudios Retrospectivos , Factores Sexuales , Neoplasias Gástricas/cirugíaRESUMEN
BACKGROUND: Surgery for gastric cancer should be performed as soon as possible after diagnosis. However, sometimes the waiting time for surgery tends to be longer. The relation between the waiting time for surgery and survival in patients with gastric cancer remains to be fully investigated. METHODS: This retrospective, single-center cohort study evaluated patients with gastric cancer who underwent curative surgery from 2006 through 2012 at Kanagawa Cancer Center in Japan. Patients who received neoadjuvant chemotherapy were excluded. The waiting time for surgery was defined as the time between the first visit and surgery. We investigated whether the waiting time for surgery has a linear negative impact on outcomes by using a Cox regression model with clinical prognostic factors. RESULTS: In total, 801 patients were eligible. The median waiting time was 45 days (range 10-269 days). The restricted cubic spline regression curve showed that the adjusted time-specific hazard ratios of waiting times did not indicate a linear negative trend on survival between 20 and 100 days (p = 0.759). In the Cox model with a quartile of waiting times, waiting times in the 32-44-day group, 43-62-day group, and ≥63 day groups were not associated with poorer overall survival as compared with the ≤31 day group (HR: 1.01, 95% CI 0.63-1.60, p = 0.984, HR: 1.17, 95% CI 0.70-1.94, p = 0.550, HR: 1.06, 95% CI 0.60-1.88, p = 0.831, respectively). CONCLUSIONS: There was no negative relation between the waiting time for surgery (within 100 days) and survival in patients with gastric cancer.
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Neoplasias Gástricas/cirugía , Adenocarcinoma/cirugía , Anciano , Femenino , Gastrectomía , Humanos , Masculino , Persona de Mediana Edad , Modelos de Riesgos Proporcionales , Estudios Retrospectivos , Neoplasias Gástricas/mortalidad , Factores de Tiempo , Listas de EsperaRESUMEN
INTRODUCTION: We retrospectively evaluated the blood coagulation activity using the D-dimer level in the early period after gastrectomy and investigated whether postoperative hypercoagulation affects tumor recurrence and long-term survival in gastric cancer patients. METHODS: The study involved 650 patients who underwent curative resection for gastric cancer at Kanagawa Cancer Center between July 2009 and July 2013. They were divided into a low-D-dimer group (LD group) and high-D-dimer group (HD group) according to the median D-dimer level on postoperative day (POD) 7. The risk factors for overall survival (OS) and relapse-free survival (RFS) were identified. RESULTS: Of the 448 enrolled patients, 218 were classified into the LD group and 230 into the HD group. The 5-year OS rates after surgery were 90.8% and 81.3% in the LD and HD groups, respectively (p < 0.001). The 5-year RFS rates after surgery were 89.9% and 76.1% in the LD and HD groups, respectively (p < 0.001). A high D-dimer level on POD 7 (≥ 4.9 µg/ml) was identified as an independent predictive factor for both the OS (hazard ratio [HR] 1.955, 95% confidence interval [CI] 1.158-3.303, p = 0.012) and RFS (HR 2.182, 95% CI 1.327-3.589, p = 0.002). Furthermore, hematological recurrence was significantly more frequent in the HD group than in the LD group (p = 0.014). CONCLUSION: A high D-dimer level on POD 7 may predict tumor recurrence and the long-term survival in patients who undergo gastrectomy for locally advanced gastric cancer. Patients with an elevated postoperative D-dimer level need careful observation and diagnostic imaging to timely detect tumor recurrence.
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Productos de Degradación de Fibrina-Fibrinógeno/análisis , Gastrectomía/métodos , Neoplasias Gástricas/mortalidad , Neoplasias Gástricas/cirugía , Adulto , Anciano , Anciano de 80 o más Años , Biomarcadores de Tumor/sangre , Femenino , Estudios de Seguimiento , Humanos , Masculino , Persona de Mediana Edad , Recurrencia Local de Neoplasia/sangre , Periodo Posoperatorio , Modelos de Riesgos Proporcionales , Estudios Retrospectivos , Factores de Riesgo , Neoplasias Gástricas/patología , Tasa de SupervivenciaRESUMEN
BACKGROUND: Cancer cells are often found postoperatively at surgical resection margins (RM) in patients with gastric cancer because of submucosal infiltration or hesitation to secure adequate RM. This study was designed to evaluate risk factors for microscopic positive RM and to clarify which patients should undergo intraoperative frozen section diagnosis (IFSD). METHODS: Patients who underwent R0/1 gastrectomy for gastric adenocarcinoma between 2000 and 2018 in a single cancer center in Japan were studied. We divided the patients into a positive RM group and negative RM group according to the results of definitive histopathological examinations. We performed multivariate analysis to analyze risk factors for positive RM by and used the identified risk factors to risk stratify the patients. RESULTS: A total of 2757 patients were studied, including 49 (1.8%) in the positive RM group. The risk factors significantly associated with positive RM were remnant gastric cancer (odds ratio [OR] 4.7), esophageal invasion (OR 6.3), tumor size ≥80 mm (OR 3.9), and a histopathological diagnosis of undifferentiated type (OR 3.6), macroscopic type 4 (OR 3.7), or pT4 disease (OR 4.6). On risk stratification analysis, the incidence of positive RM was 0.1% without any risk factors, increasing to 0.4% with one risk factor, 3.1% with two risk factors, 5.3% with three risk factors, 21.3% with four risk factors, and 85.7% with five risk factors. CONCLUSIONS: The risk of macroscopically positive RM increased in patients who have risk factors. IFSD should be performed in patients who have four or more risk factors.
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Adenocarcinoma/cirugía , Gastrectomía/métodos , Neoplasias Gástricas/cirugía , Anciano , Estudios de Cohortes , Femenino , Muñón Gástrico/patología , Humanos , Japón , Masculino , Márgenes de Escisión , Persona de Mediana Edad , Pronóstico , Estudios Retrospectivos , Factores de RiesgoRESUMEN
An 81-year-old man with esophageal cancer had undergone subtotal thoracic esophagectomy and retrosternal reconstruction using a gastric tube. He developed anemia. Gastrointestinal endoscopy was performed, which revealed a tumor in the posterior wall of the lower part of the gastric tube. Biopsy revealed well-differentiated adenocarcinoma. There was no lymph node metastasis and no distal metastasis on CT. We performed partial resection of the stomach tube because of his age and physical condition. We identified the position of the tumor by upper gastrointestinal series CT and gastrointestinal endoscopy. The tumor was located on the posterior wall of the lower part of the gastric tube and the back of the sternum lower border. Marking was performed by gastrointestinal endoscopy before operation. We simulated the operation and decided to perform laparostomy without sternotomy incision. We cut the anterior wall of the gastric tube in front of the tumor using the endoscope. We could then confirm the diagnosis of cancer, and clipped and removed the tumor from the posterior wall. The resected site was sutured with 4-0 absorbable thread. The pathological diagnosis was T1a(M)N0M0, ly0, v0, PM0, DM0, pStage â A.
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Adenocarcinoma , Neoplasias Esofágicas , Neoplasias Gástricas , Adenocarcinoma/cirugía , Anciano de 80 o más Años , Endoscopios Gastrointestinales , Neoplasias Esofágicas/cirugía , Esofagectomía , Humanos , Masculino , Neoplasias Gástricas/cirugíaRESUMEN
We report a rare case of liver recurrence of gastric cancer 14 years and 3 months after curative gastrectomy. An 81-yearold man underwent total gastrectomy, D2 lymphadenectomy, Roux-en-Y reconstruction, and cholecystectomy for advanced gastric cancer in November 2002. H e was diagnosed pathologically with M, Type 5, 53×42 mm, tub2>tub1, pT4a, ly2, v2, pN1, pPM0, pDM0, M0, pStage â ¢A(JGCA 15th). Postoperative adjuvant therapy was not administered. He was followed up for 5 years after surgery without adjuvant therapy, and he did not exhibit recurrence. In February 2017, he experienced difficulties in swallowing and visited our hospital. Abdominal contrast-enhanced CT showed an 8×5 cm liver tumor in the lateral segment. Part of the tumor protruded to outside of the liver, and the tumor invaded and pushed the jejunum in the Roux limb. We performed liver biopsy and diagnosed him with liver metastasis of recurrent gastric cancer. Late relapse after gastrectomy, especially after 10 years or more, is very rare.
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Neoplasias Hepáticas , Neoplasias Gástricas , Anciano de 80 o más Años , Anastomosis en-Y de Roux , Gastrectomía , Humanos , Neoplasias Hepáticas/secundario , Masculino , Recurrencia Local de Neoplasia , Neoplasias Gástricas/patología , Neoplasias Gástricas/cirugía , Factores de TiempoRESUMEN
We report a case of mediastinal lymph node recurrence of esophageal cancer after endoscopic submucosal dissection (ESD). We first administered chemotherapy and then performed esophagectomy. A 78-year-old man underwent ESD for early esophageal cancer at a different hospital in January 2015. H e was diagnosed pathologically with scc, pSM1, pHM1, pVM0, ly0, v0. Additional treatment was not administered because of his age. In June 2017, chest enhanced CT showed swollen mediastinal lymph nodes. This was diagnosed as a recurrence of esophageal cancer, and he presented at our hospital. We first performed chemotherapy for that lesion, because the swollen lymph node was large and may have invaded the surrounding organs. We then performed esophagectomy.
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Resección Endoscópica de la Mucosa , Neoplasias Esofágicas , Metástasis Linfática , Anciano , Neoplasias Esofágicas/patología , Neoplasias Esofágicas/cirugía , Esofagectomía , Humanos , Escisión del Ganglio Linfático , Ganglios Linfáticos , Masculino , Recurrencia Local de NeoplasiaRESUMEN
The patient was an 82-year-old man, who contracted chronic hepatitis C in 1977. In 1997, he was diagnosed with intraductal papillary-mucinous neoplasm (IPMN), and was treated with surgery. In August 2005, cholangiocellular carcinoma (CCC) and hepatocellular carcinoma (HCC) were detected, and he underwent a subsegmentectomy of the liver. In February 2007, he had a supradiaphragmatic lymph node recurrence of CCC. It was a solitary lesion; therefore, we resected the recurrent tumor by thoracoscopic surgery. In January 2012, squamous cell lung cancer was detected and he had a thoracoscopic operation. Furthermore, in February 2015, 2HCCs were detected in S5 and S5/8 of the liver. He underwent radiofrequency ablation. Over the course of 18 years, this patient developed cancers in his pancreas, intrahepatic bile duct, liver, and lung. However, the patient has survived without recurrence because of aggressive therapy and diligent surveillance after surgery.
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Neoplasias de los Conductos Biliares/cirugía , Colangiocarcinoma/cirugía , Neoplasias Primarias Múltiples/cirugía , Anciano de 80 o más Años , Ablación por Catéter , Hepatectomía , Humanos , Masculino , Factores de TiempoRESUMEN
We report a case of gastric carcinoma with metastasis to the liver responding to surgery and chemotherapy.The patient was a 74-year-old man with gastric cancer, clinically diagnosed as P0H0M0T3N0.We initially planned to perform an open distal gastrectomy.However, intraoperative findings revealed metastatic tumors in the liver.Therefore, the patient underwent a D1 distal gastrectomy.After surgery, the patient received the following chemotherapy regimens: 1 course of S-1 and 8 courses of a S-1 and cisplatin (CDDP) combination.After 8 courses of S-1 plus CDDP treatment, liver metastases could not be detected by computed tomography (CT), magnetic resonance imaging (MRI), or positron emission tomography (PET). The patient was assessed to have a clinical complete response.Fifty months after surgery, the patient is alive without recurrence.
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Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Neoplasias Hepáticas/tratamiento farmacológico , Neoplasias Gástricas/tratamiento farmacológico , Anciano , Cisplatino/administración & dosificación , Terapia Combinada , Combinación de Medicamentos , Humanos , Neoplasias Hepáticas/secundario , Imagen por Resonancia Magnética , Masculino , Imagen Multimodal , Ácido Oxónico/administración & dosificación , Tomografía de Emisión de Positrones , Inducción de Remisión , Neoplasias Gástricas/patología , Neoplasias Gástricas/cirugía , Tegafur/administración & dosificación , Tomografía Computarizada por Rayos XRESUMEN
We report a case of an intractable fistula repaired by transsacral direct suture. A 65-year-old man underwent low anterior resection for rectal cancer. He subsequently underwent ileostomy due to anastomosis leakage. The fistula of the anastomosis persisted 3 months after surgery. He underwent surgery to repair the fistula using a transsacral approach. After removing the coccyx, the fistula in the postrectal space was exposed directly. The presence of the fistula was confirmed by an air leak test and was closed by direct suture. After 33 days, the patient underwent ileostomy closure.
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Fuga Anastomótica/cirugía , Complicaciones Posoperatorias/cirugía , Fístula Rectal/cirugía , Neoplasias del Recto/cirugía , Anciano , Fuga Anastomótica/etiología , Humanos , Ileostomía , Masculino , Fístula Rectal/etiología , Resultado del TratamientoRESUMEN
Tashiro and colleagues demonstrated for the first time that an artificial intelligence system can precisely identify intrahepatic vascular structures during laparoscopic liver resection in real time through color coding under bleeding and indocyanine green fluorescent imaging. The system supports real-time navigation and offers potentially safer laparoscopic or robotic liver surgery.
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Inteligencia Artificial , Laparoscopía , Humanos , Imagen Óptica/métodos , Laparoscopía/métodos , Colorantes , Verde de Indocianina , Hepatectomía/métodos , Hígado/diagnóstico por imagen , Hígado/cirugíaRESUMEN
BACKGROUND: Splenic hilar lymphadenectomy is not recommended for advanced proximal gastric cancer that does not invade the greater curvature according to the results of the previous studies. The efficacy of splenic hilar lymphadenectomy for type II and type III adenocarcinomas of the esophagogastric junction and easy spread to the greater curvature of the stomach remains unclear. This study aimed to investigate the efficacy of splenic hilar lymphadenectomy and identify the risk factors for metastasis to splenic hilar nodes. METHODS: We examined patients who underwent R0/1 gastrectomy for Siewert types II and III at a single high-volume center in Japan. We analyzed the metastatic incidence, therapeutic value index, and risk factors for splenic hilar lymph node metastasis. RESULTS: We examined 126 patients (74, type II; 52, type III). Splenectomy was performed in 76 patients. Metastatic incidence and the therapeutic value index of splenic hilar lymph nodes in patients with type II and type III tumors were 4.5% and 0, and 21.9% and 9.4, respectively. In the patients who underwent splenectomy, we identified Siewert type III tumors (odds ratio: 6.93, 95% confidence interval: 1.24-38.8, p = 0.027) and tumor location other than the lesser curvature (odds ratio: 7.36, 95% confidence interval: 1.32-41.1, p = 0.023) to be independent risk factors. The metastatic incidence (46.2%) and therapeutic value index (15.4) were high in patients with both risk factors. CONCLUSIONS: Splenic hilar lymphadenectomy may contribute to the survival of patients with Siewert type III tumors, especially when the predominant location is not the lesser curvature.
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Adenocarcinoma , Escisión del Ganglio Linfático , Neoplasias Gástricas , Humanos , Adenocarcinoma/cirugía , Unión Esofagogástrica/patología , Gastrectomía/métodos , Ganglios Linfáticos/cirugía , Ganglios Linfáticos/patología , Metástasis Linfática/patología , Neoplasias Gástricas/patología , Neoplasias Gástricas/cirugíaRESUMEN
BACKGROUND/AIM: Clinical staging in the eighth edition of the Union for International Cancer Control TNM classification (TNM8) is reported to predict the prognosis of patients with gastric cancer. However, there have been no reports on using the TNM8 for prognostic stratification of patients with adenocarcinoma of the esophagogastric junction (AEG). This study aimed to investigate whether it was possible to stratify the prognosis of patients who underwent curative surgery for Siewert type II/III AEG according to the TNM8 clinical stage (cStage). PATIENTS AND METHODS: This study included patients with Siewert type II/III AEG who underwent curative surgery between 2000 and 2019 at Kanagawa Cancer Center. Those who received neoadjuvant chemotherapy were excluded. We investigated the survival of patients with AEG of each TNM8 cStage. RESULTS: This study included 138 patients, among whom 102 (74%) had Siewert type II and 36 (26%) had Siewert type III AEG. A total of 50, 38, 43, and seven patients were classified with cStage I, II, III, and IV, respectively. The median duration of follow-up of the survivors was 54.7 months. The 5-year overall survival rate of the entire cohort was 65.8%, whereas for patients with cStage I, II, III and IV was 81.6%, 69.0%, 54.3% and 14.3%, respectively. The hazard ratio with reference to cStage I was 1.83, 3.07, and 8.13 for cStage I, III, and IV, respectively, increasing in a stepwise manner. CONCLUSION: TNM8 Clinical staging is able to stratify the prognosis of patients with Siewert type II/III AEG.
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Adenocarcinoma , Neoplasias Esofágicas , Neoplasias Gástricas , Humanos , Estadificación de Neoplasias , Estudios Retrospectivos , Neoplasias Esofágicas/patología , Gastrectomía , Pronóstico , Adenocarcinoma/patología , Neoplasias Gástricas/patología , Unión Esofagogástrica/cirugía , Unión Esofagogástrica/patologíaRESUMEN
BACKGROUND/AIM: Laparoscopic hepatectomy (LH) requires accurate visualization and appropriate handling of hepatic veins and the Glissonean pedicle that suddenly appear during liver dissection. Failure to recognize these structures can cause injury, resulting in severe bleeding and bile leakage. This study aimed to develop a novel artificial intelligence (AI) system that assists in the visual recognition and color presentation of tubular structures to correct the recognition gap among surgeons. PATIENTS AND METHODS: Annotations were performed on over 350 video frames capturing LH, after which a deep learning model was developed. The performance of the AI was evaluated quantitatively using intersection over union (IoU) and Dice coefficients, as well as qualitatively using a two-item questionnaire on sensitivity and misrecognition completed by 10 hepatobiliary surgeons. The usefulness of AI in medical education was qualitatively evaluated by 10 medical students and residents. RESULTS: The AI model was able to individually recognize and colorize hepatic veins and the Glissonean pedicle in real time. The IoU and Dice coefficients were 0.42 and 0.53, respectively. Surgeons provided a mean sensitivity score of 4.24±0.89 (from 1 to 5; Excellent) and a mean misrecognition score of 0.12±0.33 (from 0 to 4; Fail). Medical students and residents assessed the AI to be very useful (mean usefulness score, 1.86±0.35; from 0 to 2; Excellent). CONCLUSION: The novel AI presented was able to assist surgeons in the intraoperative recognition of microstructures and address the recognition gap among surgeons to ensure a safer and more accurate LH.
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Hepatectomía , Laparoscopía , Humanos , Inteligencia Artificial , Hígado , DisecciónRESUMEN
BACKGROUND/AIM: To determine the clinical significance of pre-treatment circumferential tumor location within the esophageal wall in patients with locally advanced esophageal squamous cell carcinoma who underwent curative resection after neoadjuvant chemotherapy. PATIENTS AND METHODS: Patients (n=96) with cStage IB-III esophageal squamous cell carcinoma who underwent curative resection after neoadjuvant chemotherapy were categorized into two groups based on the circumferential tumor location within the esophageal wall on diagnostic endoscopy: left or anterior wall group (L/A patients, n=49); right or posterior wall group (R/P patients, n=47). Analyses were conducted to examine the relationship between circumferential tumor location, clinicopathological characteristics, 3-year overall survival (3Y-OS), and 3-year recurrence-free survival (3Y-RFS). RESULTS: The lymph node status and recurrence rates of mediastinal lymph node metastases were significantly higher in patients with L/A than in patients with R/P. Furthermore, patients with L/A had significantly poorer 3Y-OS and 3Y-RFS than those with R/P. Tumor location within the esophageal wall was identified in multivariate analysis as an independent risk factor for 3Y-RFS (hazard ratio=2.92, 95% confidence interval=1.35-6.32, p=0.0064). CONCLUSION: Pre-treatment of circumferential tumor located within the esophageal wall may be a useful prognostic factor in patients with cStageIB-III esophageal squamous cell carcinoma who underwent curative resection after neoadjuvant chemotherapy.
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Carcinoma de Células Escamosas , Neoplasias Esofágicas , Carcinoma de Células Escamosas de Esófago , Humanos , Carcinoma de Células Escamosas de Esófago/patología , Carcinoma de Células Escamosas/patología , Neoplasias Esofágicas/patología , Relevancia Clínica , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Terapia Neoadyuvante , Estudios Retrospectivos , Pronóstico , Esofagectomía/efectos adversos , Estadificación de NeoplasiasRESUMEN
BACKGROUND/AIM: Preoperative sarcopenia is associated with various cancers and affects the long-term prognosis of patients. After gastrectomy for gastric cancer, dynamic changes in body composition occur, and sarcopenia becomes more apparent after surgery than before surgery. However, the relationship between sarcopenia in the early postoperative period and long-term survival is not fully understood. The aim of this study was to determine the effects of surgical sarcopenia on long-term outcomes of patents with gastric cancer. PATIENTS AND METHODS: We included 408 patients who underwent curative gastrectomy (distal or total gastrectomy) for gastric cancer at the Kanagawa Cancer Center from December 2013 to November 2017. Sarcopenia was defined using the skeletal muscle index (SMI), using computed tomography (CT) one month after gastrectomy. We compared the long-term outcomes between patients with and without sarcopenia. RESULTS: The 5-year overall survival (OS) rates were 83.2% and 91.4% in the surgical and non-surgical sarcopenia groups, respectively. The hazard ratio (HR) of surgical sarcopenia for OS was 2.410 (95% confidence interval (CI)=1.321-4.396). In addition, surgical sarcopenia was associated with non-cancer-related deaths and deaths from other cancers. CONCLUSION: Patients with surgical sarcopenia after gastrectomy should be carefully monitored not only for gastric cancer recurrence but also for the occurrence of other diseases, including other cancers.
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Sarcopenia , Neoplasias Gástricas , Gastrectomía/efectos adversos , Humanos , Músculo Esquelético/patología , Recurrencia Local de Neoplasia/patología , Complicaciones Posoperatorias/patología , Pronóstico , Estudios Retrospectivos , Factores de Riesgo , Sarcopenia/complicaciones , Sarcopenia/epidemiología , Neoplasias Gástricas/complicaciones , Neoplasias Gástricas/cirugíaRESUMEN
BACKGROUND/AIM: The changes of dietary intake (DI) after gastrectomy have not been objectively reported. It has not been clear how much DI loss is experienced after total gastrectomy (TG) in comparison to after distal gastrectomy (DG). This study quantified the changes of DI after gastrectomy, and clarified how much DI loss is experienced after TG. PATIENTS AND METHODS: This was a prospective observational study. Patients who underwent gastrectomy for gastric cancer were enrolled. The DI loss was evaluated at 1 and 3 months postoperatively. RESULTS: Thirty-three patients underwent TG, and 117 patients underwent DG. The median %DI loss of the overall study population at 1 and 3 months after surgery was -9.3% and -3.6%. The median %DI loss at 1 and 3 months postoperatively was -15.6% and -5.3% in TG group, -8.9% and -3.3% in DG group (p=0.10 and 0.49, respectively). CONCLUSION: The patients experienced DI loss of approximately 10% at 1 month after gastrectomy. Patients who received TG tended to show a greater %DI loss at 1 month postoperatively.