Among numerous medical imaging modalities, diffusion weighted imaging (DWI) is extremely sensitive to acute ischemic stroke lesions, especially small infarcts. However, magnetic resonance imaging is time-consuming and expensive, and it is also prone to interference from metal implants. Therefore, the aim of this study is to design a medical image synthesis method based on generative adversarial network, Stroke-p2pHD, for synthesizing DWI images from computed tomography (CT). Stroke-p2pHD consisted of a generator that effectively fused local image features and global context information (Global_to_Local) and a multi-scale discriminator (M ²Dis). Specifically, in the Global_to_Local generator, a fully convolutional Transformer (FCT) and a local attention module (LAM) were integrated to achieve the synthesis of detailed information such as textures and lesions in DWI images. In the M ²Dis discriminator, a multi-scale convolutional network was adopted to perform the discrimination function of the input images. Meanwhile, an optimization balance with the Global_to_Local generator was ensured and the consistency of features in each layer of the M ²Dis discriminator was constrained. In this study, the public Acute Ischemic Stroke Dataset (AISD) and the acute cerebral infarction dataset from Yantaishan Hospital were used to verify the performance of the Stroke-p2pHD model in synthesizing DWI based on CT. Compared with other methods, the Stroke-p2pHD model showed excellent quantitative results (mean-square error = 0.008, peak signal-to-noise ratio = 23.766, structural similarity = 0.743). At the same time, relevant experimental analyses such as computational efficiency verify that the Stroke-p2pHD model has great potential for clinical applications.
Humans ; Tomography, X-Ray Computed/methods* ; Diffusion Magnetic Resonance Imaging/methods* ; Cerebral Infarction/diagnostic imaging* ; Stroke/diagnostic imaging* ; Neural Networks, Computer ; Image Processing, Computer-Assisted/methods* ; Algorithms

Advancements in artificial intelligence (AI) and emerging technologies are rapidly expanding the exploration of chemical space, facilitating innovative drug discovery. However, the transformation of novel compounds into safe and effective drugs remains a lengthy, high-risk, and costly process. Comprehensive early-stage evaluation is essential for reducing costs and improving the success rate of drug development. Despite this need, no comprehensive tool currently supports systematic evaluation and efficient screening. Here, we present druglikeFilter, a deep learning-based framework designed to assess drug-likeness across four critical dimensions: 1) physicochemical rule evaluated by systematic determination, 2) toxicity alert investigated from multiple perspectives, 3) binding affinity measured by dual-path analysis, and 4) compound synthesizability assessed by retro-route prediction. By enabling automated, multidimensional filtering of compound libraries, druglikeFilter not only streamlines the drug development process but also plays a crucial role in advancing research efforts towards viable drug candidates, which can be freely accessed at https://idrblab.org/drugfilter/.

Objective:To evaluate the incidence, clinical features, factors affecting initial diagnosis, efficacy, and safety of therapy and prognosis of small intestinal Dieulafoy lesions (DL).Methods:Clinical data including clinical background, diagnosis, and treatment details of patients who were admitted to the Department of Gastroenterology, Air Force Medical Center, for suspected small bowel bleeding, diagnosed as having small bowel DL and treated with balloon-assisted enteroscopy (BAE) were retrospectively analyzed from November 2017 to March 2024.Results:Among 800 patients, 30 cases (3.75%, 30/800, 17 males and 13 females) were diagnosed as having small intestine DL with the mean age of 60.90 years. Clinical symptoms included melena (56.67%, 17/30), hematochezia (43.33%, 13/30), and hemodynamic instability (30.00%, 9/30). Active bleeding occurred in 23 (76.67%) patients. Comorbidities existed in 70.00% (21/30) and 33.33% (10/30) used long-term antithrombotic agents. Diagnosis was confirmed after a single BAE in 63.33% (19/30) and after multiple BAEs (mean 1.6 procedures) in 36.67% (11/30). Lesions were predominantly located at jejunal. All patients achieved successful treatment with a single BAE procedure. The median follow-up period was 12.25 months (range: 5.25-23.00 months). Five cases (16.67%) experienced recurrent bleeding, with one case transfered to surgical intervention. Two cases (6.67%) reported post-operative symptoms of dizziness and fatigue, which resolved after symptomatic management. Multivariate analysis showed that long-term oral anticoagulant therapy ( OR=0.06, 95% CI: 0.01-0.73) was an independent predictor of single-session diagnosis. Conclusion:Small intestinal DL is rare and challenging to diagnose. Antithrombotic therapy may facilitate the diagnosis of DL at the first BAE. Jejunal localization is common, and combined endoscopic therapy (including clipping) is effective and safe.

Advancements in artificial intelligence(AI)and emerging technologies are rapidly expanding the exploration of chemical space,facilitating innovative drug discovery.However,the transformation of novel compounds into safe and effective drugs remains a lengthy,high-risk,and costly process.Comprehensive early-stage evaluation is essential for reducing costs and improving the success rate of drug development.Despite this need,no comprehensive tool currently supports systematic evaluation and efficient screening.Here,we present druglikeFilter,a deep learning-based framework designed to assess drug-likeness across four critical dimensions:1)physicochemical rule evaluated by systematic determination,2)toxicity alert investigated from multiple perspectives,3)binding affinity measured by dual-path analysis,and 4)compound synthesizability assessed by retro-route prediction.By enabling automated,multidimensional filtering of compound libraries,druglikeFilter not only streamlines the drug development process but also plays a crucial role in advancing research efforts towards viable drug candidates,which can be freely accessed at https://idrblab.org/drugfilter/.

Objective:To evaluate the incidence, clinical features, factors affecting initial diagnosis, efficacy, and safety of therapy and prognosis of small intestinal Dieulafoy lesions (DL).Methods:Clinical data including clinical background, diagnosis, and treatment details of patients who were admitted to the Department of Gastroenterology, Air Force Medical Center, for suspected small bowel bleeding, diagnosed as having small bowel DL and treated with balloon-assisted enteroscopy (BAE) were retrospectively analyzed from November 2017 to March 2024.Results:Among 800 patients, 30 cases (3.75%, 30/800, 17 males and 13 females) were diagnosed as having small intestine DL with the mean age of 60.90 years. Clinical symptoms included melena (56.67%, 17/30), hematochezia (43.33%, 13/30), and hemodynamic instability (30.00%, 9/30). Active bleeding occurred in 23 (76.67%) patients. Comorbidities existed in 70.00% (21/30) and 33.33% (10/30) used long-term antithrombotic agents. Diagnosis was confirmed after a single BAE in 63.33% (19/30) and after multiple BAEs (mean 1.6 procedures) in 36.67% (11/30). Lesions were predominantly located at jejunal. All patients achieved successful treatment with a single BAE procedure. The median follow-up period was 12.25 months (range: 5.25-23.00 months). Five cases (16.67%) experienced recurrent bleeding, with one case transfered to surgical intervention. Two cases (6.67%) reported post-operative symptoms of dizziness and fatigue, which resolved after symptomatic management. Multivariate analysis showed that long-term oral anticoagulant therapy ( OR=0.06, 95% CI: 0.01-0.73) was an independent predictor of single-session diagnosis. Conclusion:Small intestinal DL is rare and challenging to diagnose. Antithrombotic therapy may facilitate the diagnosis of DL at the first BAE. Jejunal localization is common, and combined endoscopic therapy (including clipping) is effective and safe.

Objective:To assess the efficacy of a minimally invasive technique for repairing tibial plateau bicondylar fractures utilizing the double reverse traction repositor.Methods:A retrospective analysis was performed of the data of 31 patients (Schatzker V 17 cases, Schatzker VI 14 cases) who had been admitted to trauma center of Shandong provincial hospital affiliated to Shandong first medical university for tibial plateau bicondylar fractures from January 2017 to January 2022. There were 21 males and 10 females, aged from 18 to 67 years (average, 32.4±6.5 years). The intervention strategy comprised the use of a double reverse traction repositor and was augmented by precise screw fixation. A comprehensive set of parameters were measured, including time interval between injury and operation, operation time, blood loss, hospital stay, fracture healing time, incision complications. Postoperative assessments were made immediately and at the 12-month mark, including the evaluation of articular step-off height, medial tibial plateau angle, and posterior tibial slope angle. The evaluation also included thTime interval between injury and operation ranged from 5 to 11 days, with an average of 6.1±1.3 days. The surgical procedures varied in length from 70 to 160 minutes, averaging at 109.2±15.6 minutes. The volume of blood loss was noted to be between 90 to 380 ml, averaging at 176.5±20.8 ml. Hospitalization spanned from 10 to 15 days, with an average stay of 12.2 ±0.8 days. Over a follow-up duration of 12 to 20 months, averaging at 13.5±1.1 months, all patients achieved fracture union within a period of 11 to 20 weeks, with an average time of 14.6±1.5 weeks. The postoperative articular step-off was recorded at 0.45±0.13 mm immediately after surgery and 0.58±0.21 mm at the one-year follow-up. Similarly, the medial tibial plateau angle and posterior tibial slope angle showed marginal changes from the immediate postoperative period to the 12-month evaluation. Knee joint mobility at the one-year mark ranged impressively from 0° to 135°, with an average of 125.6°±2.1°. Functional outcomes as reflected by Rasmussen scores ranged from 18 to 28 points, with an average of 25.4±1.7 points. Pain, as assessed by the VAS, had a low score range of 0 to 2 points, averaging at 0.7±0.2 points. Notably, there were no postoperative complications associated with the incisions, such as fat liquefaction, infection, skin necrosis, or exposure of internal fixations. Additionally, no cases of delayed union or fixation failure were observed. Six patients had traumatic arthritis 1 year after operation.Conclusion:The minimally invasive double reverse traction repositor technique for tibial plateau bicondylar fracture repair is effective, warranting its broader application in orthopedic surgery.

Objective:To assess the effects of preoperative intravenous injection of tranexamic acid and postoperative local use of elastic bandage on blood loss in complex tibial plateau fractures (Schatzker types Ⅴ-Ⅵ).Methods:A sequence randomly generated by computer was used to randomize a cohort of 40 patients into 2 groups who were to receive surgery at Department of Orthopaedics and Trauma, Hong Hui Hospital from June 2018 to January 2019 for complex tibial plateau fractures. They were 24 men and 16 women, aged from 35 to 55 years (average, 46.0 years). In group A, intravenous injection of normal saline was conducted 5 to 10 min before surgical incision and no elastic bandage was used after surgery. In group B, a dose of 15 mg/kg tranexamic acid was intravenously given 5 to 10 min before surgical incision and elastic bandage was used to bandage the knee with compression after surgery. The 2 groups were compared in terms of total blood loss, hidden blood loss, transfusion rate, 48-h drainage flow, venous thromboembolism, postoperative wound complications, postoperative visual analogue scale (VAS), and D-dimer value 24 h after surgery.Results:There were no significant differences between the 2 groups in age, gender, body mass index, smoking history, concomitant medical conditions, American Society of Anesthesiologists (ASA) score, preoperative hemoglobin, preoperative hematocrit, preoperative D-dimerization or fibrin degradation products, showing comparability ( P>0.05). In groups A and B, hemoglobin values 24 h after surgery were 104.6 g/L ± 10.4 g/L versus 113.3 g/L ± 11.9 g/L, drainage volumes 48 h after surgery 277.1 mL ± 229.2 mL versus 207.1 mL ± 124.3 mL, hidden blood loss volumes 318.0 mL ± 83.4 mL versus 266.2 mL ± 60.9 mL, total blood loss volumes 792.8 mL ± 202.8 mL versus 692.2 mL ± 124.9 mL, D-dimer values 24 h after surgery 5.1 mg/L ± 1.3 mg/L versus 4.1 mg/L ± 0.7 mg/L, postoperative VAS scores 5.2 ± 0.9 versus 3.9 ± 1.1, lower limb cross-section diameters 24 h after surgery 35.5 cm ± 3.0 cm versus 34.4 cm ± 2.6 cm, lower limb cross-section diameters 72 h after surgery 33.8 cm ± 2.1 cm versus 32.8 cm ± 2.3 cm, postoperative rates of wound ecchymosis hematoma 20.0% (4 cases) versus 0 (0 cases), and hospital stays 6.6 d ± 1.0 d versus 6.2 d ± 1.2 d. There were significant differences between the 2 groups in all the above items ( P<0.05). However, there were no significant differences between the 2 groups in incidence of postoperative DVT, pulmonary embolism or other wound complications ( P>0.05). Conclusions:Preoperative intravenous injection of tranexamic acid and postoperative local use of elastic bandage is reasonable and safe for complex tibial plateau fractures, because it significantly reduces intraoperative blood loss but does not increase the risk of venous thromboembolism, and thus has a positive role in accelerating the recovery of patients.

OBJECTIVE:To establish the HPLC fingerprint for Anemone raddeana. METHODS:HPLC was performed on the column of Phemomenex Gemini C18 with mobile phase of 0.1%phosphoric acid-acetonitrile(gradient elution)at a flow rate of 1 ml/min,the detection wavelength was 206 nm,the column temperature was 30℃,and the injection volume was 20μl. With the refer-ence of raddeanin A,13 batches of A. raddeana were analyzed,chromatographic fingerprint similarity evaluation system software was conducted for similarity analysis,and SPSS 13.0 was conducted for cluster analysis. RESULTS:There were 11 common peaks in the 13 batches of A. raddeana with similarity of higher than 0.90. According to the verification,the fingerprint and control fin-gerprint shows good consistency. The drugs in Huadian,Jiaohe, Tiangang,Shulan,Tonghua and Fusong of Jilin and Shangzhi of Heilongjiang were regarded as category 1,and in Harbin,Yabuli town and Yimianpo of Heilongjiang,Qingyuan of Liaoning,Ji-nan of Shandong were category 2. CONCLUSIONS:The established fingerprint can provide reference for the identification and quality evaluation of A. raddeana.

Objective To investigate the advantages of thoracoabdominal radical gastrectomy for advanced Siewert type Ⅱ adenocarcinoma of the esophagogastric junction. Methods Clinical data of 86 patients with Siewert type Ⅱ adennocarcinoma of the esophagogastric junction who received surgical treatment at the Henan Provincial Tumor Hospital from January 2015 to January 2016 were retrospectively analyzed. Among them, 44 patients underwent abdominal operation (abdominal group), and 42 patients underwent thoracoabdominal radical gastrectomy ( thoraco?abdominal group ) . The operation time, lymph node number, distance between the tumor and cutting edge, amount of intraoperational blood loss, postoperative pulmonary complications, and postoperative hospital stay in the two groups were compared. Results Comparing the thoracoabdominal group with the abdominal group, the number of removed lymph nodes was 41.57±9.22 vs. 35.09±10.61 (P<0.01), the number of removed mediastinal lymph nodes was 6.38±1.50 vs. 3.52±1.42 (P<0.01), the distance between the tumor and cut edge was (5.62±0.73) cm vs. (3.30±0.85) cm (P<0.01), whereas the operation time, intraoperative blood loss, postoperative pulmonary complications, occurrence of anastomotic leakage and hospital stay were statistically not significantly different ( P>0. 05 for all ) . Conclusions For patients with advanced Siewert type Ⅱ adenocarcinoma of the esophagogastric junction, radical gastrectomy through thoracoabdominal approach can resect a longer segment of the esophagus, dissect more mediastinal lymph nodes, and does not increase post?operative complications and extend hospital stay, thus, exhibits obvious advantages in the surgical treatment of Siewert Ⅱadenocarcinoma of the esophagogastric junction.

Objective To investigate the advantages of thoracoabdominal radical gastrectomy for advanced Siewert type Ⅱ adenocarcinoma of the esophagogastric junction. Methods Clinical data of 86 patients with Siewert type Ⅱ adennocarcinoma of the esophagogastric junction who received surgical treatment at the Henan Provincial Tumor Hospital from January 2015 to January 2016 were retrospectively analyzed. Among them, 44 patients underwent abdominal operation (abdominal group), and 42 patients underwent thoracoabdominal radical gastrectomy ( thoraco?abdominal group ) . The operation time, lymph node number, distance between the tumor and cutting edge, amount of intraoperational blood loss, postoperative pulmonary complications, and postoperative hospital stay in the two groups were compared. Results Comparing the thoracoabdominal group with the abdominal group, the number of removed lymph nodes was 41.57±9.22 vs. 35.09±10.61 (P<0.01), the number of removed mediastinal lymph nodes was 6.38±1.50 vs. 3.52±1.42 (P<0.01), the distance between the tumor and cut edge was (5.62±0.73) cm vs. (3.30±0.85) cm (P<0.01), whereas the operation time, intraoperative blood loss, postoperative pulmonary complications, occurrence of anastomotic leakage and hospital stay were statistically not significantly different ( P>0. 05 for all ) . Conclusions For patients with advanced Siewert type Ⅱ adenocarcinoma of the esophagogastric junction, radical gastrectomy through thoracoabdominal approach can resect a longer segment of the esophagus, dissect more mediastinal lymph nodes, and does not increase post?operative complications and extend hospital stay, thus, exhibits obvious advantages in the surgical treatment of Siewert Ⅱadenocarcinoma of the esophagogastric junction.