OBJECTIVES: The presence of multi-scale skin lesion regions and image noise interference and limited resources of auxiliary diagnostic equipment affect the accuracy of skin disease detection in skin disease detection tasks. To solve these problems, we propose a highly efficient and lightweight skin disease detection model using an improved RT-DETR model. METHODS: A lightweight FasterNet was introduced as the backbone network and the FasterNetBlock module was parametrically refined. A Convolutional and Attention Fusion Module (CAFM) was used to replace the multi-head self-attention mechanism in the neck network to enhance the ability of the AIFI-CAFM module for capturing global dependencies and local detail information. The DRB-HSFPN feature pyramid network was designed to replace the Cross-Scale Feature Fusion Module (CCFM) to allow the integration of contextual information across different scales to improve the semantic feature expression capacity of the neck network. Finally, combining the advantages of Inner-IoU and EIoU, the Inner-EIoU was used to replace the original loss function GIOU to further enhance the model's inference accuracy and convergence speed. RESULTS: The experimental results on the HAM10000 dataset showed that the improved RT-DETR model, as compared with the original model, had increased mAP@50 and mAP@50:95 by 4.5% and 2.8%, respectively, with a detection speed of 59.1 frames per second (FPS). The improved model had a parameter count of 10.9 M and a computational load of 19.3 GFLOPs, which were reduced by 46.0% and 67.2% compared to those of the original model, validating the effectiveness of the improved model. CONCLUSIONS The proposed SD-DETR model significantly improves the performance of skin disease detection tasks by effectively extracting and integrating multi-scale features while reducing both parameter count and computational load.
Humans ; Skin Diseases/diagnosis* ; Skin/pathology* ; Neural Networks, Computer ; Algorithms

Objective:To detect the factors related to hemocytopenia and interstitial lung disease (ILD) secondary to primary Sj?gren's syndrome (pSS) in in-patients.Methods:Clinical characteristics of patients with pSS hospitalized in China-Japan Friendship Hospital from March 2014 to October 2020 were retrospectively analyzed. Patients were divided into different groups according to hemocytopenia and ILD. Chi-square test and Mann-Whitney U test were used to compare data in subgroups, and logistic regression were used to detect factors related to hemocytopenia and ILD secondary to pSS. Results:Five hundred and seventy-one inpatients with pSS were included in this study and the female: male ratio was 8∶1. Two hundred and seventy five of included patients had hemocytopenia (48.2%) and 180 patients had ILD (31.5%). Compared with patients without hemocytopenia, patients with hemocytopenia had higher ratio in low C3 [ OR=2.326, 95% CI(1.483, 3.650), P<0.01] and elevation of erythrocyte sedimentation rate (ESR) [ OR=1.912, 95% CI(1.233, 2.964), PP<0.01) . Compared with patients without ILD, patients with ILD showed higher ratio in male[ OR=2.509, 95% CI(1.269, 4.959), P<0.01) and fatigue [ OR=5.190, 95% CI(5.190, 13.931), P<0.01) , lower positive rate of anti-SSA antibody [ OR=0.392, 95% CI(0.230, 0.668), P<0.01) and anti-CENPB [ OR=0.337, 95% CI(0.145, 0.782), P<0.01] antibodies, and lower ratio in low C3[ OR=0.332, 95% CI(0.189, 0.582), P<0.01]. Conclusion:Low C3 and high ESR may be risk factors for developing hemocytopenia in patients with pSS. Men with pSS may be susceptible to ILD, while pSS patients with ILD may have lower ratio in positive anti-SSA antibody, positive anti-CENPB antibody and low C3. All of these findings are yet to be validated by future prospective cohort studies.

Objective:To compare the clinical characteristics of patients with primary Sj?gren's syndrome (pSS) by gender and age of disease onset.Methods:Clinical data of hospitalized patients with pSS in China-Japan Friendship Hospital from March 2014 to August 2020 were retrospectively analyzed. Patients were divided into different groups according to their genders and ages of disease onset (young grong <30 years, middle-age group 30-59 years, elderly group ≥60 years). Chi-square test and Mann-Whitney U test were used to compare data in subgroups, and logistic regression was performed to analyze data after control covariates. Results:Five hundred and forty one patients with pSS were included in this study and 481 of them were women (88.9%) Women had higher ratio than men in dry mouth [ OR (95% CI) =2.172(1.091, 4.323), P=0.027], dry eyes [ OR(95% CI)=2.179(1.062, 4.469), P=0.034], leukocytopenia [ OR(95% CI)=3.789(1.150, 12.482), P=0.029], ANA titer≥1∶160 [ OR(95% CI)=2.233(1.279, 3.898), P<0.01], positive anti-SSA [ OR(95% CI)=2.919(1.644, 5.183), P<0.01], positive anti-Ro52 [ OR(95% CI)=3.018(1.685, 5.405), P<0.01], while men had higher ratio than women in parotid enlargement [ OR(95% CI)=2.345(1.281, 4.325), P<0.01], and interstitial lung disease (ILD) [ OR(95% CI)=2.593(1.460, 4.606), P<0.01]. Compared with patients in young group, patients in middles age group had higher ratio in dental caries [ OR(95% CI)=5.940(2.230, 15.819), P<0.01], xero-phthalmia [ OR(95% CI)=2.904(1.313, 6.425), P<0.01], arthralgia [ OR(95% CI)=1.959(1.039, 3.694), P=0.038] and ILD [ OR(95% CI)=2.247(1.018, 4.959), P=0.045], but lower ratio in renal involvement [ OR(95% CI)=0.402(0.211, 0.766), P<0.01]; patients in elderly group had higher ratio in dental caries [ OR(95% CI)=7.437(2.441, 22.656), P<0.01], xerophthalmia [ OR(95% CI)=6.084(1.901, 19.468), P<0.01], and ILD [ OR(95% CI)=4.857(2.029,11.627), P<0.01]. Compared with patients in elderly group, patients in young group had higher positive rate in anti-SSA [ OR(95% CI)=2.836(1.245, 6.459), P=0.013], anti-SSB [ OR(95% CI)=3.075(1.413, 6.690), P<0.01], rheumatoid factors (RF) [ OR(95% CI)=3.323(1.620, 6.817), P<0.01] and elevated immunoglobulin G (IgG)[ OR(95% CI)=3.567(1.747, 7.284), P<0.01]; patients in middle age group had higher positive rate in anti-SSB[ OR(95% CI)=2.330(1.315, 4.130), P<0.01], RF [ OR(95% CI)=2.026(1.279, 3.208), P<0.01], and elevated IgG [ OR(95% CI)=2.077(1.297, 3.327), P<0.01]. Conclusion:Women with pSS present a higher ratio in dry mouth, dry eyes, leukocytopenia and positive autoantibodies than men, while parotid enlargement and ILD are more common in men than women. Young patients are prone to renal involvement, middle-aged patients are prone to arthralgia, while elderly patients are prone to dental caries and xerophthalmia. With the growth of age, the positive rates of autoantibodies and elevated IgG are decreased gradually in patients with pSS, but the ratios of dental caries, xerophthalmia and ILD is increased gradually.

This study examined the postoperative plasma endotoxin level, plasma endotoxin inactivation capacity and clinical outcome after administration of an enteral diet supplemented with glutamine, arginine and ω-3-fatty acid in patients undergoing gastrointestinal operations on an prospective, randomized and double-blind design. 40 patients undergoing gastrointestinal operations were randomized into two groups, with each having 20 patients. One group received standard enteral nutrition and the other was fed the formulation supplemented with glutamine, arginine and ω-3-fatty acid. The two groups were isonitrogenous. The infusion was started from day 1 after surgery and continued for 7 days. Blood samples were collected on the morning of day 1 before operation and on the morning of 1, 4 and 7 day(s) after operation and analyzed for plasma endotoxin level and endotoxin inactivation capacity (EIC). Our study found no differences between the two groups on plasma endotoxin level. After surgery a rapid reduction in plasma endotoxin inactivation capacity was observed in both groups, a significant recovery of the plasma endotoxin inactivation capacity was observed on morning of day 4 after surgery in the study group (0.12±0.02 EU/mL and 0. 078±0.022 EU/mL respectively, P＜0.01). Shortened hospital stay was observed in the experimental group (11.7±2.0 days in the control group and 10.6±1.2 days in the experimental group respectively, P=0.03). It is concluded that perioperative parenteral nutrition supplemented with glutamine, arginine and ω-3-fatty acid ameliorated postoperative immunodepression but without direct effect on endotoxemia.

To establish stable methods for detecting plasma endotoxin level and endotoxin inactivation capacity in a normal population and general surgical patients and evaluate their perioperative changes. 50 healthy people and 50 patients receiving gastrointestinal operation were enrolled, their plasma endotoxin levels and plasma endotoxin inactivation capacity were assayed. Our results showed that plasma endotoxin levels were 0.044 +/- 0.009 EU/ml in the normal population and 0.044 +/- 0.023 EU/ml in the preoperative patients. Endotoxin level peaked 3 h after the operation (0.223 +/- 0.041 EU/ml), and then decreased rapidly on the first day after the operation (0.134 +/- 0.164 EU/ml). Endotoxin inactivation capacity also had the same time course as endotoxin level. Systemic inflammatory response syndrome and infection induced another elevation in the time course. It is concluded that establishing the endotoxin standard curve by using pyrogenic free water is better than by using plasma. Plasma endotoxin inactivation capacity can be used as an indirect indicator of postoperative immune depression. Plasma endotoxin level and endotoxin inactivation capacity peaked shortly after operation, indicating surgical stress is closely related with the changes.
Adult ; Aged ; Colorectal Neoplasms ; blood ; surgery ; Endotoxins ; blood ; Female ; Humans ; Limulus Test ; methods ; Male ; Middle Aged ; Postoperative Period ; Reference Values ; Stomach Neoplasms ; blood ; surgery ; Stress, Physiological ; blood ; Systemic Inflammatory Response Syndrome ; blood

Purpose　To describe clinicopathological and immunophenotypic features of 10 cases of histiocytic necrotizing lymphadenitis (HNL). Methods　HE sections of 11 lymph node biopsies were re-examined. Immunophenotyping and detection of apoptotic DNA fragments were performed using S-P and TUNEL methods, respectively. Results　Five cases have been diagnosed as non-Hodgkin lymphoma. Histologically variable-sized discrete or confluent nodules were seen in the paracortex, especially in the interfollicular area, which were composed of proliferative pleomorphic histiocytes, transformed lymphocytes, and karyorrhectic debris. Immunohistochemistry revealed CD3+ and CD45RO+ for lymphocytes, Mac387+ and/or CD68+ for histiocytes, and no expression for CD15,CD30 and CD20 in the lesions. Conclusions　The presence of pleomorphic histiocytes, transformed T-cells, and karyorrhectic debris in the biopsy of lymph nodes, together with the absence of neutrophils support the diagnosis of HNL.