The accurate segmentation of breast ultrasound images is an important precondition for the lesion determination. The existing segmentation approaches embrace massive parameters, sluggish inference speed, and huge memory consumption. To tackle this problem, we propose T ²KD Attention U-Net (dual-Teacher Knowledge Distillation Attention U-Net), a lightweight semantic segmentation method combined double-path joint distillation in breast ultrasound images. Primarily, we designed two teacher models to learn the fine-grained features from each class of images according to different feature representation and semantic information of benign and malignant breast lesions. Then we leveraged the joint distillation to train a lightweight student model. Finally, we constructed a novel weight balance loss to focus on the semantic feature of small objection, solving the unbalance problem of tumor and background. Specifically, the extensive experiments conducted on Dataset BUSI and Dataset B demonstrated that the T ²KD Attention U-Net outperformed various knowledge distillation counterparts. Concretely, the accuracy, recall, precision, Dice, and mIoU of proposed method were 95.26%, 86.23%, 85.09%, 83.59%and 77.78% on Dataset BUSI, respectively. And these performance indexes were 97.95%, 92.80%, 88.33%, 88.40% and 82.42% on Dataset B, respectively. Compared with other models, the performance of this model was significantly improved. Meanwhile, compared with the teacher model, the number, size, and complexity of student model were significantly reduced (2.2×10 ⁶ vs. 106.1×10 ⁶, 8.4 MB vs. 414 MB, 16.59 GFLOPs vs. 205.98 GFLOPs, respectively). Indeedy, the proposed model guarantees the performances while greatly decreasing the amount of computation, which provides a new method for the deployment of clinical medical scenarios.
Humans ; Breast Neoplasms/diagnostic imaging* ; Female ; Ultrasonography, Mammary/methods* ; Image Processing, Computer-Assisted/methods* ; Algorithms ; Neural Networks, Computer ; Breast/diagnostic imaging*

Objective To investigate the associations between thyroid hormone sensitivity indices in euthyroid patients with hypertension and the risk of ischemic stroke,as well as gender difference in this association.Methods We selected 760 hypertensive patients admitted to the Geriatric Neurology Department and outpatient clinic in The Second Affiliated Hospital of Xi'an Jiaotong University between April 2021 and May 2022.We collected their basic characteristics,blood biochemical parameters,thyroid indices,and brain magnetic resonance imaging information.All the patients were divided into two groups based on the clinical manifestations and brain magnetic resonance imaging:hypertension combined with ischemic stroke(n=526)and control(n=234)groups.Independent sample t-tests or non-parametric tests were used to compare the differences in thyroid hormone sensitivity indicators between the two groups.Spearman correlation analysis was used to analyze the correlation between serum thyroid indices and ischemic stroke.Multivariate conditional Logistic regression analysis was made to estimate odds ratios(ORs)and 95％confidence intervals(CIs)for thyroid indices and ischemic stroke.Results There were statistically significant differences between the two groups in terms of age,gender,TC,LDL-c,HDL-c,systolic blood pressure,FT3/FT4,TFQI,and PTFQI(all P＜0.05).However,there was no statistically significant difference between the two groups in weight,smoking,drinking,history of diabetes,TG,FBG,diastolic blood pressure,TSHI,or TT4RI(all P＞0.05).The results of Spearman correlation analysis showed a negative correlation between FT3/FT4 and ischemic stroke(P＜0.05),but a positive correlation of TFQI and PTFQI with ischemic stroke(P＜0.05)in euthyroid patients with hypertension.Logistic regression analysis showed that FT3/FT4 was significantly associated with ischemic stroke in euthyroid patients with hypertension(P=0.001),with OR(95％CI)of 0.001(0.000,0.058).After stratifying by gender,Logistic regression analysis found that FT3/FT4,TFQI,and PTFQI were associated with an increased risk of ischemic stroke in female patients,with OR(95％CI)of 0.000(0.000,0.001),3.132(1.415,6.930),and 3.010(1.406,6.445),respectively.Conclusion Lower serum FT3/FT4 ratio is associated with an increased risk of ischemic stroke in euthyroid patients with hypertension,and the significant association of TFQI and PTFQI with the risk of ischemic stroke is found in females.

Objective To study the safety and effectiveness of chloral hydrate in children undergoing ABR tests.Methods From December 2015 to March 2022,5 513 children under the age of 12 were selected for ABR ex-amination in West China Hospital of Sichuan University,who received chloral hydrate sedation(dose of 30 mg/kg).Data on administration method(mixed or direct),sleep deprivation(yes or no),failure performance(such asfailure to sleep,insufficient sedation,superficial sleep),adverse events(vomiting,irritability,etc.)were retrospectively analyzed.Total sedation failure rate,sedation failure rates in different age groups(≤0.5 years,0.5～3 years,3～12 years)and adverse event rate were calculated.Results Among the 5 513 ABR tests,199(3.61％)failed seda-tion.The sedation failure rates in different age groups(≤0.5 years,0.5～3 years,3～12 years)were 3.03％,4.31％and 3.11％,respectively.In the sedation failure tests,insufficient sedation was found in 81.91％of the tests.The incidence of adverse events was 10.55％,with most commonly vomiting.Conclusion The sedation fail-ure rate and the incidence of adverse events of chloral hydrate at 30 mg/kg were relatively low,thus chloral hydrate can be considered safe and effective at this dose.

【Objective】 To investigate the association between remnant cholesterol (RC) and triglyceride and glucose (TyG) index in young and middle-aged patients with ischemic stroke. 【Methods】 A total of 268 patients were divided into two groups, namely low TyG index group (n=134) and high TyG index group (n=134). Characteristics of the study population and metabolism risk factors (TC, TG, HDL-C, LDL-C, UA) were collected from biochemical test results. Spearman correlation analysis was used to analyze the correlation between metabolism risk factors and TyG index. Multivariate conditional logistic regression analyses were used to estimate odds ratios (ORs) and 95% confidence intervals (CIs) for RC and TyG index. 【Results】 Compared with the low TyG index group, significant differences were observed for BMI, history of diabetes, history of hypertension, SBP, DBP, FBG, TC, TG, LDL-C, RC, UA, and TyG index in high TyG index group. No significant differences were observed in age, gender, smoking status, or drinking status, HDL-C between the two groups. Spearman correlation analysis indicated that significant linear associations were observed between BMI, SBP, DBP, FBG, TC, TG, HDL-C, LDL-C, RC, UA and TyG index. Logistic regression analysis revealed that the RC, BMI, hypertension, diabetes, TC, LDL-C, and UA were significantly associated with the risk of increased level of TyG index. After adjusted analysis by RC, BMI, hypertension, diabetes, TC, LDL-C, and UA, only RC was significantly associated with an increased risk of increased level of TyG index. 【Conclusion】 Remnant cholesterol was associated with an increased risk of elevated TyG index level in young and middle-aged patients with ischemic stroke.

【Objective】 To investigate the association of thyroid indices with the prevalence of ischemic stroke in young and middle-aged euthyroid population. 【Methods】 For this retrospective study, 620 euthyroid patients aged from 18 to 65 years were divided into ischemic stroke group (n=308) and non-ischemic stroke group (n=312). The characteristics of the study population; serum thyroid indices, i.e., free triiodothyronine (FT3), free thyroxine (FT4) and thyroid-stimulating hormone (TSH), were collected from biochemical test results. Multivariate conditional logistic regression analyses were used to estimate odds ratios (ORs) and 95% confidence intervals (CIs) for thyroid indices and ischemic stroke. 【Results】 Compared with non-ischemic stroke group, significant differences were observed in age, gender, weight, smoking status, drinking status, history of hypertension and diabetes, SBP, DBP, FBG, TC, HDL-C, LDL-C, FT3, FT4, FT3/FT4, TFQI, and PTFQI in ischemic stroke patients (all P<0.05). No significant differences were observed for TG, TSH, TSHI, or TT4RI between the two groups (all P>0.05). Logistic regression analysis revealed that lower FT3 [OR (95% CI) =0.722 (0.547~0.955) , P=0.022] and FT3/FT4 ratio [OR (95% CI) =0.723 (0.600~0.870) , P=0.001] , FT4 [OR (95% CI) =1.099 (1.011~1.194) , P=0.026] were significantly associated with an increased risk of ischemic stroke. After stratified analysis by hypertension, FT4 [OR (95% CI) =1.133 (1.021~1.257) , P=0.019] , lower FT3/FT4 ratio [OR (95% CI) =0.723 (0.600~0.870) , P=0.003] , TFQI [ OR (95% CI) =1.854 (1.026~3.350) , P=0.041] , and PTFQI [OR (95% CI) =1.871 (1.065~3.288) , P=0.029] were significantly associated with an increased risk of ischemic stroke in patients combined with hypertension, while after stratified analysis by diabetes, we only found that lower FT3/FT4 ratio [OR (95% CI) =0.730 (0.559~0.953) , 0.704 (0.536~0.944) , P=0.021] and FT4 [OR (95% CI) =1.170 (1.025~1.335) , P=0.026] were significantly associated with an increased risk of ischemic stroke in patients combined with diabetes. 【Conclusion】 FT3, FT4, and FT3/FT4 ratio are associated with an increased risk for ischemic stroke in young and middle-aged euthyroid population; TFQI and PTFQ are associated with an increased risk for ischemic stroke in patients combined with hypertension.

Objective:To explore the nursing effect of multidisciplinary rehabilitation training combined with motor imagery therapy in patients with Parkinson 's disease. Methods:Using the convenient sampling method, a total of 100 patients with Parkinson 's disease who were treated in Department of Neurology in Taizhou Hospital of Traditional Chinese Medicine from December 2017 to December 2020 were selected as the research objects. The patients were divided into the control group and the intervention group by random number table method, with 50 cases in each group. The cognitive ability, activity ability, psychological state and quality of life of patients of the two groups before and after the intervention were compared. Results:After the intervention, except for the dimension of abstract ability, the scores of each dimension of the Montreal Cognitive Assessment Scale in the intervention group were higher than those in the control group, and the differences were statistically significant ( P<0.05) . The activity ability, depression and anxiety of patients in the intervention group were better than those in the control group, the quality of life was better than that in the control group, and the differences were statistically significant ( P<0.05) . Conclusions:The application of multidisciplinary rehabilitation training combined with motor imagery therapy in patients with Parkinson 's disease can significantly improve the cognitive ability of patients, improve their mobility and promote the improvement of quality of life.

Objective:To investigate radiation-induced somatic mutations and variations and provide theoretical basis for clarifying radiation-induced genetic changes and long-term effects by whole-genome sequencing analysis of the genetic variations of the victim of the " 5.7" 192Ir radiation accident in Nanjing. Methods:Normal back skin tissue, irradiated bone and soft tissues, and peripheral blood were collected from the victim 2 047 days post-irradiation. DNA of these samples was extracted and sequenced with high-throughput genomics and analyzed by bioinformatics method. The genetic variations of between irradiated and normal tissues were compared.Results:Compared with normal back skin tissue, there are large amounts of genetic variations in the irradiated bone and soft tissues and peripheral blood, including base substitution (transition, transversion), small insertion, small deletion, copy number variation (gain, loss) and structure variation (large deletion, large duplication, inversion, intra-chromosomal translocation, inter-chromosomal translocation). There were 10 666 genetic variations in the irradiated bone and soft tissues and 11 233 genetic variations in peripheral blood, where thousands of genes were involved in. These variations occurred in the exons, introns, UTR′3, UTR′5, splicing sites, within 5 kb upstream of transcription initiation site, within 5 kb downstream of transcription termination site, ncRNA and intergenic region. All chromosomes had genetic variations.Conclusions:There were a large number of genetic variations in the irradiated tissues and blood of the victim at 2 047 days after irradiation, which may affect the body function and cause the long-term effects.

Objective:To investigate the role of concurrent chemoradiotherapy in the treatment of limited-stage small cell lung cancer (LS-SCLC) and the impact of the number of chemotherapy cycle during radiotherapy (RT) on clinical prognosis.Methods:Patients with LS-SCLC treated with definitive radiotherapy from May, 2008 to September, 2016 were included in the study. The primary endpoint was overall survival (OS), which was calculated from the start of treatment to the date of death or last follow-up. The effect of the number of concurrent chemotherapy cycle and other clinical factors on clinical efficacy was analyzed. Survival analysis was performed with Kaplan- Meier method, and multivariate analysis was performed with Cox regression model. Results:Three hundred and seventeen patients were eligible for the analysis. Among them, 129 patients received sequential chemoradiotherapy and 188 patients received concurrent chemoradiotherapy. Among patients receiving concurrent chemoradiotherapy, 86 patients received 1 cycle of concurrent chemotherapy and 102 cases of 2 cycles of concurrent chemotherapy. The median follow-up time was 22.47 months. Multivariate survival analysis showed that only clinical stage, timing of RT administration and prophylactic cranial irradiation (PCI) were the independent prognostic factor for OS. The median OS in patients who received 1 cycle and 2 cycles of concurrent chemotherapy during RT were 33.8 months and 30.4 months ( P=0.400). No matter in elder patients or in younger patients, in early RT group or in late RT group and application of PCI or not, the number of concurrent chemotherapy cycle exerted no significant impact on OS. The incidence of grade 3 or above adverse events was 20% in the 1-cycle concurrent chemotherapy group, and 13.7% in the 2-cycle concurrent chemotherapy group. Conclusions:Concurrent chemoradiotherapy is the standard treatment of LS-SCLC. Two cycles of concurrent chemotherapy during RT is not necessarily superior to 1 cycle of concurrent chemotherapy. The optimal number of concurrent chemotherapy cycle during RT need to be studied in a large prospective randomized clinical trial.

Objective: To explore the effect of nutritional status pre-and during chemoradiotherapy on the prognosis of patients with limited- stage small cell lung cancer (LS-SCLC). Methods: We retrospectively collected medical records of 172 LS-SCLC patients undergoing concurrent chemoradiotherapy in our hospital from 2000 to 2014, with 126 males and 46 females. The data of complete blood count and hepatic and renal function were collected before initial treatment, before radiotherapy, 4 weeks during radiotherapy, and 1 month after complete of treatment. The prognostic nutritional index(PNI)was calculated. Kaplan-Meier method was used to calculate the survival rate. Log-rank test was performed used to compare the survival differences between groups. Multivariate prognostic analysis was performed using Cox regression model. Results: The median overall survival (OS) was 21 months, with median progression-free survival (PFS) of 11 months. At the beginning of treatment, patients with pre-treatment PNI ≥ 53 had significantly superior OS (median 37 vs 15 months, P=0.001) and PFS (median 16 vs 10 months, P=0.017). Patients with pre-treatment hemoglobin ≥140 g/L and <140 g/L had an median OS of 32 months and 17 months (P=0.019), and median PFS of 16 months and 9 months (P=0.040), respectively. During chemoradiation, patients with elevated hemoglobin had similar median OS compared with those had decreased hemoglobin (27 vs 18 months, P=0.063, but superior median PFS (15 vs 9 months, P=0.017). Multivariate analysis revealed that prophylactic cranial irradiation, pre-treatment hemoglobin ≥140 g/L, and pretreatment PNI ≥53 were independent predictors of OS and PFS in patients with LS-SCLC. Conclusion Pre-treatment nutritional status and the changes of nutritional status during chemoradiotherapy is significantly associated with the prognosis of patients with limited-stage small cell lung cancer. The patients with better pre-treatment nutritional status have a better prognosis.

Objective: To investigate the effect of down-regulation of miR-221 on cell proliferation and apoptosis of chronic myeloid leukemia (CML) K562 cells and its related regulatory mechanism. Methods: K562 cells were divided into control group, miRNAnegative control (miR-NC) group, miR-221 inhibitor group, miR-221 inhibitor+ negative control siRNA(NC siRNA) group and miR-221 inhibitor+SOCS3 siRNA group. The cells in the control group received no additional treatment. Cells in miR-NC group and miR-221 inhibitor group were transfected with miR-NC and miR-221 inhibitor, respectively. Cells in miR-221 inhibitor+NC siRNA group and miR-221 inhibitor+SOCS3 siRNA group were transfected with NC siRNA and SOCS3 siRNA, respectively, on the basis of successful transfection with miR-221 inhibitor. The transfection efficiency of miR-221 inhibitor was identified by qPCR. Cell viability in each group was measured by CCK-8 assay. Apoptosis in each group was detected by Annexin V-FITC/PI staining using a flow cytometry. The protein expressions of SOCS3, p-JAK1, p-JAK2, p-STAT3 and survivin in each group were detected by WB. Results: Compared with the control group, miR-221 expression was significantly down-regulated in miR-221 inhibitor group (P<0.01), cell viability was significantly reduced at 48 and 72 h after transfection (P<0.05 or P<0.01), the number of apoptotic cells was significantly increased (P< 0.01), the expression of SOCS3 was significantly increased (P<0.01) and the expression levels of p-JAK1, p-JAK2, p-STAT3 and survivin were significantly reduced (all P<0.01). Compared with miR-221 inhibitor group, cell viability was significantly increased at 24, 48 and 72 h after transfection (P<0.05 or P<0.01), the number of apoptotic cells was significantly decreased (P<0.01) and the expression levels of p-JAK1, p-JAK2, p-STAT3 and survivin were significantly increased in miR-221 inhibitor+SOCS3 siRNA group (all P< 0.01). Conclusion: Down-regulation of miR-221 inhibits proliferation and promotes apoptosis of K562 cells, the mechanism of which may be related with up-regulating SOCS3 expression to suppress JAK-STAT3 signaling pathway.