1.Thermal sensitization of acupoints in patients with knee osteoarthritis: A cross-sectional case-control study.
Jian-Feng TU ; Xue-Zhou WANG ; Shi-Yan YAN ; Yi-Ran WANG ; Jing-Wen YANG ; Guang-Xia SHI ; Wen-Zheng ZHANG ; Li-Na JIN ; Li-Sha YANG ; Dong-Hua LIU ; Li-Qiong WANG ; Bao-Hong MI
Journal of Integrative Medicine 2025;23(3):289-296
OBJECTIVE:
Varied acupoint selections represent a potential cause of the uncertainty surrounding the efficacy of acupuncture for knee osteoarthritis (OA). Skin temperature, a guiding factor for acupoint selection, may help to address this issue. This study explored thermal sensitization of acupoints used for the treatment of knee OA.
METHODS:
This cross-sectional case-control study enrolled cases aged 45-75 years with symptomatic knee OA and age- and gender-matched non-knee OA controls in a 1:1 ratio. All participants underwent infrared thermographic imaging. The primary outcome was the relative skin temperature of acupoint (STA), and the secondary outcome was the absolute STA of 11 acupoints. The Z test was used to compare the relative and absolute STAs between the groups. Principal component analysis was used to extract the common factors (CFs, acupoint cluster) in the STAs. A general linear model was used to identify factors affecting the STA in the knee OA cases. For the group comparisons of relative STA, P < 0.0045 (adjusted for 11 acupoints through Bonferroni correction) was considered to indicate statistical significance. For other analyses, P < 0.05 was used as the threshold for statistical significance.
RESULTS:
The analysis included 308 participants, consisting of 151 cases (mean age: [64.58 ± 6.67] years; male: 25.83%; mean body mass index: [25.70 ± 3.16] kg/m2) and 157 controls (mean age: [63.37 ± 5.96] years; male: 26.11%; mean body mass index: [24.47 ± 2.84] kg/m2). The relative STAs of ST34 (P = 0.0001), EX-LE2 (P < 0.0001), EX-LE5 (P = 0.0006), SP10 (P < 0.0001), BL40 (P = 0.0012) and GB39 (P = 0.0037) were higher in the knee OA group. No difference was found in the STAs of ST35, ST36, SP9, GB33 and GB34. Four CFs were identified for relative STA in both groups. The acupoints within each CF were consistent between the groups. The mean values of the relative STAs across each CF were higher in the knee OA group. In the knee OA cases, no factors were observed to affect the relative STA, while age and gender were found to affect the absolute STA.
CONCLUSION
Among patients with knee OA, thermal sensitization occurs in the acupoints of the lower extremity, exhibiting localized and regional thermal consistencies. The thermally sensitized acupoints that we identified in this study, ST34, SP10, EX-LE2, EX-LE5, GB39 and BL40, may be good choices for the acupuncture treatment of knee OA. Please cite this article as: Tu JF, Wang XZ, Yan SY, Wang YR, Yang JW, Shi GX, Zhang WZ, Jing LN, Yang LS, Liu DH, Wang LQ, Mi BH. Thermal sensitization of acupoints in patients with knee osteoarthritis: A cross-sectional case-control study. J Integr Med. 2025; 23(3): 289-296.
Humans
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Osteoarthritis, Knee/physiopathology*
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Male
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Cross-Sectional Studies
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Middle Aged
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Female
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Acupuncture Points
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Case-Control Studies
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Aged
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Skin Temperature
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Acupuncture Therapy
2.Five new meroterpenoids from Rhododendron anthopogonoides and their anti-inflammatory activity.
Mengtian LI ; Norbu KELSANG ; Yongqin ZHAO ; Wensen LI ; Feng ZHOU ; PEMA ; Lu CUI ; Xianjie BAO ; Qian WANG ; Xin FENG ; Minghua YANG
Chinese Journal of Natural Medicines (English Ed.) 2025;23(7):881-887
Five meroterpenoids, rhodonoids K-M (1-2), daurichromene E (3), and grifolins A-B (4-5), together with seven known compounds (6-12), were isolated from Rhododendron anthopogonoides. The chemical structures of these compounds were elucidated through comprehensive analysis of high-resolution electrospray ionization mass spectrometry (HR-ESI-MS), ultraviolet (UV), infrared spectroscopy (IR), and nuclear magnetic resonance (NMR) data. Their absolute configurations were determined by comparing experimental electronic circular dichroism (ECD) spectra with computed values. Notably, compounds 1 and 3 demonstrated significant inhibitory effects on lipopolysaccharide (LPS)-induced inflammation in RAW264.7 cells. These compounds markedly suppressed the mRNA expressions of inflammatory factors, including interleukin (IL)-1β, IL-6, and tumor necrosis factor-α (TNF-α) while also down-regulating the protein expressions of inducible nitric oxide synthase (iNOS) and cyclooxygenase-2 (COX-2).
Mice
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Rhododendron/chemistry*
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Animals
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Anti-Inflammatory Agents/isolation & purification*
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RAW 264.7 Cells
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Terpenes/isolation & purification*
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Molecular Structure
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Tumor Necrosis Factor-alpha/immunology*
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Cyclooxygenase 2/immunology*
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Nitric Oxide Synthase Type II/immunology*
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Macrophages/immunology*
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Interleukin-6/immunology*
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Lipopolysaccharides
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Interleukin-1beta/immunology*
3.Sandstorm-driven Particulate Matter Exposure and Elevated COPD Hospitalization Risk in Arid Regions of China: A Spatiotemporal Epidemiological Analysis.
Hao ZHAO ; Ce LIU ; Er Kai ZHOU ; Bao Feng ZHOU ; Sheng LI ; Li HE ; Zhao Ru YANG ; Jia Bei JIAN ; Huan CHEN ; Huan Huan WEI ; Rong Rong CAO ; Bin LUO
Biomedical and Environmental Sciences 2025;38(11):1404-1416
OBJECTIVE:
Chronic obstructive pulmonary disease (COPD) is a major health concern in northwest China; however, the impact of particulate matter (PM) exposure during sand-dust storms (SDS) remains poorly understood. Therefore, this study aimed to investigate the association between PM exposure on SDS days and COPD hospitalization risk in arid regions.
METHODS:
Data on daily COPD hospitalizations were collected from 323 hospitals from 2018 to 2022, along with the corresponding air pollutant and meteorological data for each city in Gansu Province. Employing a space-time-stratified case-crossover design and conditional Poisson regression, we analyzed 265,379 COPD hospitalizations.
RESULTS:
PM exposure during SDS days significantly increased COPD hospitalization risk [relative risk ( RR) for PM 2.5, lag 3:1.028, 95% confidence interval ( CI): 1.021-1.034], particularly among men and the elderly, and during the cold season. The burden of PM exposure on COPD hospitalization was substantially high in Northwest China, especially in the arid and semi-arid regions.
CONCLUSION
Our findings revealed a positive correlation between PM exposure during SDS episodes and elevated hospitalization rates for COPD in arid and semi-arid zones in China. This highlights the urgency of developing region-specific public health strategies to address adverse respiratory outcomes associated with SDS-related air quality deterioration.
Humans
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China/epidemiology*
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Pulmonary Disease, Chronic Obstructive/chemically induced*
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Particulate Matter/analysis*
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Hospitalization/statistics & numerical data*
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Male
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Female
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Middle Aged
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Aged
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Air Pollutants/analysis*
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Environmental Exposure/adverse effects*
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Spatio-Temporal Analysis
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Adult
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Sand
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Air Pollution
4.Cellular and Histopathological Characteristics of Ultrasonically Underdiagnosed 3/4a Thyroid Nodules.
Wu WEI-QI ; Xu CUN-BAO ; Li YOU-JIA ; Su CHUN-YANG ; Feng-Shun ZHANG ; Yi-Feng CHEN
Acta Academiae Medicinae Sinicae 2025;47(1):23-28
Objective To analyze the cellular and histopathological characteristics of underdiagnosed thyroid nodules of Chinese thyroid imaging reporting and data system(C-TIRADS) categories 3 and 4a,thus improving the understanding of these lesions. Methods The data of ultrasound and fine needle aspiration cytology were collected from 683 nodules diagnosed based on pathological evidence in 549 patients undergoing thyroid surgery.The cellular and histopathological characteristics of C-TIRADS 3 and 4a nodules were analyzed. Results Two hundred and sixty-eight nodules were classified as C-TIRADS category 3,including 236 benign nodules,12 low-risk ones,and 20 (7.46%) malignant ones.Two hundred and twenty-one nodules were classified as C-TIRADS category 4a,including 133 benign nodules,7 low-risk ones,and 81 (36.65%) malignant ones.The malignancy rates differed between C-TIRADS 3 and 4a nodules (χ2=58.93,P<0.001),and both were higher than the recommended malignancy rate in the guidelines for malignancy risk stratification of thyroid nodules (C-TIRADS) (both P<0.001).According to the pathological evidence,the underdiagnosed C-TIRADS 3/4a nodules were mainly papillary thyroid carcinoma,especially in patients with Hashimoto thyroiditis.There was not a consistent one-to-one match between each ultrasound result and each cytological classification of low-risk thyroid nodules.Conclusions When the malignant features in preoprative ultrasound imaging are atypical or absent,papillary thyroid carcinoma (especially with Hashimoto thyroiditis),follicular carcinoma,and medullary carcinoma are likely to be underdiagnosed as C-TIRADS 3 or 4a nodules.Therefore,efforts should be made to fully understand the cellular and pathological characteristics of these lesions.
Humans
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Thyroid Nodule/diagnostic imaging*
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Female
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Male
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Middle Aged
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Adult
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Ultrasonography
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Biopsy, Fine-Needle
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Aged
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Young Adult
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Thyroid Neoplasms/diagnostic imaging*
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Adolescent
5.Multidisciplinary expert consensus on weight management for overweight and obese children and adolescents based on healthy lifestyle
HONG Ping, MA Yuguo, TAO Fangbiao, XU Yajun, ZHANG Qian, HU Liang, WEI Gaoxia, YANG Yuexin, QIAN Junwei, HOU Xiao, ZHANG Yimin, SUN Tingting, XI Bo, DONG Xiaosheng, MA Jun, SONG Yi, WANG Haijun, HE Gang, CHEN Runsen, LIU Jingmin, HUANG Zhijian, HU Guopeng, QIAN Jinghua, BAO Ke, LI Xuemei, ZHU Dan, FENG Junpeng, SHA Mo, Chinese Association for Student Nutrition & ; Health Promotion, Key Laboratory of Sports and Physical Fitness of the Ministry of Education,〖JZ〗 Engineering Research Center of Ministry of Education for Key Core Technical Integration System and Equipment,〖JZ〗 Key Laboratory of Exercise Rehabilitation Science of the Ministry of Education
Chinese Journal of School Health 2025;46(12):1673-1680
Abstract
In recent years, the prevalence of overweight and obesity among children and adolescents has risen rapidly, posing a serious threat to their physical and mental health. To provide scientific, systematic, and standardized weight management guidance for overweight and obese children and adolescents, the study focuses on the core concept of healthy lifestyle intervention, integrates multidisciplinary expert opinions and research findings,and proposes a comprehensive multidisciplinary intervention framework covering scientific exercise intervention, precise nutrition and diet, optimized sleep management, and standardized psychological support. It calls for the establishment of a multi agent collaborative management mechanism led by the government, implemented by families, fostered by schools, initiated by individuals, optimized by communities, reinforced by healthcare, and coordinated by multiple stakeholders. Emphasizing a child and adolescent centered approach, the consensus advocates for comprehensive, multi level, and personalized guidance strategies to promote the internalization and maintenance of a healthy lifestyle. It serves as a reference and provides recommendations for the effective prevention and control of overweight and obesity, and enhancing the health level of children and adolescents.
6.Impact of non-diabetic postoperative hyperglycemia on complications after anterior mediastinal tumor resection via lateral thoracic approach single-port thoracoscopy
Yan YANG ; Yang YANG ; Qinqin BAO ; Feng SHAO ; Qiulu ZHU
Journal of Chinese Physician 2025;27(8):1208-1212
Objective:To investigate the occurrence of non-diabetic hyperglycemia after anterior mediastinal tumor resection via lateral thoracic approach single-port thoracoscopy and its impact on postoperative complications.Methods:The medical records of 182 anterior mediastinal tumors admitted to the Nanjing Brain Hospital (Nanjing Chest Hospital) from January 2022 to March 2024 were retrospectively analyzed. All patients underwent anterior mediastinal tumor resection via lateral thoracic approach single-port thoracoscopy. They were divided into the hyperglycemia group ( n=54) and non-hyperglycemia group ( n=128) according to the occurrence of postoperative non-diabetic hyperglycemia. The postoperative complications were compared between the two groups. Patients with any complication showing statistically significant differences between the two groups were included in the complication group, and the remaining patients were included in the non-complication group. Binary logistic regression model was used to analyze the risk factors for postoperative complications in patients undergoing anterior mediastinal tumor resection via lateral thoracic approach single-port thoracoscopy. Results:The incidences of postoperative pain, wound fat liquefaction, wound infection, and pulmonary infection in the hyperglycemia group were significantly higher than those in the non-hyperglycemia group (all P<0.05). There were statistically significant differences in age, history of hypertension, triglyceride (TG), high-density lipoprotein cholesterol (HDL-C), operation time, and postoperative hyperglycemia between the complication group and non-complication group (all P<0.05). Multivariate logistic regression analysis showed that age, history of hypertension, operation time, and postoperative hyperglycemia were independent risk factors for postoperative pain/wound fat liquefaction/wound infection/pulmonary infection in patients undergoing anterior mediastinal tumor resection via lateral thoracic approach single-port thoracoscopy (all P<0.05). Conclusions:Non-diabetic postoperative hyperglycemia can increase the risk of postoperative pain/wound fat liquefaction/wound infection/pulmonary infection in patients undergoing anterior mediastinal tumor resection via lateral thoracic approach single-port thoracoscopy, and it is an independent risk factor for the above postoperative complications.
7.Correlation between deltoid muscle tone and postoperative prognosis of patients with rotator cuff tear
Tong BAO ; Jinyi WANG ; Yang CHEN ; Feng XU ; Fei LI
Chinese Journal of Orthopaedics 2025;45(6):361-367
Objective:To explore whether changes in the deltoid muscle tone of the affected side before and after arthroscopic rotator cuff repair (ARCR) are correlated with shoulder joint pain and shoulder joint function.Methods:A total of 55 patients (22 males and 33 females, aged 60.44±9.54 years with a range of 41 to 78 years, BMI 25.86±4.25 kg/m 2 with a range of 18.82 to 42.32 kg/m 2, symptom duration 5.94±7.27 months with a range of 0.3 to 36.0 months) diagnosed with rotator cuff tear and underwent ARCR at the First Affiliated Hospital of Tsinghua University between December 2019 and June 2023 were included. All the patients suffered from unilateral symptom (23 left side and 32 right side), the size of rotator cuff tear was 16.47±5.98 mm (range, 6.92-36.38 mm). Following the operation, postoperative rehabilitation exercises were arranged with a minimum follow-up duration of six months. The muscle tone of the deltoid was measured bilaterally using a muscle tone tester before the operation and at 1, 3, 6 months after operation. The area under curve (AUC) of the pressure-displacement curve was used to reflect the muscle tone, with larger AUC values represent less muscle tone. Visual analogue scale (VAS) and Constant-Murley score were evaluated and recorded at the same time points. Results:At 1, 3, and 6 months postoperatively, the VAS scores were all significantly reduced compared to preoperative values, with the Constant-Murley scores and the AUC values of the pressure-displacement of the affected-side deltoid significantly increased ( P<0.05). The postoperative AUC values of the pressure-displacement of the affected side deltoid muscle were significantly lower than those of the contralateral side ( P<0.05). There was no significant correlation between the changes in deltoid muscle pressure-displacement AUC and age, gender, disease duration, or BMI ( P>0.05), while a significant positive correlation was observed between the AUC and the size of the rotator cuff tear ( r=0.369, P=0.006). There was a positive correlation between the change in VAS and the change in deltoid muscle pressure-displacement AUC ( t=0.424, P<0.001), and the unary linear regression equation was: change in VAS=4.314+0.837×(change in deltoid muscle pressure-displacement AUC). There was a positive correlation between the changes in Constant-Murley shoulder score and the changes in deltoid AUC ( t=5.336, P<0.001), and the unary linear regression equation was: change in Constant-Murley score=24.838+6.097×(change in deltoid muscle pressure-displacement AUC). Conclusions:ARCR can reduce the affected side deltoid muscle tone, relieve shoulder pain and improve shoulder joint function. The changes in deltoid muscle tone are positively correlated with the degree of shoulder pain and function.
8.Analysis of the efficacy of total knee arthroplasty with partial varus retention in the treatment of moderate knee varus
Xing'an BAO ; Youquan CHEN ; Hao ZHOU ; Hui YANG ; Yi HUANG ; Weimin FAN ; Feng LIU
Chinese Journal of Orthopaedics 2025;45(6):327-334
Objective:To analyze the efficacy of total knee arthroplasty (TKA) with partial varus retention in the treatment of moderate knee varus.Methods:A retrospective analysis was conducted on the data of 613 osteoarthritis patients with moderate knee varus who underwent TKA at the First Affiliated Hospital of Nanjing Medical University from January 2010 to October 2019. According to whether a 2°-3° of knee varus was retained, the patients were divided into the retained varus group and the mechanical alignment group. The retained varus group included 318 cases, with 63 males and 255 females, aged 68.51±6.95 years (range, 46-86 years), and BMI of 26.99±3.66 kg/m 2 (range, 17.40-39.01 kg/m 2). Preoperative Kellgren-Lawrence (K-L) classification of knee osteoarthritis was grade III in 113 cases and grade IV in 205 cases. The mechanical alignment group included 295 cases, with 75 males and 220 females, aged 69.60±7.12 years (range, 52-87 years), and BMI of 26.95±3.94 kg/m 2 (range, 16.60-41.90 kg/m 2). Preoperative K-L classification was grade III in 102 cases and grade IV in 193 cases. Surgical duration, total blood loss, preoperative and postoperative varus angle, lower limb swelling on the fifth postoperative day, and postoperative complications were recorded. Follow-up were arranged at 3 months, 6 months, 1 year, and 5 years postoperatively. At each follow-up point, the visual analogue score (VAS) for knee pain, Hospital for Special Surgery (HSS) score, Forgotten Joint Score (FJS-12), and MOS item short-form health survey (SF-36) were assessed. Results:All 613 patients were successfully followed up, with a follow-up period of 5.25±1.02 years (range, 5.0-6.0 years). There were no statistically significant differences in gender, age, BMI, and K-L classification between the two groups ( P>0.05). The differences in postoperative varus angle, VAS scores, and HSS score were statistically significant from the preoperative values in both groups( P<0.05). The surgical duration of the retained varus group was 77.40±18.55 min, total blood loss was 920.78±407.26 ml, and lower limb swelling on the fifth postoperative day was 1.18±0.51 cm, all of which were lower than those in the mechanical alignment group: 85.31±22.15 min, 1127.14±580.08 ml, 3.22±0.52 cm, respectively, with statistically significant differences ( P<0.05). The VAS scores at postoperative day 5 and 3 months in the retained varus group were 5.08±0.72 and 2.18±1.09, respectively, which were lower than those in the mechanical alignment group: 5.80±0.81, 3.00±1.04, with statistically significant differences ( P<0.05). There were no statistically significant differences in VAS scores at 6 months, 1 year, and 5 years postoperatively between the two groups ( P>0.05). The HSS scores at 3 months and 6 months postoperatively in the retained varus group were 68.57±4.98 and 79.04±3.26, respectively, which were higher than those in the mechanical alignment group: 64.14±3.99, 77.73±4.04, with statistically significant differences ( P<0.05). There were no statistically significant differences in HSS scores at 1 year and 5 years postoperatively between the two groups ( P>0.05). The FJS-12 scores at 3 months and 6 months postoperatively in the retained varus group were 18.06±3.50 and 27.50±1.80, respectively, which were higher than those in the mechanical alignment group: 13.45±2.44, 24.23±1.59, with statistically significant differences ( P<0.05). There were no statistically significant differences in FJS-12 scores at 1 year and 5 years postoperatively between the two groups ( P>0.05). The SF-36 scores at 3 months and 6 months postoperatively in the retained varus group were 40.85±8.07 and 52.15±6.01, respectively, which were higher than those in the mechanical alignment group: 35.87±6.83, 47.28±5.38, with statistically significant differences ( P<0.05). There were no statistically significant differences in SF-36 scores at 1 year and 5 years postoperatively between the two groups ( P>0.05). The incidence of deep vein thrombosis in the lower limbs was 3.8% (12/318) in the retained varus group, which was lower than the 7.8% (23/295) in the mechanical alignment group, with a statistically significant difference ( P<0.05). Conclusion:In osteoarthritis patients with moderate knee varus undergoing TKA, retaining approximately 3° of varus can reduce surgical trauma and total blood loss, shorten surgical duration, alleviate postoperative pain and limb swelling, facilitate functional recovery, and improve patient satisfaction.
9.Clinical analysis of fusion therapy for type Ⅱ painful scaphoid of foot accessory
Jun-jie LI ; Jiang-feng ZHANG ; Jia-bao DONG ; Mi-yang XU ; Gen-rui ZHU ; Xiong-feng LI
China Journal of Orthopaedics and Traumatology 2025;38(6):608-612
Objective To explore clinical effect of accessory scaphoid bone fusion in treating type Ⅱ painful accessory scaphoid bone.Methods A retrospective analysis was performed on 26 patients with type Ⅱ painful accessory navicular bone treated by accessory navicular bone fusion from January 2012 to June 2022,including 1 male and 25 females,aged from 18 to 70 years old with an average of(44.61±16.32)years old;10 patients with type Ⅱ A and 16 patients with type Ⅱ B;20 patients with simple fusion and 6 patients with fusion plus calcaneal translocation osteotomy.Changes of Meary angle,Pitch angle,an-teroposterior talar-first metatarsal angle(T1MA),talonavicular coverage angle(TCA),lateral talocalcaneal angle(LTCA)be-fore operation and 6 months after operation were observed and compared,and American Orthopedic Foot and Ankle Society(AOFAS)foot and ankle score and visual analogue scale(VAS)were used to explore clinical effect.Results All 26 patients were followed up for 7 to 24 months with an average of(10.72±3.94)months.Meary angle,Pitch angle,T1MA,TCA and LTCA were improved from(9.20±2.57)°,(16.45±3.57)°,(33.34±5.02)°,(22.42±5.86)°,(48.89±4.43)° before opertaion to(3.33±1.06)°,(22.33±4.56)°,(23.89±3.48)°,(11.83±2.67)°,(36.50±3.50)° at 6 months after operation,the difference were statistically significant(P<0.01).Postoperative AOFAS foot and ankle score were(86.24±4.33)and(93.18±6.02)for type Ⅱ A and type Ⅱ B at 6 months,which were significantly improved compared with those for type Ⅱ A and type Ⅱ B before op-eration(67.34±6.55)and(65.12±9.51),and the difference was statistically significant(P<0.01);20 patients got excellent re-sult,5 good and 1 poor.Preoperative VAS of type ⅡA(5.67±1.58)and type Ⅱ B(5.77±1.49)were improved to(2.13±1.01)and(1.43±0.68)at 6 months after operation,with statistical significance(P<0.01).Conclusion Fusion of accessory navicular bone in patients with type Ⅱ painful accessory navicular bone combined with internal calcaneal osteotomy in patients with par-tial calcaneal valvaration could effectively correct flat foot deformity and relieve pain,and could be used as a clinical treatment for painful accessory navicular bone.
10.Identification algorithm of disease severity in patients with acute respiratory distress syndrome based on ensemble learning
Peng-cheng YANG ; Xin SHAO ; Chun-chen WANG ; Kun BAO ; Yang ZHANG ; Shi-chen DU ; Hai-feng XU
Chinese Medical Equipment Journal 2025;46(2):1-9
Objective To propose a novel identification algorithm based on ensemble learning for assessing the severity of acute respiratory distress syndrome(ARDS)to achieve continuous monitoring of the disease severity.Methods Firstly,leve-raging the open-source MIMIC-Ⅳ database,a variety of non-invasive physiological parameters of patients were extracted and subjected to preliminary preprocessing.A multivariate feature selection algorithm was employed to rank these parameters and calculate feature importance scores through weighted computation.Secondly,based on the feature importance scores,a subset search algorithm was utilized to identify the subset of features that could yield optimal performance across four machine learning algorithms:neural networks,logistic regression,AdaBoost and XGBoost.Finally,a soft voting ensemble method was designed using a generalized linear regression model to integrate the results of each single machine learning algorithm,and a multivariate ensemble learning algorithm was proposed by combining the optimal feature subsets.The algorithm proposed when used to identify the severity of ADRS was evaluated with MIMIC-Ⅳ database,and compared with the traditional algorithms.Results The sensitivity,specificity,accuracy and AUC of the algorithm were 87.15%,89.23%,88.34%and 0.923 4,respectively,all of which outperformed those of the traditional algorithms.Conclusion The ARDS severity identification algorithm based on ensemble learning is capable of achieving continuous and real-time monitoring of the severity of ARDS,thereby offering robust support for the early identification and warning of ARDS in patients.[Chinese Medical Equipment Journal,2025,46(2):1-9]


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