1.Mosquito monitoring and influence of meteorological factors on mosquito density around Beijing Capital International Airport, 2016-2022
Ran FENG ; Tie-zheng MA ; Si-jie ZHU ; Bo TIAN ; Fei QUAN ; Zhi-lin WU ; Xiao-tao LIU ; Fu-yuan ZHANG ; Song-jian ZHANG
Acta Parasitologica et Medica Entomologica Sinica 2026;33(1):40-48
Objective To understand mosquito density, species composition, and seasonal variations around the Beijing Capital International Airport(BCIA)and provide scientific evidence for mosquito-borne disease prevention and control. Methods Meteorological data were collected from 2016 to 2022, and mosquito density was monitored at seven surveillance sites around the BCIA from May to October each year using CO2-baited mosquito traps to analyze the relationship between mosquito density and meteorological factors. Results In total,68 518 female mosquitoes were captured, with a mosquito density of 10.20 per light · hour. The dominant species was Culex pipiens pallens(73.90%), followed by Aedes albopictus(9.71%)and Ae. vexans(9.29%);the mosquito density was highest in 2016(14.8 per light·hour)and lowest in 2022(4.46 per light·hour). Significant statistical differences were observed in mosquito density among different species(F=18.118, P<0.05). The density of Cx. pipiens pallens and other mosquito species showed a mutually exclusive trend; the peak of mosquito density varied based on years and habitats, with significant statistical differences in mosquito density among different habitats(F=8.504, P<0.05). The highest mosquito density was observed near the Wenyu River(21.50 per light·hour), whereas the lowest was recorded at the BCIA construction site(2.44 per light· hour). The monthly average temperature(r=0.595), monthly average highest temperature(r=0.575), and monthly average lowest temperature(r=0.624)showed moderate positive correlations, whereas the monthly average air pressure(r=-0.484)showed a moderate negative correlation. The monthly average minimum temperature was included in the regression model(F=25.575, P<0.000), and the equation Y=1.029X4-8.181 was used. The monthly average air pressure 2 months prior(b=-2.418, β=-1.619, P<0.05)and the monthly average relative humidity(b=-0.739, β=-1.201, P<0.05)significantly negatively predicted the mosquito density. Notably, the regression equation used was y=2526.170+(-2.418)X9+(-0.739)X13. The exposure-response analysis revealed that the density of mosquitoes was not linearly related to the average monthly air pressure, rainfall, and duration of sunshine. Conclusions The dominant mosquito species around the BCIA was Cx. pipiens pallens, Ae. albopictus, and Ae. vexans. During the control of Cx. pipiens pallens, the impact on other mosquito species must also be considered. Environmental management, breeding sites, and scientific use of pesticides should be prioritized based on the activity periods of mosquitoes. Further studies on mosquitoes and meteorological factors should be conducted to provide references and novel avenues for mosquito control.
2.Yeast-two-hybrid based high-throughput screening to discover SARS-CoV-2 fusion inhibitors by targeting the HR1/HR2 interaction.
Jing ZHANG ; Dongsheng LI ; Wenwen ZHOU ; Chao LIU ; Peirong WANG ; Baoqing YOU ; Bingjie SU ; Keyu GUO ; Wenjing SHI ; Tin Mong TIMOTHY YUNG ; Richard Yi TSUN KAO ; Peng GAO ; Yan LI ; Shuyi SI
Acta Pharmaceutica Sinica B 2025;15(9):4829-4843
The continuous emergence of SARS-CoV-2 variants as well as other potential future coronavirus has challenged the effectiveness of current COVID-19 vaccines. Therefore, there remains a need for alternative antivirals that target processes less susceptible to mutations, such as the formation of six-helix bundle (6-HB) during the viral fusion step of host cell entry. In this study, a novel high-throughput screening (HTS) assay employing a yeast-two-hybrid (Y2H) system was established to identify inhibitors of HR1/HR2 interaction. The compound IMB-9C, which achieved single-digit micromolar inhibition of SARS-CoV-2 and its Omicron variants with low cytotoxicity, was selected. IMB-9C effectively blocks the HR1/HR2 interaction in vitro and inhibits SARS-CoV-2-S-mediated cell-cell fusion. It binds to both HR1 and HR2 through non-covalent interaction and influences the secondary structure of HR1/HR2 complex. In addition, virtual docking and site-mutagenesis results suggest that amino acid residues A930, I931, K933, T941, and L945 are critical for IMB-9C binding to HR1. Collectively, in this study, we have developed a novel screening method for HR1/HR2 interaction inhibitors and identified IMB-9C as a potential antiviral small molecule against COVID-19 and its variants.
3.Research progress on calcium activities in astrocyte microdomains.
Fu-Sheng DING ; Si-Si YANG ; Liang ZHENG ; Dan MU ; Zhu HUANG ; Jian-Xiong ZHANG
Acta Physiologica Sinica 2025;77(3):534-544
Astrocytes are a crucial type of glial cells in the central nervous system, not only maintaining brain homeostasis, but also actively participating in the transmission of information within the brain. Astrocytes have a complex structure that includes the soma, various levels of processes, and end-feet. With the advancement of genetically encoded calcium indicators and imaging technologies, researchers have discovered numerous localized and small calcium activities in the fine processes and end-feet. These calcium activities were termed as microdomain calcium activities, which significantly differ from the calcium activities in the soma and can influence the activity of local neurons, synapses, and blood vessels. This article elaborates the detection and analysis, characteristics, sources, and functions of microdomain calcium activities, and discusses the impact of aging and neurodegenerative diseases on these activities, aiming to enhance the understanding of the role of astrocytes in the brain and to provide new insights for the treatment of brain disorders.
Astrocytes/cytology*
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Humans
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Animals
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Calcium/metabolism*
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Calcium Signaling/physiology*
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Brain/physiology*
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Aging/physiology*
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Membrane Microdomains/physiology*
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Neurodegenerative Diseases/physiopathology*
4.One-year seedling cultivation technology and seed germination-promoting mechanism by warm water soaking of Polygonatum kingianum var. grandifolium.
Ke FU ; Jian-Qing ZHOU ; Zhi-Wei FAN ; Mei-Sen YANG ; Ya-Qun CHENG ; Yan ZHU ; Yan SHI ; Jin-Ping SI ; Dong-Hong CHEN
China Journal of Chinese Materia Medica 2025;50(4):1022-1030
Polygonati Rhizoma demonstrates significant potential for addressing both chronic and hidden hunger. The supply of high-quality seedlings is a primary factor influencing the development of the Polygonati Rhizoma industry. Warm water soaking is often used in agriculture to promote the rapid germination of seeds, while its application and molecular mechanism in Polygonati Rhizoma have not been reported. To rapidly obtain high-quality seedlings, this study treated Polygonatum kingianum var. grandifolium seeds with sand storage at low temperatures, warm water soaking, and cultivation temperature gradients. The results showed that the culture at 25 ℃ or sand storage at 4 ℃ for 2 months rapidly broke the seed dormancy of P. kingianum var. grandifolium, while the culture at 20 ℃ or sand storage at 4 ℃ for 1 month failed to break the seed dormancy. Soaking seeds in 60 ℃ warm water further increased the germination rate, germination potential, and germination index. Specifically, the seeds soaked at 60 ℃ and cultured at 25 ℃ without sand storage treatment(Aa25) achieved a germination rate of 78. 67%±1. 53% on day 42 and 83. 40%±4. 63% on day 77. The seeds pretreated with sand storage at 4 ℃ for 2 months, soaked in 60 ℃ water, and then cultured at 25 ℃ achieved a germination rate comparable to that of Aa25 on day 77. Transcriptomic analysis indicated that warm water soaking might promote germination by triggering reactive oxygen species( ROS), inducing the expression of heat shock factors( HSFs) and heat shock proteins( HSPs), which accelerated DNA replication, transcript maturation, translation, and processing, thereby facilitating the accumulation and turnover of genetic materials. According to the results of indoor controlled experiments and field practices, maintaining a germination and seedling cultivation environment at approximately 25 ℃ was crucial for the one-year seedling cultivation of P. kingianum var. grandifolium.
Germination
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Seedlings/genetics*
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Water/metabolism*
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Seeds/metabolism*
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Polygonatum/genetics*
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Temperature
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Plant Proteins/genetics*
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Plant Dormancy
5.Selection and validation of reference genes for quantitative real-time PCR analysis in Tujia medicine Xuetong.
Qian XIAO ; Chen-Si TAN ; Jiang ZENG ; Yuan-Shu XU ; Tian-Hao FU ; Lu-Yun NING ; Wei WANG
China Journal of Chinese Materia Medica 2025;50(3):682-692
Tujia ethnic group medicine Xuetong is derived from Kadsura heteroclita, the stem of which has the medicinal value for anti-rheumatoid arthritis, liver protection, anti-tumor, anti-oxidation effects, and has been widely used in Hunan and Guangdong in China. The selection of reliable and stable reference genes is the basis for subsequent molecular research on K. heteroclita. In this study, GAPDH, TUA, Actin, UBQ, EF-1α, 18S-rRNA, CYP, UBC, TUB, H2A, and RPL were selected as candidate reference genes in Kadsura heteroclita. The gene expression levels of the 11 candidate reference genes of K. heteroclita in its 6 different parts(stem-inside of the cambium, stem-outside of the cambium, fruit, flower, root, and leaf) and under different intervention conditions [drought stress, salt stress, and methyl jasmonate(MeJA) treatment] were detected by quantitative real-time polymerase chain reaction(qRT-PCR). The expression stability of the 11 candidate reference genes was comprehensively analyzed and evaluated by geNorm, NormFinder, ΔCT algorithm, and RefFinder software. The results showed that the expression of UBC and RPL was relatively stable in 6 different parts, and UBC and GAPDH genes were relatively stable under different intervention conditions. To verify the reliability of reference genes for K. heteroclita, this study further examined the relative expression levels of KhFPS, KhIDI, KhCAS, KhSQE, KhSQS, KhSQS-2, KhHMGS, KhHMGR, KhMVD, KhMVK, KhDXR, KhDXS, KhPMVK, and KhGGPS in different parts and under different intervention conditions, which might relate to the synthesis of the main component(Xuetongsu) of K. heteroclita. The results showed that with UBC and RPL or UBC and GAPDH as the reference genes, the expression trends of these 14 genes were basically consistent in different parts or under different intervention conditions for K. heteroclita. In conclusion, UBC can be used as a reference gene of K. heteroclita for its different parts and different intervention conditions, which lays a foundation for further research on the biosynthetic pathway of main components in K. heteroclita.
Real-Time Polymerase Chain Reaction/methods*
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Reference Standards
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Gene Expression Regulation, Plant
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Gene Expression Profiling
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Plant Proteins/metabolism*
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Drugs, Chinese Herbal
6.Brain function and connection in patients with refractory overactive bladder and healthy population: Analysis based on resting-state functional MRI.
Yu-Wei ZHANG ; Si-Yi FU ; Yu-Min LIU ; Hui-Hui SONG ; Peng JIANG ; Jia XU ; Bin HU
National Journal of Andrology 2025;31(1):39-44
OBJECTIVE:
To investigate the characteristics of central nervous system regulation in patients with refractory overactive bladder (rOAB) using resting-state functional magnetic resonance imaging (rs-fMRI), and to analyze the differences in brain function and connection between the patients and healthy population.
METHODS:
From May 1 to November 30, 2024, we performed rs-fMRI for 47 rOAB patients and another 47 matched healthy controls, documented relevant clinical data from all the participants and obtained their Overactive Bladder Symptom Scores (OABSS) and Overactive Bladder Questionnaire (OAB-Q) scores. Based on rs-fMRI, we compared the results of Independent Component Analysis (ICA), amplitude of low-frequency fluctuations (ALFF), fractional amplitude of low-frequency fluctuations (fALFF), regional homogeneity (ReHo) and degree centrality (DC) between the rOAB patients and healthy controls.
RESULTS:
The rOAB patients, in comparison with the healthy controls, showed dramatically higher daytime urination frequency (11.64 ± 3.85) vs (5.76 ± 0.91), nighttime urination frequency (3.72 ± 1.64) vs (0.31 ± 0.47), OABSS (8.22 ± 2.21) vs (0.64±0.78), OAB-Q1 score (20.85 ± 5.28) vs (6.78 ± 1.04), and OAB-Q2 score (45.04 ± 12.11) vs (14.51 ± 1.66) (all P<0.01). No statistically significant differences were observed in the results of ICA and ALFF between the right superior frontal and right middle frontal regions in the rOAB patients (P>0.05), but fALFF, ReHo and DC were significantly decreased in the patients compared with those in the healthy controls (P<0.01).
CONCLUSION
Compared with healthy population, the functions and connection of the frontal superior right and frontal middle right brain regions in rOAB patients are significantly down-regulated, which may serve as new therapeutic targets.
Humans
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Urinary Bladder, Overactive/physiopathology*
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Magnetic Resonance Imaging
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Brain/physiopathology*
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Female
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Male
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Adult
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Surveys and Questionnaires
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Case-Control Studies
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Middle Aged
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Rest
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Brain Mapping
7.Effects of DP-SES and BP-SES stent implantation on serum endothelin 1 levels and the incidence of coronary artery restenosis in patients with CHD
Nina BIAN ; Zhilin ZHAO ; Xuai REN ; Xiaolin FU ; Tao SI ; Yingzheng HAO
Clinical Medicine of China 2025;41(3):164-169
Objective:To analyze the effects of biodegradable-polymer sirolimus-eluting stents (BP-SES) and durable polymer sirolimus-eluting stents (DP-SES) implantation on serum endothelin 1 levels and the incidence of coronary restenosis in patients with coronary heart disease (CHD).Methods:A total of 114 patients with CHD admitted to the First People's Hospital of Xianyang in Shaanxi Province from May 2022 to January 2024 were selected. According to the principle of comparable baseline characteristics between groups, patients were divided into two groups by random number table method, with 57 cases in each group. After pretreatment of diseased vessels, DP-SES group underwent implantation of DP-SES with appropriate length and diameter, while BP-SES group underwent implantation of BP-SES with appropriate length and diameter. After implantation, non-compliant balloons were used for in-stent post-dilation. Comparisons of vascular endothelial function, levels of inflammatory factors and hemodynamic indicators before operation and at 6 months between groups were made postoperatively, also, the incidence rates of major adverse cardiovascular events (MACE) and coronary restenosis within 6 months were also compared. Measurement data with normal distribution was expressed as “xˉ±s”, independent sample t-test was used on comparison between groups, paired t-test was used for intra-group comparisons before and after treatment. Counting data was expressed as rate or composition ratio, χ2 test was used on comparison between groups. Results:At 6 months after surgery, the levels of endothelin 1 and VEGF were lower in BP-SES group compared to DP-SES group,[(72±5) ng/L vs. (77±7) ng/L, (147±25) ng/L vs. (157±27) ng/L, t=3.76, P<0.001, t=2.16, P=0.033]. The level of nitric oxide was higher in BP-SES group compared to DP-SES group [(79±7) μmol/L vs. (76±8) μmol/L, t=2.46, P<0.001]. At 6 months after surgery, the levels of TNF-α, IL-1 and CRP in DP-SES group were higher than those before surgery, and were all higher compared to BP-SES group[(81±5) ng/L vs. (75±5) ng/L, (159±18) ng/L vs. (151±16) ng/L, (31±4) mg/L vs. (29±3) mg/L, t=6.87, P<0.001, t=2.24, P=0.027, t=2.51, P=0.014]. At 6 months after surgery, the level of whole blood viscosity and plasma viscosity in both group were lower than those before surgery, and the level of Hct in BP-SES group was lower than those before surgery, the differences were statistically significant ( P<0.001), while the differences between groups were not statistically significant( P>0.05). The difference of incidence rates of MACE and coronary restenosis within 6 months between groups before surgery and 6 months after surgery were not statistically significant [7.0%(4/57) vs. 12.3%(7/57), χ2=0.91, P=0.341; 3.7%(2/57) vs. 8.3%(5/57), χ2=0.61, P=0.443]. Conclusion:Both BP-SES implantation and DP-SES implantation could effectively restore coronary blood supply, and are highly safe. However, the former can reduce damage to vascular wall and better improve endothelial function in patients.
8.Hereditary thrombotic thrombocytopenic purpura in a neonate
Jia FU ; Shuyu SI ; Di JIN ; Zequn ZHANG ; Heng LI
Chinese Journal of Perinatal Medicine 2025;28(7):598-600
This report described a case of hereditary thrombotic thrombocytopenic purpura (TTP) with neonatal onset. The infant presented with facial petechiae, jaundice, progressive thrombocytopenia, and persistent bleeding at puncture sites shortly after birth. Plasma ADAMTS13 activity was<1%. Whole-exome sequencing identified heterozygous variants in ADAMTS13: c.3121C>T and c.1869delT, inherited from the father and mother, respectively. The infant improved following exchange transfusion and phototherapy. Post-discharge, prophylactic fresh frozen plasma infusion was administered every 3-4 weeks. At the 2-year follow-up, no abnormalities were observed. This case highlights the importance of early recognition and intervention in neonates with unexplained thrombocytopenia, severe non-hemolytic jaundice, and anemia to ensure survival and improve prognosis.
9.Impacts of external fixation of different durations on rehabilitation outcomes after open repair of acute Achilles tendon rupture
Yuan CAO ; Xiuzhi LI ; Zengzhen CUI ; Yuliang FU ; Liangyu BAI ; Jixing FAN ; Tengjiao ZHU ; Gao SI ; Yang LYU ; Fang ZHOU
Chinese Journal of Trauma 2025;41(4):360-368
Objective:To compare the impacts of external fixation of different durations on rehabilitation outcomes after open repair of acute Achilles tendon rupture.Methods:A prospective cohort study was conducted to analyze the clinical data of patients with unilateral acute closed Achilles tendon rupture admitted to Peking University Third Hospital from August 2020 to August 2023. Patients were divided into Group A ( n=96), Group B ( n=347), Group C ( n=346), and Group D ( n=105) based on different postoperative immobilization durations (0, 2, 4 and 6 weeks, respectively). After all the patients received identical open repair procedure, Group A was rehabilitated immediately but the other groups were rehabilitated with the same protocol after removal of the external fixation. Four groups were compared in terms of recovery time of one-leg heel-rise height (OHRH), recovery time of light exercise (LE) in brisk walking and jogging and recovery time of range of motion (ROM). Visual analogue scale (VAS) scores were also compared at 2, 4, 6 and 8 weeks postoperatively. Achilles tendon total rupture score (ATRS) and American Orthopedic Foot & Ankle Society (AOFAS) ankle-hindfoot scores were evaluated at 6, 8, 10, 12, 14 and 16 weeks postoperatively. Complications were recorded. Results:A total of 894 patients including 869 males and 25 females were included, aged 18-60 years [(35.0±6.3)years]. All the patients were followed up for 14-25 months [(19.0±3.0)months]. The recovery time of OHRH in Group A and B was 12.0(12.0, 12.0)weeks and 12.0(10.0, 12.0)weeks, shorter than those in Group C [14.0(14.0, 16.0)weeks] and D [14.0(14.0, 14.0)weeks] ( P<0.05), with no significant difference between Group A and B ( P>0.05) and between Group C and D ( P>0.05). The recovery time of LE in Group A and B was 18.0(18.0, 18.0)weeks and 18.0(16.0, 18.0)weeks, shorter than those in Group C [20.0(20.0, 20.0)weeks] and D [20.0(20.0, 20.0)weeks] ( P<0.05), with no significant difference between Group A and B ( P>0.05) and between Group C and D ( P>0.05). The recovery time of ROM in Group A and B was 6.0(6.0, 6.0)weeks and 6.0(6.0, 6.0)weeks, shorter than those in Group C [8.0(8.0, 10.0)weeks] and D [10.0(10.0, 10.0)weeks)] ( P<0.05), with no significant difference between Group A and B, and between Group C and D ( P>0.05). At 2 weeks postoperatively, the VAS scores were 2.0(1.0, 2.0)points, 2.0(1.0, 2.0)points, and 2.0(1.5, 2.0)points in Group B, C and D, lower than 5.0(5.0, 5.0)points in Group A ( P<0.05), with no significant difference among Group B, C, and D ( P>0.05). At 4 weeks postoperatively, the VAS scores were 1.0(0, 1.0)points, 1.0(0, 1.0)points, and 1.0(0.5, 1.0)points in Group B, C and D, lower than 2.0(1.0, 2.0)points in Group A ( P<0.05), with no significant difference among Group B, C, and D ( P>0.05). At 6 weeks postoperatively, the VAS score was 0(0, 0)points in all the 4 groups, with no significant difference among them ( P>0.05). At 8 weeks postoperatively, the VAS score was 0(0, 0)points, with lower scores in Group A and B than those in Group C and D ( P<0.05) but with no significant difference between Group A and B and between Group C and D ( P>0.05). At 6 weeks postoperatively, the ATRS scores were 52.0(52.0, 53.8)points and 52.0(50.0, 53.0)points in Group A and B, higher than 41.0(38.0, 43.0)points and 19.0(18.0, 20.0)points in Group C and D ( P<0.05), with a higher score in Group C than that in Group D ( P<0.05) but with no significant difference between Group A and B ( P>0.05). At 8 weeks postoperatively, the ATRS scores were 66.0(66.0, 68.0)points in Group A, higher than 63.0(62.0, 64.0)points, 52.0(50.0, 53.0)points, and 39.0(37.0, 40.0)points in Group B, C and D ( P<0.05), with a higher score in Group B than those in Group C and D ( P<0.05) and a higher score in Group C than that in Group D ( P<0.05). At 10 weeks postoperatively, the ATRS score was 75.0(74.0, 76.0)points in Group B, higher than 69.0(69.0, 70.0)points, 72.0(66.0, 74.0)points, and 62.0(58.5, 63.0)points in Group A, C and D ( P<0.05), with higher scores in Group A and C than that in Group D ( P<0.05) but with no significant difference between Group A and C ( P>0.05). At 12 weeks postoperatively, the ATRS score was 84.0(82.0, 85.0)points in Group B, higher than 75.0(75.0, 77.0)points, 79.0(72.0, 81.0)points, and 72.0(71.0, 73.0)points in Group A, C and D ( P<0.05), with higher scores in Group A and C than that in Group D ( P<0.05) but with no significant difference between Group A and C ( P>0.05). At 14 weeks postoperatively, the ATRS score was 87.0(86.0, 87.0)points in Group B, higher than 82.0(82.0, 84.0)points, 83.0(80.0, 85.0)points, and 79.0(77.5, 80.0)points in Group A, C and D ( P<0.05), with higher scores in Group A and C than that in Group D ( P<0.05) but with no significant difference between Group A and C ( P>0.05). At 16 weeks postoperatively, the ATRS scores were 87.0(87.0, 88.0)points and 88.0(87.0, 88.0)points in Group A and B, higher than 86.0(85.0, 87.0)points and 84.0(83.0, 85.0)points in Group C and D ( P<0.05), with a higher score in Group C than that in Group D ( P<0.05) but with no significant difference between Group A and B ( P>0.05). At 6 weeks postoperatively, the AOFAS ankle-hindfoot scores were 94.0(94.0, 95.0)points and 95.0(94.0, 96.0)points in Group A and B, higher than 85.0(83.0, 86.0)points and 74.0(72.0, 75.0)points in Group C and D ( P<0.05), with a higher score in Group C than that in Group D ( P<0.05) but with no significant difference between Group A and B ( P>0.05). At 8 weeks postoperatively, the AOFAS ankle-hindfoot scores were 100.0(99.0, 100.0)points in Group B, higher than 94.0(94.0, 95.0)points, 92.0(90.0, 93.0)points, and 83.0(82.0, 84.0)points in Group A, C and D ( P<0.05), with a higher score in Group A than those in Group C and D ( P<0.05) and a higher score in Group C than that in Group D ( P<0.05). At 10 weeks postoperatively, the AOFAS ankle-hindfoot score was 100.0(100.0, 100.0)points in Group B, higher than 98.0(98.0, 98.0)points, 98.0(96.8, 99.0)points, and 96.0(95.0, 97.0)points in Group A, C and D, with higher scores in Group A and C than that in Group D ( P<0.05) but with no significant difference between Group A and C ( P>0.05). At 12 weeks postoperatively, the AOFAS ankle-hindfoot score was 100.0(100.0, 100.0)points in both Group A and B, with no significant difference between them ( P>0.05), which was higher than 100.0(98.0, 100.0)points and 99.0(98.0, 99.0)points in Group C and D ( P<0.05), with a higher score in Group C than that in Group D ( P<0.05). At 14 and 16 weeks postoperatively, AOFAS ankle-hindfoot score was 100.0(100.0, 100.0)points, with no significant difference among all the groups ( P>0.05). Superficial wound infection occurred in 12 patients [5.2%(5/96) in Group A, 0.6%(2/347) in Group B, 0.6%(2/346) in Group C and 2.9%(3/105) in Group D] ( P<0.01) while rerupture occurred in 16 [9.4%(9/96) in Group A, 1.2% (4/347) in Group B, 0.9%(3/105) in Group C, and 0 patient in Group D] ( P<0.01). Conclusion:For patients with unilateral acute Achilles tendon rupture, two weeks of postoperative external fixation after open repair can shorten the time of returning sports, alleviate pain, and promote functional recovery, without increasing the risk of complications.
10.Establishment of amachine learning-based precision recruitment method at the county level
Xiaoyan FU ; Zihan ZHANG ; Fang ZHAO ; Chunlan ZHOU ; Wenbiao LIANG ; Cheng YU ; Yingzhi YAN ; Wei SI ; Weibin TAN ; Hui XUE
Chinese Journal of Blood Transfusion 2025;38(12):1752-1758
Objective: To establish a machine learning-based precision blood donor recruitment model at the county level and assess its generalizability and applicability. Methods: A retrospective study was conducted using blood donation and SMS recruitment data from the Taicang Branch of the Suzhou Blood Center between 2019 and 2024. Multiple machine learning algorithms were employed, including extreme gradient boosting, support vector machine, k-nearest neighbor, logistic regression, decision tree, random forest, and multilayer perceptron. These were combined with techniques such as synthetic minority oversampling, undersampling, and cost-sensitive learning (using MFE and MSFE loss functions). Model parameters were optimized through grid search to identify the best-performing model. Results: In a prospective comparative study against conventional methods, the machine learning models increased the recruitment success rate among high-willingness donors by an average of 129.15%, and the recruitment efficiency per SMS improved by 125.02% compared with the traditional method. Under full-scale SMS sending, the recruitment rate per SMS increased by 42.61%, and SMS sending efficiency improved by 31.77%, significantly enhancing recruitment performance. Conclusion: This study represents the first application of a machine learning-based precision donor recruitment model at the county-level in China. The precise recruitment framework not only improves recruitment efficiency and reduces recruitment costs but also demonstrates strong scalability and generalizability. It provides a scientific and feasible intelligent pathway to ensure the safety and sustainability of the blood supply.


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