1.Exploring the risk factors of blood transfusion in patients with isolated traumatic brain injury based on machine learning prediction models
Wei LIU ; Ziqing XIONG ; Chenggao WU ; Aiping LE
Chinese Journal of Blood Transfusion 2024;37(12):1358-1364
[Abstract] [Objective] To explore the risk factors of blood transfusion in patients with isolated traumatic brain injury (iTBI) based on multiple machine learning methods, so as to establish a predictive model to provide reasonable guidance for blood transfusion in patients with iTBI. [Methods] A total of 2 273 patients with iTBI from the First Affiliated Hospital of Nanchang University from January 1, 2015 to June 30, 2021 were included to compare and analyze the differences in variables such as vital signs, clinical indicators and laboratory testing indicators between transfusion and non transfusion patients. Furthermore, six machine learning models were established to compare the performance of different models through cross validation, accuracy, specificity, recall, f1 value and area under the ROC curve. The SHAP plot was used to explain the influencing factors of blood transfusion in iTBI patients. [Results] This study included 2 273 iTBI patients, with a total of 301 patients receiving blood transfusions. There were significant differences (P<0.05) in gender, age, HR, clinical diagnosis, skull fracture, treatment methods, hemorrhagic shock, GCS, K, Ca, PT, APTT, INR, RBC, Hct, Hb and Plt between transfusion and non transfusion patients; Moreover, the LOS, incidence of complications, mechanical ventilation rate, ICU admission rate, readmission rate within 90 days and in-hospital mortality rate of transfusion patients were all higher than those of the non transfusion group (P<0.05). Six machine learning algorithms were used for model construction, and the validation results on the test set showed that the CatBoost model performed the best with an AUC of 0.911. Furthermore, the SHAP framework was used to explain and visualize the optimal model CatBoost, showing that surgical treatment, lower GCS, higher INR, lower Hct, lower K, lower Ca, age ≥60 years, skull fractures and hemorrhagic shock increase the risk of blood transfusion in patients. [Conclusion] This study established a machine learning model for predicting blood transfusion in iTBI patients, and the CatBoost model performed the best. This model may be useful and beneficial for identifying transfusion risks in this population, making clinical transfusion decisions and monitoring progress.
2.Construction of evaluation system for the readability of drug instructions in China
Kunfu CHEN ; Jun LI ; Ling GU ; Fuyu WU ; Aiping SHI
China Pharmacy 2024;35(17):2072-2076
OBJECTIVE To develop the evaluation system for the readability of drug instructions based on Chinese patient needs, and to provide scientific evidence for improving the readability of drug instructions in China. METHODS The literature review and expert consultation were adopted to establish the evaluation index system for the readability of drug instructions. Then, by the analytic hierarchy process, the index weight in the evaluation system was determined, and the evaluation system for the readability of drug instructions was established. Fuzzy comprehensive evaluation was used to test the evaluation system, taking drug instruction of Dexamethasone acetate cream as an example. RESULTS The evaluation system for the readability of drug instructions was established with 5 primary criteria such as text expression, numerical application, content design, behavioral suggestions, and layout design, as well as 17 sub-criteria such as easy-to-understand words and appropriately long sentences. The reliability and validity tests met the requirements. The result of 100 respondents evaluating the readability of the drug instructions of Dexamethasone acetate cream showed that the readability of drug instructions was scored as good as 4.24. CONCLUSIONS Established evaluation system for the readability of drug instructions in the study can be used to evaluate the quality and readability of drug instructions in China.
3.Double plasma molecular adsorption system and sequential half-dose plasma exchange improves short-term prognosis of patients with hepatitis B associated acute-on-chronic liver failure
Chenggao WU ; Wei LIU ; Linju KUANG ; Qiang LIU ; Wei XIONG ; Piaoping HU ; Changlin ZHANG ; Aiping LE
Chinese Journal of Blood Transfusion 2024;37(1):9-15
【Objective】 To investigate the effect of double plasma molecular adsorption system and sequential half-dose plasma exchange (DPMAS+HPE) on the short-term survival rate of patients with hepatitis B associated acute-on-chronic liver failure (HBV-ACLF). 【Methods】 Data on HBV-ACLF cases hospitalized in our hospital from January 1, 2015 to December 31, 2022 were retrospectively collected, and were divided into standard comprehensive medical treatment group and DPMAS+HPE group according to different treatment methods. Propensity score matching (PSM) was used to eliminate inter group confounding bias. The baseline data and improvement of laboratory indicators after treatment between two groups were compared. Death related risk factors in HBV-ACLF patients were screened by logistic regression analysis, and cumulative survival rates at 30 and 90 days between the two groups were compared by Kaplan-Meier survival analysis. 【Results】 A total of 373 cases of HBV-ACLF were included in this study. Among them, 136 cases in the treatment group received DPMAS+HPE once on the basis of comprehensive internal medicine treatment, and 237 cases only received comprehensive internal medicine treatment. After PSM, 136 patients were included as the control group. The decrease in alanine aminotransferase (ALT), aspartate aminotransferase (AST), and total protein (TP) in the treatment group before and after treatment was significantly greater than that in the control group (446.5 vs 159.0, 317.0 vs 92.0,5.2 vs 0.3), with statistically significant difference (P<0.05). DPMAS+HPE treatment is an independent protective factor for mortality in HBV-ACLF patients at 30 and 90 days (30 days: OR=0.497, P<0.05; 90 days: OR= 0.436, P<0.05). The cumulative survival rates at 30 and 90 days in the treatment group were significantly higher than those in the control group (30 days: 50.71% vs 44.12%, P<0.05; 90 days: 30.15% vs 22.79%, P<0.05). 【Conclusion】 DPMAS+HPE improves the short-term prognosis of HBV-ACLF patients and can serve as an effective artificial liver model for the treatment of HBV-ACLF patients.
4.Effect of tuberculosis prevention and control in Wuhan in 2016 - 2021
Zhouqin LU ; Yuehua LI ; Meilan ZHOU ; Zhengbin ZHANG ; Dan TIAN ; Jianjie WANG ; Aiping YU ; Gang WU
Journal of Public Health and Preventive Medicine 2024;35(3):73-76
Objective To analyze and evaluate the implementation effect of tuberculosis prevention and control program in Wuhan, and to provide reference for scientific formulation of tuberculosis prevention and control measures. Methods Using the National Tuberculosis Information Management System, descriptive statistical analysis was carried out on the medical record information of pulmonary tuberculosis patients registered in Wuhan , 2016 - 2021. Results A total of 34 937 cases of pulmonary tuberculosis were registered in Wuhan , with an average annual incidence rate of 49.85/100 000. The incidence rate showed a downward trend year by year, with a statistically significant difference in 2016—2021 (χ2trend = 708.387, P<0.001). The patients mainly came from referrals, accounting for 71.86%, and the proportion of referrals varied significantly among different years (χ2=355.541, P<0.001). The diagnosis type was mainly pathogenic negative, accounting for 49.12%. The proportion of pathogenic negative had statistically significant difference among different years (χ2=1 354.830, P<0.001). The proportion of patients cured and completed the course of treatment reached 93.98%, with statistically significant differences in the proportions among different years (cured, χ2=1 080.252, P<0.001; completed the treatment course, χ2= 933.655, P<0.001). The sputum examination rate of newly diagnosed patients in each year reached over 90%, and the overall completion rate reached over 95%. The proportion of positive pathogens showed an increasing trend year by year. Conclusion The overall epidemic situation of tuberculosis in Wuhan is declining year by year, and tuberculosis prevention and control work has achieved remarkable results. Active screening in key areas and populations should be strengthened, and prevention and control strategies should be formulated by emphasizing the key and difficult points.
5.Pharmacokinetics of Esketamine hydrochloride nasal spray in rats and ciliary toxicity to maxillary mucosa of bullfrog
Jingyu ZHOU ; Haixia WU ; Jingnan QUAN ; Yanna YANG ; Shijie ZHONG ; Yi CHENG ; Meng LI ; Zengming WANG ; Nan LIU ; Aiping ZHENG ; Hui ZHANG
China Pharmacy 2024;35(10):1174-1178
OBJECTIVE To study the pharmacokinetics of Esketamine hydrochloride nasal spray in rats and ciliary toxicity to maxillary mucosa of bullfrog. METHODS The plasma concentration of esketamine hydrochloride in rats was determined by LC-MS/ MS after intravenous injection of esketamine hydrochloride solution and nasal administration of esketamine hydrochloride; the pharmacokinetic parameters were calculated by using Phoenix WinNonlin 8.1.0 software. Using the maxillary mucosa of isolated bullfrog as a model, the morphological changes of maxillary mucosa were investigated, and the duration and recovery of ciliary oscillation were recorded after nasal administration of esketamine hydrochloride. RESULTS The peak of blood concentration occurred 2 min after nasal administration of esketamine hydrochloride; cmax was (814.58±418.80) ng/mL, AUC0-∞ was (203.75± 92.76) ng·h/mL, and the absolute bioavailability was 60.68%. After nasal administration of esketamine hydrochloride, it was observed that the cilia of bullfrog were arranged neatly, the edges were clear, the cilia tissue structure was complete and the cilia moved actively. The cilia movement time was (178.17±13.30) min for the first time, and after the cilia moved again, the ciliary movement time measured again was (24.50±9.19)min with a relative movement percentage of 53.56%. CONCLUSIONS Esketamine hydrochloride nasal spray has a rapid onset of action, high bioavailability, and low ciliary toxicity.
6.Study on the mechanism of Yigong Powder in the treatment of anemia of chronic disease by means of formula components analysis based on activating spleen method
Ling SHI ; Yuting JI ; Qin ZHENG ; Yiling JIANG ; Jie HU ; Ruifeng ZHANG ; Zhihao WU ; Li XIA ; Aiping ZHANG ; Haitao XU ; Meihong LUO
Journal of Beijing University of Traditional Chinese Medicine 2024;47(9):1247-1255
Objective To observe the role of dried tangerine peel in Yigong Powder improves iron metabolism and promotes red blood cell generation in anemia of chronic disease (ACD).Methods With a two-by-two factorial design,the Yigong Powder was divided into dried tangerine peel and Chenpi absent Decoction. According to the random number table method,32 zymosan-induced generalized inflammation (ZIGI) mice were randomly divided into the model group,the dried tangerine peel group,the Chenpi absent Decoction group,and the Yigong Powder group. The dried tangerine peel group,Chenpi absent Decoction group and the Yigong Powder group were given dried tangerine peel(3.083 g/kg),Chenpi absent Decoction(12.33g/kg),and Yigong Powder(15.413g/kg)by gavage to the corresponding group of mice. The model group was given an equal amount of physiological saline by gavage,and treated continuously for 7 days. After the completion of administration,the body weight of each group of mice was recorded. The hemoglobin content of each group of mice was detected using a fully automatic cell counter,the serum iron content was detected using colorimetry,the serum ferritin content was detected using enzyme-linked immunosorbent assay (ELISA),and the spleen index was calculated. The liver tissue inflammatory factors interleukin-1β (IL-1β),interleukin-6 (IL-6),tumor necrosis factor-α (TNF-α),interferon-γ (IFN-γ),interleukin-4 (IL-4),and interleukin-10 (IL-10) levels were detected using Luminex method. The mRNA expressions of liver tissue hepcidin gene (HAMP) and membrane iron transporter ( Fpn) were detected using real-time fluorescence PCR method. Results Dried tangerine peel and Chenpi absent Decoction both showed interactive effects in regulating hemoglobin,serum iron,serum ferritin content,improving spleen index,and regulating the mRNA expressions of HAMP,Fpn,as well as IL-1β and IFN-γ (P<0.05). Compared with the model group,dried tangerine peel significantly increased hemoglobin,serum iron content,and Fpn mRNA expression in ZIGI model mice,while decreasing ferritin content,spleen index,HAMP mRNA expression,and the levels of IL-1β,IL-6,TNF-α,and IFN-γ (P<0.05). Chenpi absent Decoction significantly increased serum iron content and Fpn mRNA expression in ZIGI model mice,while reducing spleen index,ferritin content,HAMP mRNA expression,and the levels of IL-1β and IFN-γ、IL-4 (P<0.05). Conclusion The effects of dried tangerine peel on inflammatory factors (IL-6 and TNF-α) and Fpn may play a key role in the improvement effects of Yigong Powder on ACD and iron metabolism.
7.Effects of cannabidiol on the expression of Occludin and ZO-1 and the permeability of blood-brain barrier in the cerebral cortex of rats with traumatic brain injury
Jiali LI ; Yan CAO ; Tenghan LING ; Aiping YIN ; Hengxi LI ; Jinghui LI ; Ruilin ZHANG ; Haiying WU ; Ping LI
Acta Universitatis Medicinalis Anhui 2024;59(3):478-483
Objective To observe the expression and trends of tight junction proteins Occludin and zonula occlu-den-1(ZO-1)in blood-brain barrier(BBB)of rats with traumatic brain injury(TBI),and to explore the interven-tion effect of cannabidiol(CBD)on the BBB.Methods The TBI model of rat was prepared by modified"Feeney free fall method"and randomly divided into three groups:the sham-operated group(Sham group),the model group(TBI+vehicle group)and the CBD intervention group(TBI+CBD group),with 24 rats in each group.Each group was subdivided into six time points:8 h,1,2,3,5 and 7 d after injury.The expression of Occludin and ZO-1,which are closely related to the permeability of BBB,was detected by immunohistochemistry,immuno-fluorescence staining and Western blot at different points.The permeability of BBB was detected by sodium fluores-cein assay.Results The results of immunohistochemistry showed that compared with Sham group,the positive ex-pression of Occludin and ZO-1 decreased with time after brain trauma(P<0.05),and both reached the lowest level at 2 d.The expression levels of Occludin and ZO-1 were up-regulated after 1 d of CBD intervention(P<0.05).Immunofluorescence staining showed a similar trend to Western blot results,with Occludin and ZO-1 fluo-rescence expression intensity and protein expression reduced after TBI compared with Sham group(P<0.05).And the expression levels of Occludin and ZO-1 were up-regulated after 2 d of CBD intervention(P<0.05).The results of fluorescein sodium experiment showed that the BBB integrity of brain tissue was destroyed after TBI,and the permeability increased after TBI(P<0.01).The permeability of BBB decreased after CBD intervention(P<0.05).Conclusion The expression of tight junction proteins Occludin and ZO-1 decreases after TBI,and the permeability of BBB is disrupted,and CBD intervention reverses the disruption of the BBB by TBI.
8.Cannabidiol inhibits the express of apoptosis-related proteins in the testis of rats with traumatic brain injury
Jiali LI ; Tenghan LING ; Yan CAO ; Aiping YIN ; Hengxi LI ; Li YANG ; Haiying WU ; Ping LI
Acta Universitatis Medicinalis Anhui 2024;59(7):1128-1133
Objective To investigate testicular damage in traumatic brain injury(TBI)rats and to analyze the in-terventional effects of cannabidiol(CBD)on TBI-induced testicular damage.Methods 18 Sprague Dawley(SD)rats were randomly divided into three groups:the sham operation group(Sham group),model group(TBI group)and treatment group(TBI+CBD group).HE staining was used to observe the testicular histopathological changes in the rat testis.ELISA was used to detect testosterone level in rat serum.TUNEL staining was utilized to observe apoptosis,while immunofluorescence staining,Western blot and RT-qPCR were employed to evaluate Bax,Bcl-2,Cleaved Caspase-3 and TNF-α protein and mRNA expression.Results HE staining showed pathological changes in the testes of TBI rats compared with those in the Sham group.ELISA assay showed a decrease in testosterone levels in the TBI group compared to the Sham group,but there was no significant difference(P>0.05).Immunofluores-cence results showed that the intensity of Bax fluorescence expression increased in the TBI group compared with the Sham group(P<0.01),whereas the intensity of Bax fluorescence decreased and the intensity of Bcl-2 fluorescence increased in the rats after the CBD intervention(P<0.01).Western Blot results showed that CBD treatment in rats decreased the protein levels of testicular apoptosis-related proteins(Bax and Cleaved Caspase-3,all P<0.05)and inflammation-related proteins(TNF-α,P<0.01),and increased the protein level of the anti-apoptotic protein,Bcl-2(P<0.05).The trend of RT-qPCR results was similar,with mRNA expression of Bax(P<0.05)and TNF-α(P<0.01)decreased and mRNA expression of Bcl-2 increased after CBD intervention compared with the TBI group(P<0.05).Conclusion TBI induces testis injury,and CBD treatment effectively repairs apoptosis and in-flammatory in testicular tissue of TBI rats.
9.Formulation and Analysis on the Standard of Construction of Medication Safety Culture
Wenjing HOU ; Su SHEN ; Aiping WEN ; Jin LU ; Jiancun ZHEN ; Wei ZHANG ; Dan MEI ; Zhicheng GONG ; Yubo WU ; Qunhong SHEN ; Weiyi FENG ; Ling TAN ; Yanhua ZHANG ; Fang LIU ; Xiaole ZHANG
Herald of Medicine 2024;43(7):1079-1083
The construction of a medication safety culture is important for medication safety management and rational drug use.The construction of medication safety culture standards is formulated based on relevant national policies and regulations,accreditation standards for hospitals,expert opinions,the current situation,and the development trend of the healthcare industry.With scientificity,general applicability,instructive guidance,and practicality,they standardized basic requirements,management processes,and improvement of the construction of medication safety culture.To facilitate understanding and the implementation of the standards,we describe the process of standards formulation and explain the key points of the standards.
10.Research Progress of Surfactants in Nanoformulation
Jingyu ZHOU ; He ZHANG ; Yi CHENG ; Meng LI ; Zengming WANG ; Nan LIU ; Haixia WU ; Hui ZHANG ; Aiping ZHENG
Herald of Medicine 2024;43(11):1790-1798
Surfactant is a kind of substance that can significantly reduce the surface/interface tension.Surfactant is an important substance that affects the preparation technology,stability and safety of nanoformulation.By combing the structure classification of surfactants and their function mechanism in nanoformulation,combined with the research status at home and abroad,the application and research of surfactants in the listed nanoformulation were described,in order to provide reference for the research and development of new nanoformulation.


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