1.Diagnostic and prognostic value of differential expression of Cyclin D1 and p53 in eyelid tumors
Minli MA ; Jingjing ZHANG ; Ying LIU ; Hongyan SONG ; Fang LIN ; Qi MA
International Eye Science 2026;26(3):511-517
AIM: To investigate the diagnostic and prognostic value of differential expression of Cyclin D1 and p53 in eyelid tumors.METHODS: This retrospective study enrolled patients who underwent surgical resection for eyelid tumors at our hospital between March 2018 and March 2023. Participants were categorized into benign and malignant groups based on tumor characteristics. Clinical data were collected. Genetic data for eyelid tumors were obtained from the GEO database, and differential gene analysis, including volcano plot visualization and KEGG pathway enrichment analysis, was performed using the Sangerbox 3.0 platform. Immunohistochemistry was used to detect the expression levels of Cyclin D1, p53, and BAX in tissue samples. Correlations with clinical features were analyzed using Spearman analysis, and prognostic factors were identified via Logistic regression analysis.RESULTS: This study included 69 patients with eyelid tumors(78 eyes), categorized into a benign group(37 patients, 41 eyes)and a malignant group(32 patients, 37 eyes)based on tumor characteristics. There were significant differences between the two groups in histological subtype, TNM staging, vascular invasion, differentiation status, and local infiltration(all P<0.05). Among benign tumors: pigmented nevi in 11 eyes(27%), hemangiomas in 9 eyes(22%), squamous cell papillomas in 5 eyes(12%), epidermoid cysts in 5 eyes(12%), seborrheic keratoses in 4 eyes(10%), neurofibromas in 3 eyes(7%), and both calcifying epithelioma and xanthelasma in 2 eyes each(5%); among malignant tumors: basal cell carcinoma in 18 eyes(49%), meibomian gland carcinoma in 8 eyes(22%), squamous cell carcinoma in 5 eyes(14%), sebaceous gland carcinoma in 4 eyes(11%), lymphoma and malignant melanoma each in 1 eye(3%). At the follow-up cutoff date of March 2025, the 2-year survival rate in the benign group(95%)was significantly higher than that in the malignant group(78%; P<0.05). Bioinformatics analysis identified 4 103 differentially expressed genes, including Cyclin D1, p53, and BAX, which were predominantly involved in pathways such as the p53 signaling pathway and calcium-related signaling. Spearman analysis revealed that local invasion(rs=0.71, P<0.05)and TNM stage(rs=0.73, P<0.05)correlated with Cyclin D1 expression; local invasion(rs=0.76, P<0.05)and histological subtype(rs=0.65, P<0.05)correlated with p53 expression. Logistic regression results indicated that Cyclin D1, p53, TNM staging, and local invasion were prognostic risk factors. ROC curve analysis demonstrated that the combined detection of these four indicators had the highest predictive value for prognosis(AUC=0.83).CONCLUSION: High expression of cyclin D1 and p53 serves as molecular markers for distinguishing benign from malignant eyelid tumors and assessing prognosis. Combined detection of these markers with TNM staging and local invasion demonstrates high predictive value for prognosis.
2.Construction of whole-process management system for smart pharmacy based on the integration of traceability codes and drug batch numbers
Ziyang ZHANG ; Danyan SHAO ; Junjuan FAN ; Jian’an BAO ; Jingjing MA
China Pharmacy 2026;37(5):565-570
OBJECTIVE To construct a whole-process management system for the smart pharmacy based on the integration of drug batch numbers and traceability codes, aiming to solve the problems of low upload rates and traceability difficulties of drug traceability codes in the central pharmacy, and to enhance its level of refined management and medication safety. METHODS Following the FOCUS-PDCA framework(find,organize,clarify,understand,select-plan,do,check,act), a drug batch number and traceability code management system was established by optimizing batch number management processes, introducing “pre-scan registration” technology, and establishing a dynamic “code pool” mechanism. Based on medical insurance upload data and operational performance indicators in our hospital from June to August 2025, the differences in management efficacy before and after the implementation of the system were compared and analyzed. RESULTS The drug batch number and traceability code management system was successfully established, achieving “one-object, one-code” whole-process association with batch numbers for inpatient drugs, especially split drugs. After the application of this system, the upload rate of inpatient drug traceability codes reached 100%, significantly higher than the average upload rate of inpatient drugs in other tertiary hospitals in our city (with the highest rate being only 23.22%, P <0.001). The inventory stocktaking error rate dropped from 0.9% to 0.3% (a decrease of 66.7%); the number of daily dispensing errors decreased from 1.43 to 0.37; the dispensing time (14.75 min) for temporary medical orders recovered to the routine level (14.42 min) prior to the system implementation. CONCLUSIONS By adopting the “pre-scan registration-code pool management-closed-loop traceability” model, this system enables traceability for individual drug products in their smallest packaging units, improves the upload rate of traceability codes, significantly reduces the medication dispensing error rate, and does not increase the time cost for temporary medical order dispensing, thereby balancing efficiency with closed-loop traceability.
3.Analysis of risk factors for sodium valproate-induced hyperammonemia in neurocritical patients and construction of risk prediction model
Wan XU ; Jin WU ; Jiaojiao MAO ; Jingjing MA ; Yao FEI
China Pharmacy 2026;37(8):1039-1044
OBJECTIVE To investigate the risk factors for sodium valproate (VPA)-induced hyperammonemia in neurocritical patients, and to construct a risk prediction model. METHODS Clinical data were retrospectively collected from 172 neurocritical patients who received VPA treatment in the Department of Critical Care Medicine, the Fourth Affiliated Hospital of Soochow University from January 2022 to June 2025. Patients were divided into the hyperammonemia group (73 cases) and the normal group (99 cases) based on their blood ammonia levels. Univariate analysis and LASSO regression analysis were used to screen for predictive variables. Independent factors were identified through multivariate Logistic regression analysis, and a nomogram was constructed accordingly. The performance of the model was evaluated using receiver operating characteristic (ROC) curve, calibration curve, and decision curve analysis (DCA). RESULTS Combination of univariate analysis and LASSO regression analysis screened out seven predictive variables: body mass index (BMI)≥24.0 kg/m 2 , concomitant use of benzodiazepines, VPA blood concentration, hemoglobin, serum urea, average daily VPA dose, and albumin. Multivariate Logistic regression analysis showed that concomitant use of benzodiazepines, BMI≥24.0 kg/m 2 , VPA blood concentration, albumin and serum urea level (with odds ratios of 1.615, 1.538, 1.623, 1.942 and 0.637, respectively; 95% confidence intervals of 1.128-2.359, 1.059-2.251, 1.112-2.431, 1.106-3.598 and 0.402-0.980, respectively) were all significantly associated with VPA-induced hyperammonemia in neurocritical patients ( P <0.05). The nomogram prediction model constructed based on these variables was evaluated, showing that the area under the ROC curve was 0.810 for the test set and 0.844 for the validation set. The calibration curves closely approximated t he actual curves, and the application of this model could improve the clinical net benefit. CONCLUSIONS Concomitant use of benzodiazepines, BMI≥24.0 kg/m 2 , high VPA blood concentration and high albumin level are independent risk factors for VPA-induced hyperammonemia in neurocritical patients, while high serum urea level is an independent protective factor. The risk prediction model constructed based on these factors exhibits good discrimination, consistency, and clinical applicability, making it applicable for predicting the risk of VPA-induced hyperammonemia in neurocritical patients.
4.Epidemiological characteristics of herpes zoster outpatient cases in Jinshan District, Shanghai,2024
Jingjing WANG ; Jie ZHOU ; Miao MA ; Yueyue LIU ; Canlei SONG
Journal of Public Health and Preventive Medicine 2026;37(3):44-47
Objective To investigate the incidence and epidemiological characteristics of herpes zoster in Jinshan District, Shanghai, in 2024, and to provide a scientific basis for the development of prevention and control measures. Methods The visit information of herpes zoster cases in 2024 was collected through the outpatient diagnosis and treatment system of medical institutions in Jinshan District. Descriptive epidemiological methods were used for statistical analysis. Results In 2024, there were a total of 7 270 cases of herpes zoster in Jinshan District, including 3 398 male cases and 3 872 female cases. The incidence rate among females was higher than that among males (χ2 =125.25, P< 0.001). Cases occurred in all age groups, with an average age of 59.58 ± 15.28 years. The highest proportion of cases was in the 50-year-old group (21.99%) and the 60-year-old group (25.45%). The incidence rate increased with age (χ2 = 4 505.99, P< 0.001). The main departments for consultation were dermatology, pain clinics, and neurology. The main clinical diagnoses were herpes zoster without complications, postherpetic neuralgia, and incomplete herpes zoster. Among the cases, 3,102 patients had follow-up visits, and the number of follow-up visits increased with age. From 2020 to 2024, a total of 2,032 doses of herpes zoster vaccine were administered in the district, with the highest vaccination rate in the 50-year-old group (54.48%). Conclusion The majority of herpes zoster cases in Jinshan District are concentrated in the 50- and 60-year-old groups. The main complication is postherpetic neuralgia. The incidence rate and number of follow-up visits increase with age. The vaccination rate of herpes zoster vaccine in the entire district is relatively low. It is recommended to enhance monitoring and analysis, carry out health education for key populations (aged 50 years old and above), and promote vaccination and other preventive and control measures.
5.Rationality and economic evaluation of Compound amino acid injection (14AA-SF) in the perioperative period of neurosurgery
Hai LIANG ; Jingjing WANG ; Huijuan CHEN ; Runan XIA ; Panpan DI ; Mengyu JIANG ; Fanqin LI ; Jinghe MA
China Pharmacy 2026;37(17):2303-2309
OBJECTIVE To establish standards for the rational use of Compound amino acid injection (14AA-SF) (hereinafter referred to as “14AA-SF”), and evaluate its rationality and cost-effectiveness.METHODS The standards for the rational use of 14AA-SF were established based on the Delphi method. Archived medical records of patients who used 14AA-SF in the Dept. of Neurosurgery of People’s Hospital of Bozhou from January 2024 to December 2025 were randomly selected. On the basis of the established standards for the rational use, the attribute hierarchical model was applied to evaluate the use rationality of 14AA-SF in the included medical records. The decision tree model was applied to calculate the incremental cost-effectiveness ratio (ICER), so as to evaluate the cost-effectiveness of 14AA-SF administered via single-bottle infusion versus “all-in-one” infusion, and the robustness of the cost-effectiveness evaluation results was verified through sensitivity analysis.RESULTS A total of 205 medical records were collected, among which 163 records (79.51%) were qualified with medical record score (MRS) ≥90, and 42 records (20.49%) were unqualified with MRS <90. The main irrational types of 14AA-SF use included unreasonable infusion method (67 case-times, accounting for 32.68%), unreasonable amino acid dosage (62 case-times, accounting for 30.24%) and unreasonable non-protein calorie-nitrogen ratio (55 case-times, accounting for 26.83%). Compared wtih single-bottle infusion, the incremental cost of “all-in-one” infusion for each 1% increase in effective rate was 165.40 yuan. The one-way sensitivity analysis showed that the effective rate of single-bottle infusion had the greatest impact on ICER. The probabilistic sensitivity analysis showed that under the willingness-to-pay (WTP) threshold (89 358 yuan) set in this study, the cost-effectiveness probability of “all-in-one” infusion relative to single-bottle infusion was 89.9%. When the WTP threshold exceeds 17 871.60 yuan, the “all-in-one” infusion is more cost-effective than the single-bottle infusion.CONCLUSIONS The established standards for the rational use of 14AA-SF are practical and feasible. There are phenomena of irrational use of 14AA-SF in Dept. of Neurosurgery of the hospital in terms of indications, nutritional risk screening, infusion methods and other aspects, which need to be further standardized. The “all-in-one” infusion is more cost-effective than the single-bottle infusion.
6.Changes in ocular surface function following eyelid malignant tumor resection combined with Hughes flap reconstruction
Yuanyuan HAN ; Xingyu MA ; Zhiqiang WANG ; Xiao SONG ; Jingjing WANG ; Hong LI ; Yan GAO
International Eye Science 2026;26(10):1824-1830
AIM:To investigate the dynamic changes in ocular surface function after eyelid malignant tumor resection combined with Hughes flap reconstruction.
METHODS:A prospective self-controlled study was conducted. Patients who underwent eyelid malignant tumor resection combined with Hughes tarsoconjunctival flap reconstruction(all tumors occured in the lower eyelid)at Shanxi Eye Hospital from January 2021 to December 2023 were enrolled. The contralateral healthy eye served as control. Ocular surface examinations were performed preoperatively and at 3, 6, 9, and 12 mo postoperatively, including ocular surface disease index(OSDI), tear meniscus height(TMH), non-invasive average tear film break-up time(NiaBUT), tear film lipid layer grading, upper and lower eyelid meibomian gland dropout grading, corneal fluorescein staining, and eye redness index.
RESULTS:A total of 36 patients were enrolled. Two patients were lost to follow-up because they did not complete the scheduled follow-up period, leaving 34 patients with complete data for analysis. The cohort comprised 10 men(29%)and 24 women(71%), with a mean age of 70.08±10.92 y(range 33-81 y). Histopathological diagnoses included basal cell carcinoma(BCC)in 22 eyes(65%), sebaceous gland carcinoma(SGC)in 10 eyes(29%), and squamous cell carcinoma(SCC)in 2 eyes(6%). Tumor size ranged from 4 to 30 mm(mean 12.64±0.31 mm). According to the AJCC staging system, 14 eyes(41%), 18 eyes(53%), and 2 eyes(6%)were classified as T1b, T2b, and T3b, respectively. Preoperatively, OSDI scores were higher in surgical eyes than in contralateral healthy eyes(28.74±13.72 vs 17.47±3.02, P<0.05). OSDI scores in surgical eyes further increased at 6, 9, and 12 mo postoperatively, peaking at 9 mo(all P<0.05), whereas no significant postoperative changes were observed in contralateral healthy eyes. Compared with contralateral healthy eyes, TMH in surgical eyes increased significantly at 3 mo postoperatively and remained elevated thereafter despite a slight decline(all P<0.05). NiaBUT in surgical eyes was shorter than the preoperative value from 3 mo postoperatively onward and was lower than that in contralateral healthy eyes(all P<0.05). Eye redness index in surgical eyes were consistently higher than those in contralateral healthy eyes(all P<0.001). Tear film lipid layer grade and meibomian gland dropout grades in both the upper and lower eyelids were significantly worsened postoperatively compared with baseline(all P<0.001). Corneal fluorescein staining grades were higher in surgical eyes than in contralateral healthy eyes preoperatively(P<0.001)and were higher at 3, 6, 9, and 12 mo postoperatively than at baseline(all P<0.001).
CONCLUSION: After lower eyelid malignant tumor resection combined with Hughes flap reconstruction, evaporative dry eye is the predominant phenotype. Meibomian gland dropout in both upper and lower eyelids appears irreversible within 12 mo postoperatively, and corneal epithelial damage and ocular surface inflammation persist over time.
7.Evaluation of the effectiveness of incorporating two doses of varicella vaccine into the immunization program for the prevention and control of varicella in Jinshan District, Shanghai
Jingjing WANG ; Yueyue LIU ; Miao MA ; Ru GUAN ; Jie ZHOU
Journal of Public Health and Preventive Medicine 2026;37(5):46-50
Objective To evaluate the impact of incorporating two doses of varicella vaccine into the immunization program in Shanghai on the incidence of varicella, age-specific incidence, and varicella outbreaks in kindergartens and schools in Jinshan District, and to assess its prevention and control effects. Methods Descriptive epidemiological methods were used to analyze and compare the population distribution characteristics and the occurrence of varicella outbreaks before (2013-2017) and after (2018-2024) the implementation of the strategy. Interrupted time series (ITS) design and its segmented regression model were used to analyze the changes in the incidence of varicella in the two stages before and after the implementation of the vaccination of two doses of varicella vaccine, and to evaluate the short-term and long-term preventive and control effects of the strategy. Results After the incorporation of two doses of varicella vaccine into the immunization program, the average annual incidence of varicella in Jinshan District decreased from 82.19/100 000 (2013-2017) to 53.51/100 000 (2018-2024). The interrupted time series analysis showed that after the implementation of the strategy, the slope change in the incidence of varicella was -10.20/100 000 (t=-2.38, P=0.04), and the overall trend was downward (slope β1+β3= -8.34/100 000). Except for the 30-49 years old group, the incidence rates in all other age groups decreased to varying degrees. Among them, the 5-9 years old group had a better vaccine efficacy (VE) of 52.23% (95% CI: 49.07-60.65), followed by the 10-14 years old group. The number of potential varicella outbreaks and cluster outbreaks in nurseries, kindergartens, and schools across the district dropped significantly. Conclusion Incorporating two doses of varicella vaccine into the immunization program can effectively reduce the incidence of varicella and the number of varicella outbreaks in kindergartens and schools, which is of great significance for the prevention and control of varicella.
8.2D SECara-Net and 3D U2-Net for detecting unruptured saccular intracranial aneurysms with MR angiography
Zongren NIU ; Qiang MA ; Jingjing DU ; Yande REN ; Mengjie LI ; Yaqian QIAO ; Yueshan TANG ; Jianbo GAO
Chinese Journal of Medical Imaging Technology 2025;41(2):245-249
Objective To observe the value of 2D SECara-Net and 3D U2-Net models constructed based on 2D maximal intensity projection(MIP)and 3D time-of-flight MR angiography(3D TOF-MRA)images,respectively,also of their combination for MRA detecting unruptured saccular intracranial aneurysms(USIA).Methods Totally 973 patients with single USIA and 300 subjects who underwent healthy physical examination were retrospectively collected and divided into training set(n=923,containing 723 cases of USIA and 200 healthy subjects)and test set(n=350,containing 250 cases of USIA and 100 healthy subjects)at the ratio of 7:3.Pre-processed 3D TOF-MRA and the obtained 2D-MIP images in training set were imported into 3D U2-Net and 2D SECara-Net models for training and adjusting parameters,respectively.The efficiency of 2 models and their combination for detecting USIA were evaluated.Results The sensitivity,specificity and accuracy of 2D SECara-Net model for detecting USIA in test set was 78.80%(197/250),95.00%(95/100)and 83.43%(292/350),of 3D U2-Net model was 82.80%(207/250),86.00%(86/100)and 83.71%(293/350),respectively.The specificity of 2D SECara-Net model was higher than that of 3D U2-Net model(P=0.030),while no significant difference of sensitivity nor accuracy was found between 2 models(both P>0.05).The specificity of the combination of the 2 models was 99.00%(99/100),higher than that of 3D U2-Net model(P<0.05),and the sensitivity and accuracy of the combination was 91.20%(228/250)and 93.43%(327/350),respectivelty,both higher than those of 2 single models(all P<0.05).Conclusion 2D SECara-Net and 3D U2-Net models had similar,sensitivity and accuracy for MRA detecting USIA.Combination of them could improve the detecting efficacy.
9.Effects of vitamin D deficiency on IVF-ET pregnancy outcomes in women with PCOS and normal ovarian reserve
Jingjing XING ; Yan YUE ; Rong LI ; Fuqing ZHANG ; Min LIU ; Xinxiang MA
Chinese Journal of Reproduction and Contraception 2025;45(2):142-153
Objective:To investigate the impact of vitamin D deficiency on the outcomes of in vitro fertilization and embryo transfer (IVF-ET) in women with polycystic ovary syndrome (PCOS) and normal ovarian reserve (NOR). Methods:A retrospective cohort study was conducted on infertile women undergoing their first IVF-ET cycle in the Department of Reproductive Genetics, Zhengzhou Maternity and Child Health Care Hospital from January 2018 to December 2023, including 318 PCOS patients (group P) and 528 NOR patients (group N). Each group was divided into three subgroups according to serum 25-hydroxyvitamin D [25(OH)D] levels: severe deficiency [25(OH)D<12 μg/L], deficiency [12 μg/L≤25(OH)D<20 μg/L], and non-deficiency [25(OH)D≥20 μg/L]. The impact of vitamin D deficiency on pregnancy outcomes was analyzed in each group. 1∶1 propensity score matching was applied to match the baseline characteristics between group P and group N , resulting in 158 matched cases of PCOS (group P) and NOR (group N). Pregnancy outcomes were compared between the two groups under the same vitamin D status.Results:1) Among PCOS patients, there were no significant differences in general characteristics and pregnancy outcomes among the three subgroups (all P>0.05). The two pronuclei (2PN) rate in the severe deficiency subgroup [59.93% (721/1 203)] was significantly lower than that in the deficiency subgroup [63.70% (1 032/1 620)], with a statistically significant difference ( P=0.045), and both were lower than that in the non-deficiency subgroup [68.06% (554/814)], with a statistically significant difference ( P<0.001, P=0.037). There were no statistically significant differences in the number of oocytes retrieved and MⅡ oocytes, MⅡ oocyte rate, 2PN number, 2PN rate, cleavage number, cleavage rate, number of available embryos on day 3 (day 3, D3), number of high-quality embryos on D3, D3 high-quality embryo rate, clinical pregnancy rate, embryo implantation rate, early miscarriage rate, live birth rate, and premature birth rate among subgroups (all P>0.05). Female age ( OR=0.930, 95% CI: 0.871-0.992, P=0.028), endometrial thickness on the day of transfer ( OR=0.877, 95% CI: 0.791-0.971, P=0.012), number of D3 high-quality embryos ( OR=1.135, 95% CI: 1.050-1.228, P=0.001), and ovulation stimulating protocol ( OR=2.230, 95% CI: 1.153-4.314, P=0.017) were independent factors influencing clinical pregnancy. 2) Among NOR patients, there were no significant differences in general characteristics, pregnancy outcomes, laboratory parameters, or other outcome-related indices among the three subgroups (all P>0.05). Female age ( OR=0.944, 95% CI: 0.900-0.990, P=0.018), number of D3 high-quality embryos ( OR=1.070, 95% CI: 1.004-2.597, P=0.037), and number of transferred embryos ( OR=1.753, 95% CI: 1.184-2.597, P=0.005) were independent factors influencing clinical pregnancy. 3) After matching, there were no significant differences in baseline characteristics and pregnancy outcomes between group P and group N (all P>0.05). In the severe vitamin D deficiency state, group P had significantly lower MⅡ oocyte rate [76.64% (525/685)], 2PN rate [59.69% (345/578)], embryo implantation rate [35.71% (30/84)], and live birth rate [34.00% (17/50)] compared with group N [81.58% (465/570), P=0.033; 67.00% (335/500), P=0.013; 51.28% (40/78), P=0.046; 55.32% (26/47), P=0.035]. In the vitamin D deficiency state, the 2PN rate in group P [66.50% (532/800)] was significantly lower than that in group N [72.00% (725/1 007), P=0.012]. Conclusion:Vitamin D deficiency may adversely affect IVF-ET outcomes in patients with PCOS, with more pronounced effects in cases of severe deficiency. However, it has no impact on the assisted reproductive outcomes in NOR patients.
10.The predictive value of serum YKL-40 and GDF-15 levels for clinical outcomes in patients with Parkinson disease
Lin ZHANG ; Shuxin CHENG ; Shixun GUO ; Chunyin LIU ; Bingqian MA ; Jingjing REN ; Jingfang JI
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(7):613-617
Objective:To explore the predictive value of human cartilage glycoprotein 39 (YKL-40) and growth differentiation factor 15 (GDF-15) for clinical outcomes of patients with Parkinson disease (PD).Methods:A total of 109 patients with PD admitted to Xinxiang Central Hospital from February 2021 to February 2023 were selected and treated with regular anti-PD medications for 4 weeks, with dosage appropriately adjusted according to clinical status and individual response.Clinical outcomes were evaluated after 2 months of treatment, and the predictive value of serum YKL-40 and GDF-15 at admission for clinical outcomes was analyzed.Data were analyzed by independent sample t-test, χ2 test and Logistic regression using SPSS 26.0. Results:PD patients with poor outcomes exhibited higher serum levels of YKL-40((3.18±0.67)mg/L, (2.34±0.41)mg/L) and GDF-15((457.82±142.83)pg/mL, (282.95±105.96)pg/mL) than those with good outcomes, and the differences were statistically significant ( t=8.082, 7.349, both P<0.05).Logistic regression analysis showed that elevated serum levels of YKL-40( B=0.664, OR=1.943, 95% CI=1.237-3.052) and GDF-15( B=0.185, OR=1.787, 95% CI=1.145-2.789) both influenced the clinical outcomes of PD patients(both P<0.05).Serum YKL-40 combined with GDF-15 demonstrated a predictive sensitivity of 87.23%, specificity of 90.32%, and AUC of 0.927(95% CI=0.861-0.968) for clinical outcomes in PD patients.The AUC was significantly higher than that achieved by either indicator alone (YKL-40: AUC (95% CI)=0.722 (0.628-0.804); GDF-15: AUC (95% CI)=0.797 (0.709-0.868)). Conclusion:The elevated levels of YKL-40 and GDF-15 in PD patients are associated with clinical outcomes, which may be the potential markers for predicting clinical outcomes of patients with PD.


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