1.Feasibility study of using clinical trial individual-level data sample bank as external control to support drug and device development:taking transcatheter aortic valve replacement device as an example
Xiao-ying LIN ; Chi-lie DANZENG ; Duo-er WANG ; Ying-xuan ZHU ; Ye LU ; Fan GAO ; Yuan-xin LI ; Meng-zhu SU ; Zi-long ZHANG ; Min CHEN ; Qi-ze LI ; Ru JIANG ; Yan-yan ZHAO ; Yang WANG
Chinese Journal of Interventional Cardiology 2025;33(8):459-466
Objective To explore the feasibility and corresponding implementation methods of constructing a sample resource bank based on individual-level data of completed clinical trials and using it to construct external controls for drug/device clinical trials.Methods Taking the pre-marketing clinical trial of transcatheter active valve replacement(TAVR)for the treatment of aortic valve stenosis as an example,the individual-level databases of multiple trials were standardized to form a sample bank.The original data of any trial in the sample bank were selected as the experimental group,and the remaining samples were selected as the control group.The potential confounding was handled by using the propensity score matching and stratification methods to clarify the process of constructing external controls based on the sample bank of individual-level data of clinical trials.Results This study included individual-level data of single-group trials of 4 TAVR devices,with a total of 569 subjects(59.2%male).The number of subjects in Trials 1 to 4 was 120,120,163,and 166,respectively.Propensity score matching enabled the matching of 113,117,125,and 147 subjects with comparable or similar characteristics from individual-level data from other trials,respectively,demonstrating a high matching success rate.The PS score distribution plot after stratification showed that the proportions of subjects in the experimental and control groups in strata 1 to 5 in scheme 1 were 4/103,11/103,22/92,32/87,and 51/64,respectively.For all constructed external controlled trials,a certain number of control samples with similar baseline characteristics to the experimental groups were distributed within each propensity score stratum.The results of the simulation test also reflected the potential differences between different devices in the 12-month all-cause mortality rate.Conclusions The sample bank constructed with individual-level data from clinical trials,as a high-quality data source,can serve as a source of external control for single-arm trials in the same field,and as a useful supplement to the external control scenario of real-world evidence to support drug and device development.At the same time,targeted research on research methods and bias control measures in related fields is also needed.
2.Survival characteristics of myelodysplastic syndrome with U2AF1-mutation and the clinical efficacy of arsenic-containing traditional Chinese medicine compound prescription
Chaochang ZHANG ; Chi LIU ; Dexiu WANG ; Zhuo CHEN ; Yan LYU ; Haiyan XIAO ; Weiyi LIU ; Yonggang XU ; Xiupeng YANG ; Rou MA ; Xudong TANG
Journal of Beijing University of Traditional Chinese Medicine 2025;48(9):1211-1221
Objective To explore the clinical characteristics of myelodysplastic syndrome(MDS)with U2 small nuclear RNA cofactor 1(U2AF1)mutation in different age groups,as well as the efficacy and prognosis of an arsenic-containing traditional Chinese medicine(TCM)compound prescription(Qinghuang Capsules combined with Bushen Yijing Formula).Methods A retrospective analysis was conducted on the clinical data of patients with MDS who were hospitalized in the Hematology Department Ward of Xiyuan Hospital,China Academy of Chinese Medical Sciences,and received arsenic-containing TCM compound treatment from November 30,2020,to September 30,2023.Stratified by age,the U2AF1 mutation and wild-type groups aged<65 years and≥65 years were compared in terms of sex,TCM syndrome,World Health Organization classification,MDS Revised International Prognostic Score System(IPSS-R)score,blood routine indicators,serum lactate dehydrogenase content,nephroblastoma 1(WT1)expression level,bone marrow puncture and biopsy indicators,and chromosomal prognostic grades,et al.Furthermore,the efficacy of arsenic-containing TCM compound were compared in the U2AF1 mutation and wild-type groups among different age groups,as well as the influence of age on the survival prognosis of MDS patients with U2AF1 mutation.Results A total of 201 patients with MDS were included.104 patients were under 65 years old,among whom 20 had U2AF1 mutation,and 84 had wild-type.Ninety-seven patients were aged 65 years or older,among whom 19 patients had the U2AF1 mutation and 78 had the wild-type.Among patients aged<65 years,the U2AF1 mutation group had a higher proportion of male patients and very low-risk/low-risk patients with an IPSS-R score≤3(P<0.05),a lower mean corpuscular volume(MCV)(P<0.05),and a relatively higher proportion of peripheral blood cell line 1 reduction than the wild-type group(P<0.05).Among patients aged≥65 years,the MCV in the U2AF1 mutation group was lower(P<0.05),and the expression level of the bone marrow WT1 gene and the proportion of patients with reticular fiber grade 4 were relatively higher than in the wild-type group(P<0.05).The total effective rate of the arsenic-containing TCM compound for patients with U2AF1 mutation was 61.5%(24/39),and the total response rate was 30.8%(12/39).The total effective rate for the wild-type patients was 67.9%(110/162),and the total response rate was 29.6%(48/162).No significant difference was observed in the total effective and response rates.Kaplan-Meier survival analysis of 39 patients with U2AF1 mutation revealed that the median overall survival(mOS)of patients older than 65 years had not been reached.The 1-,2-,and 3-year survival rates were 93.8%,84.4%,and 84.4%,respectively.The mOS of the patients aged≥65 years was 35 months(95%confidence interval[CI]:7.559-62.441),and the 1-,2-,and 3-year survival rates were 66.2%,58.9%,and 29.4%,respectively.The mOS of patients in the aged≥65 years group was significantly lower than that in the aged<65 years group(P<0.05),and no significant difference was observed in median progression-free survival between the two groups.Conclusion The U2AF1 mutation is closely associated with the clinical characteristics of MDS.However,age and the presence of U2AF1 mutation have no significant effect on the total effective and response rates of arsenic-containing TCM compound.Age is a significant factor influencing the prognosis of patients with MDS with U2AF1 mutation.Patients aged 65 years or older have a shorter survival time than those younger than 65 years.
3.Jianpi Qinghua Formula improves metabolic-associated fatty liver disease by modulating PGC1α/PPARα/CPT1A pathway.
Yan-Yan XIAO ; Xu HAN ; Qing-Guang CHEN ; Jun-Fei XU ; Chi CHEN ; Fan GONG ; Hao LU
China Journal of Chinese Materia Medica 2025;50(9):2505-2514
Based on the regulation of mitochondrial fatty acid β-oxidation through the PGC1α/PPARα/CPT1A pathway, this study investigated the effect of Jianpi Qinghua Formula on the mitochondrial fatty acid β-oxidation pathway in the livers of mice with metabolic-associated fatty liver disease(MAFLD) induced by a high-fat diet. MAFLD mice were fed a high-fat diet to establish the model, and after successful modeling, the mice were divided into the model group, the Jianpi Qinghua Formula group, and the metformin group, with an additional control group. Each group was treated with the corresponding drug or an equivalent volume of saline via gavage. Body mass and food intake were measured regularly during the experiment. At the end of the experiment, blood lipid levels and liver function-related indices were measured, liver pathological changes were observed, and protein expression levels of PGC1α, PPARα, PPARγ, and CPT1A were detected by Western blot. The results showed that, with no difference in food intake, compared to the model group, the body mass of the Jianpi Qinghua Formula group and the metformin group was reduced, liver weight and liver index decreased, and levels of cholesterol, triglycerides, and low-density lipoprotein cholesterol(LDL-C) were lowered. Additionally, a decrease in alanine aminotransferase(ALT) and aspartate aminotransferase(AST) was observed. Hematoxylin and eosin(HE) staining revealed reduced pathological damage to hepatocytes, while oil red O staining showed improvement in fatty infiltration. The liver disease activity score decreased, and transmission electron microscopy revealed improvement in mitochondrial swelling and restoration of internal cristae. Western blot analysis indicated that Jianpi Qinghua Formula significantly increased the expression of PGC1α, PPARα, and CPT1A proteins in the liver and reduced the expression of PPARγ. These results suggest that the Jianpi Qinghua Formula improves mitochondrial function, promotes fatty acid oxidation, and alleviates the pathological changes of MAFLD. In conclusion, Jianpi Qinghua Formula can improve MAFLD by mediating mitochondrial fatty acid β-oxidation through the PGC1α/PPARα/CPT1A pathway.
Animals
;
PPAR alpha/genetics*
;
Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha/genetics*
;
Drugs, Chinese Herbal/administration & dosage*
;
Mice
;
Carnitine O-Palmitoyltransferase/genetics*
;
Male
;
Liver/metabolism*
;
Fatty Liver/genetics*
;
Humans
;
Mice, Inbred C57BL
;
Diet, High-Fat/adverse effects*
4.Survival characteristics of myelodysplastic syndrome with U2AF1-mutation and the clinical efficacy of arsenic-containing traditional Chinese medicine compound prescription
Chaochang ZHANG ; Chi LIU ; Dexiu WANG ; Zhuo CHEN ; Yan LYU ; Haiyan XIAO ; Weiyi LIU ; Yonggang XU ; Xiupeng YANG ; Rou MA ; Xudong TANG
Journal of Beijing University of Traditional Chinese Medicine 2025;48(9):1211-1221
Objective To explore the clinical characteristics of myelodysplastic syndrome(MDS)with U2 small nuclear RNA cofactor 1(U2AF1)mutation in different age groups,as well as the efficacy and prognosis of an arsenic-containing traditional Chinese medicine(TCM)compound prescription(Qinghuang Capsules combined with Bushen Yijing Formula).Methods A retrospective analysis was conducted on the clinical data of patients with MDS who were hospitalized in the Hematology Department Ward of Xiyuan Hospital,China Academy of Chinese Medical Sciences,and received arsenic-containing TCM compound treatment from November 30,2020,to September 30,2023.Stratified by age,the U2AF1 mutation and wild-type groups aged<65 years and≥65 years were compared in terms of sex,TCM syndrome,World Health Organization classification,MDS Revised International Prognostic Score System(IPSS-R)score,blood routine indicators,serum lactate dehydrogenase content,nephroblastoma 1(WT1)expression level,bone marrow puncture and biopsy indicators,and chromosomal prognostic grades,et al.Furthermore,the efficacy of arsenic-containing TCM compound were compared in the U2AF1 mutation and wild-type groups among different age groups,as well as the influence of age on the survival prognosis of MDS patients with U2AF1 mutation.Results A total of 201 patients with MDS were included.104 patients were under 65 years old,among whom 20 had U2AF1 mutation,and 84 had wild-type.Ninety-seven patients were aged 65 years or older,among whom 19 patients had the U2AF1 mutation and 78 had the wild-type.Among patients aged<65 years,the U2AF1 mutation group had a higher proportion of male patients and very low-risk/low-risk patients with an IPSS-R score≤3(P<0.05),a lower mean corpuscular volume(MCV)(P<0.05),and a relatively higher proportion of peripheral blood cell line 1 reduction than the wild-type group(P<0.05).Among patients aged≥65 years,the MCV in the U2AF1 mutation group was lower(P<0.05),and the expression level of the bone marrow WT1 gene and the proportion of patients with reticular fiber grade 4 were relatively higher than in the wild-type group(P<0.05).The total effective rate of the arsenic-containing TCM compound for patients with U2AF1 mutation was 61.5%(24/39),and the total response rate was 30.8%(12/39).The total effective rate for the wild-type patients was 67.9%(110/162),and the total response rate was 29.6%(48/162).No significant difference was observed in the total effective and response rates.Kaplan-Meier survival analysis of 39 patients with U2AF1 mutation revealed that the median overall survival(mOS)of patients older than 65 years had not been reached.The 1-,2-,and 3-year survival rates were 93.8%,84.4%,and 84.4%,respectively.The mOS of the patients aged≥65 years was 35 months(95%confidence interval[CI]:7.559-62.441),and the 1-,2-,and 3-year survival rates were 66.2%,58.9%,and 29.4%,respectively.The mOS of patients in the aged≥65 years group was significantly lower than that in the aged<65 years group(P<0.05),and no significant difference was observed in median progression-free survival between the two groups.Conclusion The U2AF1 mutation is closely associated with the clinical characteristics of MDS.However,age and the presence of U2AF1 mutation have no significant effect on the total effective and response rates of arsenic-containing TCM compound.Age is a significant factor influencing the prognosis of patients with MDS with U2AF1 mutation.Patients aged 65 years or older have a shorter survival time than those younger than 65 years.
5.Feasibility study of using clinical trial individual-level data sample bank as external control to support drug and device development:taking transcatheter aortic valve replacement device as an example
Xiao-ying LIN ; Chi-lie DANZENG ; Duo-er WANG ; Ying-xuan ZHU ; Ye LU ; Fan GAO ; Yuan-xin LI ; Meng-zhu SU ; Zi-long ZHANG ; Min CHEN ; Qi-ze LI ; Ru JIANG ; Yan-yan ZHAO ; Yang WANG
Chinese Journal of Interventional Cardiology 2025;33(8):459-466
Objective To explore the feasibility and corresponding implementation methods of constructing a sample resource bank based on individual-level data of completed clinical trials and using it to construct external controls for drug/device clinical trials.Methods Taking the pre-marketing clinical trial of transcatheter active valve replacement(TAVR)for the treatment of aortic valve stenosis as an example,the individual-level databases of multiple trials were standardized to form a sample bank.The original data of any trial in the sample bank were selected as the experimental group,and the remaining samples were selected as the control group.The potential confounding was handled by using the propensity score matching and stratification methods to clarify the process of constructing external controls based on the sample bank of individual-level data of clinical trials.Results This study included individual-level data of single-group trials of 4 TAVR devices,with a total of 569 subjects(59.2%male).The number of subjects in Trials 1 to 4 was 120,120,163,and 166,respectively.Propensity score matching enabled the matching of 113,117,125,and 147 subjects with comparable or similar characteristics from individual-level data from other trials,respectively,demonstrating a high matching success rate.The PS score distribution plot after stratification showed that the proportions of subjects in the experimental and control groups in strata 1 to 5 in scheme 1 were 4/103,11/103,22/92,32/87,and 51/64,respectively.For all constructed external controlled trials,a certain number of control samples with similar baseline characteristics to the experimental groups were distributed within each propensity score stratum.The results of the simulation test also reflected the potential differences between different devices in the 12-month all-cause mortality rate.Conclusions The sample bank constructed with individual-level data from clinical trials,as a high-quality data source,can serve as a source of external control for single-arm trials in the same field,and as a useful supplement to the external control scenario of real-world evidence to support drug and device development.At the same time,targeted research on research methods and bias control measures in related fields is also needed.
6.Phosphatidylinositol 3-kinases Play a Suppressive Role in Electrotaxis of Dictyostelium Cells Through Akt and ERK
Xiao-Xue GE ; Rui-Da JIANG ; Xiao-Yan WANG ; Jing GAO ; Run-Chi GAO
Progress in Biochemistry and Biophysics 2024;51(3):685-695
ObjectivePhosphatidylinositol 3 kinases (PI3Ks) play an important role in cell directional movement by regulating F-actin. However, the structure and function of PI3Ks are complex. The role of PI3Ks in cell electrotaxis is not fully understood. Therefore, in this study, the model organism Dictyostelium discoideum cells were used as experimental materials to explore the role of PI3K1 and PI3K2 in electrotaxis. MethodsFirstly, PI3K1 coding gene pikA knockout mutant and PI3K2 coding gene pikB knockout mutant were constructed by CRISPR/Cas9 system. Secondly, two mutants were placed in a DC electric field with a strength of 12 V/cm and the electrotaxis were analyzed. ResultsData analysis showed that the direction index of wild-type cells in DC electric field was (0.86±0.03), while the direction index of pikA- and pikB- mutants in DC electric field was (0.95±0.02) and (0.94±0.03), respectively. In addition, the average trajectory speed of wild-type cells in the electric field was (3.34±0.08) μm/min, while the average trajectory speed of pikA- and pikB- mutants were (4.85±0.20) μm/min and (5.48±0.15) μm/min, respectively. The t test showed that there were significant differences in the directedness index and speed between the mutant and wild type. Western blot results showed that both phosphorylated Akt and phosphorylated ERK were significantly increased in pikA- and pikB- mutants. ConclusionPI3K1 and PI3K2 may inhibit the electrotaxis of Dictyostelium discoideum cells by increasing the activity of Akt and ERK.
7.Clinical management of refractory prolactinomas:stone to sharpen yan,blunt for profit
Rui-Feng WANG ; Xiao-Zhen YE ; Jian-Rui LI ; Jing LI ; Jia-Liang LI ; Zi-Xiang CONG ; Yan LU ; Nan WU ; Yi-Feng GE ; Chi-Yuan MA ; Jia-Qing SHAO
Medical Journal of Chinese People's Liberation Army 2024;49(11):1237-1243
Refractory prolactinoma is the most common pituitary neuroendocrine tumor.Dopamine receptor agonists(DA)are the primary choice for drug treatment.Most patients with prolactinomas respond well to DA.However,a minority of prolactinomas patients still show resistance to DA.Although drug-resistant and refractory prolactinomas are rare in clinical practice,their treatment is extremely challenging.Even a combination of drug therapy,multiple surgeries,and radiotherapy may not yield satisfactory outcomes.Therefore,standardizing the diagnosis and treatment process and pathway for refractory prolactionmas and exploring more effective multidisciplinary collaborative treatment strategies are urgent problems to be solved.In the clinical management of refractory prolactinomas,it is often necessary to consider the patient's condition comprehensively,replace other types of DA,or consider surgery,radiotherapy,and immunotherapy,which requires multidisciplinary diagnosis and treatment.This review synthesizes the latest literature at home and abroad to systematically discuss the latest advances in drug therapy,surgery,and radiotherapy treatments for refractory prolactionmas,aiming to provide new ideas for basic research,clinical diagnosis and treatment.
8.Progress in non-pharmacological strategies of heart failure with preserved ejection fraction
Xiao-Ming XU ; Yun-Long XIA ; Lin-Ying XIA ; Yong-Zhen GUO ; Quan-Chi LIU ; Xue HAN ; Wen-Jun YAN
Chinese Journal of Interventional Cardiology 2024;32(9):528-534
Heart failure with preserved ejection fraction(HFpEF)is a highly heterogeneous systemic condition and represents the predominant form of heart heart failure(HF)worldwide.Current pharmacotherapies for HFpEF are limited and lack specific targeted drugs.Recent studies suggest that non-pharmacological strategies serve as adjuncts to conventional pharmacological treatment,offering improvements in symptoms,quality of life,and reducing the risk of rehospitalization for HF in patients with HFpEF.These strategies include CD34 stem cell transplantation,the greater splanchnic nerve ablation,atrial septal shunting,atrial pacing,myocardial contractility modulation,left ventricular expander,baroreceptor stimulation,and others.This review comprehensively summarizes the latest clinical evidence on non-pharmacological treatments for HFpEF,with the aim of advancing the understanding of treatment strategies for this condition.
9.Anatomical classification of and laparoscopic surgery for left-sided colorectal cancer with persistent descending mesocolon.
Sheng Hui HUANG ; Pan CHI ; Ying HUANG ; Xiao Jie WANG ; Ming Hong CHEN ; Yan Wu SUN ; Hui Ming LIN ; Wei Zhong JIANG
Chinese Journal of Gastrointestinal Surgery 2023;26(7):668-674
Objective: To investigate anatomical morphology and classification of persistent descending mesocolon (PDM) in patients with left-sided colorectal cancer, as well as the safety of laparoscopic radical surgery for these patients. Methods: This is a descriptive study of case series. Relevant clinical data of 995 patients with left colon and rectal cancer who had undergone radical surgery in Fujian Medical University Union Hospital from July 2021 to September 2022 were extracted from the colorectal surgery database of our institution and retrospectively analyzed. Twenty-four (2.4%) were identified as PDM and their imaging data and intra-operative videos were reviewed. We determined the distribution and morphology of the descending colon and mesocolon, and evaluated the feasibility and complications of laparoscopic surgery. We classified PDM according to its anatomical characteristics as follows: Type 0: PDM combined with malrotation of the midgut or persistent ascending mesocolon; Type 1: unfixed mesocolon at the junction between transverse and descending colon; Type 2: PDM with descending colon shifted medially (Type 2A) or to the right side (Type 2B) of the abdominal aorta at the level of the origin of the inferior mesentery artery (IMA); and Type 3: the mesocolon of the descending-sigmoid junction unfixed and the descending colon shifted medially and caudally to the origin of IMA. Results: The diagnosis of PDM was determined based on preoperative imaging findings in 9 of the 24 patients (37.5%) with left-sided colorectal cancer, while the remaining diagnoses were made during intraoperative assessment. Among 24 patients, 22 were male and 2 were female. The mean age was (63±9) years. We classified PDM as follows: Type 0 accounted for 4.2% (1/24); Type 1 for 8.3% (2/24); Types 2A and 2B for 37.5% (9/24) and 25.0% (6/24), respectively; and Type 3 accounted for 25.0% (6/24). All patients with PDM had adhesions of the mesocolon that required adhesiolysis. Additionally, 20 (83.3%) of them had adhesions between the mesentery of the ileum and colon. Twelve patients (50.0%) required mobilization of the splenic flexure. The inferior mesenteric artery branches had a common trunk in 14 patients (58.3%). Twenty-four patients underwent D3 surgery without conversion to laparotomy; the origin of the IMA being preserved in 22 (91.7%) of them. Proximal colon ischemia occurred intraoperatively in two patients (8.3%) who had undergone high ligation at the origin of the IMA. One of these patients had a juxta-anal low rectal cancer and underwent intersphincteric abdominoperineal resection because of poor preoperative anal function. Laparoscopic subtotal colectomy was considered necessary for the other patient. The duration of surgery was (260±100) minutes and the median estimated blood loss was 50 (20-200) mL. The median number of No. 253 lymph nodes harvested was 3 (0-20), and one patient (4.2%) had No.253 nodal metastases. The median postoperative hospital stay was 8 (4-23) days, and the incidence of complications 16.7% (4/24). There were no instances of postoperative colon ischemia or necrosis observed. One patient (4.2%) with stage IIA rectal cancer developed Grade B (Clavien-Dindo III) anastomotic leak and underwent elective ileostomy. The other complications were Grade I-II. Conclusions: PDM is frequently associated with mesenteric adhesions. Our proposed classification can assist surgeons in identifying the descending colon and mesocolon during adhesion lysis in laparoscopic surgery. It is crucial to protect the colorectal blood supply at the resection margin to minimize the need for unplanned extended colectomy, the Hartmann procedure, or permanent stomas.
Humans
;
Male
;
Female
;
Middle Aged
;
Aged
;
Mesocolon/surgery*
;
Retrospective Studies
;
Laparoscopy/methods*
;
Rectal Neoplasms/surgery*
;
Colectomy/methods*
;
Ischemia
10.Mediating effect of self-efficacy on self-management ability and self-management behavior in patients with type 2 diabetes mellitus.
Xiao Yue ZHANG ; Yu Xin LIN ; Ying JIANG ; Lan Chao ZHANG ; Mang Yan DONG ; Hai Yi CHI ; Hao Yu DONG ; Li Jun MA ; Zhi Jing LI ; Chun CHANG
Journal of Peking University(Health Sciences) 2023;55(3):450-455
OBJECTIVE:
To investigate the mechanism of self-efficacy between self-management ability and self-management behavior and its differences among patients with different disease courses through mediation tests.
METHODS:
In the study, 489 patients with type 2 diabetes who attended the endocrinology departments of four hospitals in Shanxi Province and Inner Mongolia Autonomous Region from July to September 2022 were enrolled as the study population. They were investigated by General Information Questionnaire, Diabetes Self-Management Scale, Chinese version of Diabetes Empowerment Simplified Scale, and Diabetes Self-Efficacy Scale. Mediation analyses were performed using the linear regression model, Sobel test, and Bootstrap test in the software Stata version 15.0 and divided the patients into different disease course groups for subgroup analysis according to whether the disease course was > 5 years.
RESULTS:
In this study, the score of self-management behavior in the patients with type 2 diabetes was 6.16±1.41, the score of self-management ability was 3.99±0.74, and the score of self-efficacy was 7.05±1.90. The results of the study showed that self-efficacy was positively correlated with self-management ability (r=0.33) as well as self-management behavior (r=0.47) in the patients with type 2 diabetes (P < 0.01). The mediating effect of self-efficacy accounted for 38.28% of the total effect of self-management ability on self-management behaviors and was higher in the behaviors of blood glucose monitoring (43.45%) and diet control (52.63%). The mediating effect of self-efficacy accounted for approximately 40.99% of the total effect for the patients with disease course ≤ 5 years, while for the patients with disease course > 5 years, the mediating effect accounted for 39.20% of the total effect.
CONCLUSION
Self-efficacy enhanced the effect of self-management ability on the behavior of the patients with type 2 diabetes, and this positive effect was more significant for the patients with shorter disease course. Targeted health education should be carried out to enhance patients' self-efficacy and self-management ability according to their disease characteristics, to stimulate their inner action, to promote the development of their self-management behaviors, and to form a more stable and long-term mechanism for disease management.
Humans
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Diabetes Mellitus, Type 2/therapy*
;
Self Efficacy
;
Self-Management
;
Blood Glucose Self-Monitoring
;
Blood Glucose
;
Self Care

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