1.Expression of OLFML2A in acute leukemia patients and its diagnostic and prognostic evaluation value
Yao HE ; Jinlian LI ; Xuan LU ; Wanchuan ZHUANG ; Xingxing CHAI
Journal of Leukemia & Lymphoma 2025;34(2):73-79
Objective:To investigate the transcriptional level expression of olfactomedin-like protein 2A (OLFML2A) in peripheral blood of patients with acute leukemia (AL) and its diagnostic and prognostic evaluation value.Methods:A retrospective cohort study was conducted. A total of 34 patients with AL (AL group) admitted to the Second People's Hospital of Lianyungang from January 2019 to March 2023 were selected, including 26 cases of acute myeloid leukemia (AML) (non-acute promyelocytic leukemia) and 8 cases of acute lymphoblastic leukemia (ALL). Another 15 healthy subjects who underwent the physical examination during the same period were selected as the healthy control group. Among 26 patients with AML, 18 were males and 8 were females. The median age [ M (IQR)] was 59 (9) years; 5 cases relapsed. Among 8 patients with ALL, 4 were males and 4 were females. The median age was 48 (12) years; 1 case relapsed. Real-time fluorescence quantitative polymerase chain reaction (qPCR) medthod was used to detect the relative expression level of OLFML2A mRNA in peripheral blood of each group. The relative expression levels of OLFML2A mRNA among the different patients stratified by clinicopathological factors were compared. Taking bone marrow smear cytology or bone marrow biopsy as the gold standard, receiver operating characteristic (ROC) curve was used to analyze the diagnostic effect of the relative expression level of OLFML2A mRNA on AML and ALL. According to the median relative expression level of OLFML2A mRNA in AL patients, the patients were divided into the high expression of OLFML2A mRNA (≥ the median) and the low expression of OLFML2A mRNA (< the median) groups. Progression-free survival (PFS) and overall survival (OS) of both groups were analyzed by using Kaplan-Meier curve. The log-rank test was used for comparison between groups. Results:The median relative expression level of OLFML2A mRNA in AL group was higher than that in the healthy control group [3.53 (8.19) vs. 0.27 (0.23)], and the difference was statistically significant ( Z = 4.38, P < 0.001). The median relative expression level of OLFML2A mRNA in AML group was higher than that in ALL group [4.92, (9.80) vs. 1.60 (4.35)], which were higher than that in the healthy control group; and the differences were statistically significant (all P < 0.05). There were statistically significant differences in the relative expression level of OLFML2A mRNA among AML patients with different prognosis risk stratification, fusion gene positive or not, whether there was chromosome abnormality, and whether the average daily hospitalization cost was < 2 500 yuan (all P < 0.05). There were statistically significant differences in the relative expression level of OLFML2A mRNA among ALL patients with different prognostic risk stratification, whether there was fusion gene and whether there was chromosome abnormality (all P < 0.05). ROC curve analysis showed that the area under the curve for the diagnosis of AML based on the relative expression level of OLFML2A mRNA was 0.936 (95% CI: 0.862-1.000), and the optimal cut-off value was 0.780; the area under the curve for the diagnosis ALL was 0.767 (95% CI: 0.535-0.998), and the optimal cut-off value was 0.558. Kaplan-Meier survival curve analysis showed that the 3-year PSF rate in AL patients with high expression of OLFML2A mRNA (17 cases) and low expression of OLFML2A mRNA was 20.5% and 30.6%, respectively, and PFS in AL patients with low expression of OLFML2A mRNA was superior to those with high expression, and the difference was statistically significant ( χ2 = 4.64, P = 0.031). The 3-year OS rates in AL patients with high and low expression of OLFML2A mRNA was 40.4% and 33.3%, respectively, and there was no statistically significant difference in OS between the 2 groups ( χ2 = 1.55, P = 0.213). Conclusions:The relative expression level of OLFML2A mRNA is high in AL patients, and it is more significant in AML patients. The level of OLFML2A gene has a certain value in the diagnostic and prognostic evaluation of AL.
2.Therapeutic effect of Cornus Cervi Colla on steroid-induced osteonecrosis of the femoral head in rat models:fecal metabolomics analysis
Jinlian CHAI ; Tiefeng SUN ; Wei LI ; Bochun ZHANG ; Guangzheng LI ; Zhongqi ZHOU ; Xuezhen LIANG ; Ping WANG
Chinese Journal of Tissue Engineering Research 2025;29(29):6187-6197
BACKGROUND:Previous studies by the research group have shown that core proteoglycan in Cornus Cervi Col la can enter the bone,promote the proliferation and osteogenic differentiation of bone marrow mesenchymal stem cells,and has a good repair effect on steroid-induced osteonecrosis of the femoral head.OBJECTIVE:To investigate the therapeutic effect and potential mechanism of Cornus Cervi Colla on steroid-induced osteonecrosis of the femoral head in rats by fecal non-targeted fecal metabolomics.METHODS:Thirty SD rats were randomly divided into three groups using a random number table method:the control group(n=10)was injected with normal saline into the right gluteal muscle(injected on the first 3 days of each week for 3 consecutive weeks),and was given pure water gavage(once a day for 6 consecutive weeks).The model group(n=10)was injected with methylprednisolone sodium succinate into the right gluteal muscle(injected on the first 3 days of each week for 3 consecutive weeks)to establish a steroid-induced osteonecrosis of the femoral head model,and was given pure water gavage(once a day for 6 consecutive weeks).The Cornus Cervi Co I la group(n=10)was also established with a steroid-induced osteonecrosis of the femoral head model,and was given Cornus Cervi Col la gavage(once a day for 6 consecutive weeks).After gavage,cecal feces and femoral heads were collected for fecal metabolomics analysis and bone tissue Micro-CT and hematoxylin-eosin staining,respectively.RESULTS AND CONCLUSION:(1)Metabolomics analysis results showed that there were 233 differential metabolites between the Cornus Cervi Col la and model groups,with 65 significantly differing and clearly annotated metabolites.Lipid and amino acid metabolites were significantly increased,with bile acids,sulfated steroids,ephedrine,hypoxanthine,betaine,L-carnitine,B-mouse bile acid,cytidine,4-pyridoxic acid,taurine,N-acetyl-d-glucosamine,and butyric acid being the most impacted(variable weight value VIP>5).The metabolic pathways of taurine and hypotaurine were crucial in the metabolic regulatory network(pathway impact=0.428 57).(2)Micro-CT scanning results of bone tissue showed that the femoral heads of rats in the model group and the Cornus Cervi Col la group had different degrees of damage;the femoral head contour was irregular;the trabeculae in the subchondral bone of the femoral head were missing and disordered,and some cystic structures were visible.Compared with the model group,the degree of trabecular damage in the rats of the Cornus Cervi Colla group was milder.Hematoxylin-eosin staining results showed that the trabeculae in the subchondral bone of the femoral heads of rats in the model group and the Cornus Cervi Colla group were sparse or interrupted,and the empty bone lacuna rate and adipocyte invasion were increased.Compared with the model group,the empty bone lacuna rate and adipocyte invasion in the subchondral bone of the femoral heads of rats in the Cornus Cervi Colla group were reduced.(3)These results conclude that Cornus Cervi Colla potentially mitigates steroid-induced osteonecrosis of the femoral head through the metabolic processes involving taurine and associated pathways.
3.Cathepsins and osteonecrosis:analysis based on European samples from the FinnGen Database and IEU OpenGWAS Database
Jinlian CHAI ; Tiefeng SUN ; Wei LI ; Bochun ZHANG ; Guangzheng LI ; Xuekun SHAO ; Ping WANG ; Xuezhen LIANG
Chinese Journal of Tissue Engineering Research 2025;29(24):5254-5262
BACKGROUND:Osteonecrosis is an orthopedic disease that severely limits joint function,with complex pathogenesis involving multiple risk factors.Cathepsins,as a class of enzymes that play a key role in bone metabolism,are closely related to the proliferation,differentiation of bone cells,and remodeling of the bone matrix.However,previous studies have mostly focused on descriptive analyses,lacking direct evidence of causal relationships.OBJECTIVE:To clarify the potential causal relationship between cathepsins and osteonecrosis and to explore their possible mechanisms by analyzing large-scale sample data from the FinnGen database.METHODS:We obtained osteonecrosis-related data from the FinnGen database,including R9(a total of 359 399 samples:1 385 cases and 358 014 controls)and R10 versions(a total of 392 580 samples:1 543 cases and 391 037 controls).Single nucleotide polymorphisms associated with nine cathepsins(cathepsin B,E,F,G,H,O,S,L2,and Z)were acquired from a previous study(3 301 individuals).Univariate Mendelian randomization,reverse univariate Mendelian randomization,and multivariate Mendelian randomization analyses were conducted using the inverse variance weighted method,MR-Egger method,weighted median method,simple mode method,and weighted mode method.Initially,Mendelian randomization analysis was performed using osteonecrosis data from R9.Additionally,sensitivity analyses were conducted using Cochran's Q test,MR-Egger intercept,MR-PRESSO global test,and leave-one-out analysis to check for horizontal pleiotropy and heterogeneity.Subsequently,a validation analysis study was carried out on the R10 dataset,and a meta-analysis was conducted to combine the two datasets to explore the joint effect.RESULTS AND CONCLUSION:Univariate Mendelian randomization analysis results showed that higher levels of cathepsin B were significantly associated with a reduced risk of osteonecrosis(inverse variance weighted:odds ratio(OR)=0.865,95%confidence interval(CI):0.762-0.982,P=0.025),and no reverse causal relationship was found between the nine cathepsins and osteonecrosis(P>0.05).These associations were validated by meta-analysis.Multivariate analysis,using the nine cathepsins as covariates,revealed a reverse causal relationship between the levels of cathepsin Band the risk of osteonecrosis(inverse variance weighted:OR=0.8710,95%CI:0.761-0.997,P=0.045),consistent with the results before adjustment.Sensitivity analyses based on heterogeneity and horizontal pleiotropy suggested that the results were relatively robust.This study suggests that there is a causal relationship between high levels of cathepsin B and the reduced risk of osteonecrosis,and it may serve as a biomarker for osteonecrosis,providing new directions and insights for the diagnosis and treatment of osteonecrosis.Although this study is based on data analysis of European populations,these findings have important implications for Chinese biomedical research,especially in understanding disease mechanisms,developing biomarkers,and formulating treatment strategies.They also encourage similar studies conducted on Chinese populations to explore the impact of racial and genetic background differences on the occurrence of osteonecrosis.
4.Therapeutic effect of Cornus Cervi Colla on steroid-induced osteonecrosis of the femoral head in rat models:fecal metabolomics analysis
Jinlian CHAI ; Tiefeng SUN ; Wei LI ; Bochun ZHANG ; Guangzheng LI ; Zhongqi ZHOU ; Xuezhen LIANG ; Ping WANG
Chinese Journal of Tissue Engineering Research 2025;29(29):6187-6197
BACKGROUND:Previous studies by the research group have shown that core proteoglycan in Cornus Cervi Col la can enter the bone,promote the proliferation and osteogenic differentiation of bone marrow mesenchymal stem cells,and has a good repair effect on steroid-induced osteonecrosis of the femoral head.OBJECTIVE:To investigate the therapeutic effect and potential mechanism of Cornus Cervi Colla on steroid-induced osteonecrosis of the femoral head in rats by fecal non-targeted fecal metabolomics.METHODS:Thirty SD rats were randomly divided into three groups using a random number table method:the control group(n=10)was injected with normal saline into the right gluteal muscle(injected on the first 3 days of each week for 3 consecutive weeks),and was given pure water gavage(once a day for 6 consecutive weeks).The model group(n=10)was injected with methylprednisolone sodium succinate into the right gluteal muscle(injected on the first 3 days of each week for 3 consecutive weeks)to establish a steroid-induced osteonecrosis of the femoral head model,and was given pure water gavage(once a day for 6 consecutive weeks).The Cornus Cervi Co I la group(n=10)was also established with a steroid-induced osteonecrosis of the femoral head model,and was given Cornus Cervi Col la gavage(once a day for 6 consecutive weeks).After gavage,cecal feces and femoral heads were collected for fecal metabolomics analysis and bone tissue Micro-CT and hematoxylin-eosin staining,respectively.RESULTS AND CONCLUSION:(1)Metabolomics analysis results showed that there were 233 differential metabolites between the Cornus Cervi Col la and model groups,with 65 significantly differing and clearly annotated metabolites.Lipid and amino acid metabolites were significantly increased,with bile acids,sulfated steroids,ephedrine,hypoxanthine,betaine,L-carnitine,B-mouse bile acid,cytidine,4-pyridoxic acid,taurine,N-acetyl-d-glucosamine,and butyric acid being the most impacted(variable weight value VIP>5).The metabolic pathways of taurine and hypotaurine were crucial in the metabolic regulatory network(pathway impact=0.428 57).(2)Micro-CT scanning results of bone tissue showed that the femoral heads of rats in the model group and the Cornus Cervi Col la group had different degrees of damage;the femoral head contour was irregular;the trabeculae in the subchondral bone of the femoral head were missing and disordered,and some cystic structures were visible.Compared with the model group,the degree of trabecular damage in the rats of the Cornus Cervi Colla group was milder.Hematoxylin-eosin staining results showed that the trabeculae in the subchondral bone of the femoral heads of rats in the model group and the Cornus Cervi Colla group were sparse or interrupted,and the empty bone lacuna rate and adipocyte invasion were increased.Compared with the model group,the empty bone lacuna rate and adipocyte invasion in the subchondral bone of the femoral heads of rats in the Cornus Cervi Colla group were reduced.(3)These results conclude that Cornus Cervi Colla potentially mitigates steroid-induced osteonecrosis of the femoral head through the metabolic processes involving taurine and associated pathways.
5.Cathepsins and osteonecrosis:analysis based on European samples from the FinnGen Database and IEU OpenGWAS Database
Jinlian CHAI ; Tiefeng SUN ; Wei LI ; Bochun ZHANG ; Guangzheng LI ; Xuekun SHAO ; Ping WANG ; Xuezhen LIANG
Chinese Journal of Tissue Engineering Research 2025;29(24):5254-5262
BACKGROUND:Osteonecrosis is an orthopedic disease that severely limits joint function,with complex pathogenesis involving multiple risk factors.Cathepsins,as a class of enzymes that play a key role in bone metabolism,are closely related to the proliferation,differentiation of bone cells,and remodeling of the bone matrix.However,previous studies have mostly focused on descriptive analyses,lacking direct evidence of causal relationships.OBJECTIVE:To clarify the potential causal relationship between cathepsins and osteonecrosis and to explore their possible mechanisms by analyzing large-scale sample data from the FinnGen database.METHODS:We obtained osteonecrosis-related data from the FinnGen database,including R9(a total of 359 399 samples:1 385 cases and 358 014 controls)and R10 versions(a total of 392 580 samples:1 543 cases and 391 037 controls).Single nucleotide polymorphisms associated with nine cathepsins(cathepsin B,E,F,G,H,O,S,L2,and Z)were acquired from a previous study(3 301 individuals).Univariate Mendelian randomization,reverse univariate Mendelian randomization,and multivariate Mendelian randomization analyses were conducted using the inverse variance weighted method,MR-Egger method,weighted median method,simple mode method,and weighted mode method.Initially,Mendelian randomization analysis was performed using osteonecrosis data from R9.Additionally,sensitivity analyses were conducted using Cochran's Q test,MR-Egger intercept,MR-PRESSO global test,and leave-one-out analysis to check for horizontal pleiotropy and heterogeneity.Subsequently,a validation analysis study was carried out on the R10 dataset,and a meta-analysis was conducted to combine the two datasets to explore the joint effect.RESULTS AND CONCLUSION:Univariate Mendelian randomization analysis results showed that higher levels of cathepsin B were significantly associated with a reduced risk of osteonecrosis(inverse variance weighted:odds ratio(OR)=0.865,95%confidence interval(CI):0.762-0.982,P=0.025),and no reverse causal relationship was found between the nine cathepsins and osteonecrosis(P>0.05).These associations were validated by meta-analysis.Multivariate analysis,using the nine cathepsins as covariates,revealed a reverse causal relationship between the levels of cathepsin Band the risk of osteonecrosis(inverse variance weighted:OR=0.8710,95%CI:0.761-0.997,P=0.045),consistent with the results before adjustment.Sensitivity analyses based on heterogeneity and horizontal pleiotropy suggested that the results were relatively robust.This study suggests that there is a causal relationship between high levels of cathepsin B and the reduced risk of osteonecrosis,and it may serve as a biomarker for osteonecrosis,providing new directions and insights for the diagnosis and treatment of osteonecrosis.Although this study is based on data analysis of European populations,these findings have important implications for Chinese biomedical research,especially in understanding disease mechanisms,developing biomarkers,and formulating treatment strategies.They also encourage similar studies conducted on Chinese populations to explore the impact of racial and genetic background differences on the occurrence of osteonecrosis.
6.Gut microbiota and drug-associated osteonecrosis:a two-sample Mendelian randomization study
Jinlian CHAI ; Shudong LI ; Wei LI ; Haitao DU ; Limin DONG ; Xuezhen LIANG ; Ping WANG
Chinese Journal of Tissue Engineering Research 2024;28(27):4325-4331
BACKGROUND:Osteonecrosis due to drugs is a serious adverse reaction occurring after the application of such drugs.Increasing evidence suggests that the gut microbiota composition is associated with osteonecrosis due to drugs.However,the causal relationship of the gut microbiota to osteonecrosis due to drugs is still unclear. OBJECTIVE:To evaluate the potential causal relationship between the gut microbiota and the risk of osteonecrosis due to drugs using the Mendelian randomization method. METHODS:A two-sample Mendelian randomization study was performed using the summary statistics of gut microbiota from the largest available genome-wide association study meta-analysis(n=13 266)conducted by the MiBioGen consortium as well as the summary statistics of osteonecrosis due to drugs obtained from the FinnGen consortium R9 release data(264 cases and 377 013 controls).Inverse variance weighted,MR-Egger,weighted median,weighted model and simple model were used to examine the causal association between gut microbiota and osteonecrosis due to drugs.Sensitivity analysis was used to test whether the results of the Mendelian randomization analysis were reliable.Reverse Mendelian randomization analysis was performed on all the bacteria as an outcome for effect analysis and sensitivity analysis. RESULTS AND CONCLUSION:Inverse variance weighted estimates suggested that Lentisphaerae(phylum),Lentisphaeria(class),Melainabacteria(class),Gastranaerophilales(order),Rhodospirillales(order),Victivallales(order)and Bifidobacterium(genus)had protective causal effects on osteonecrosis due to drugs.Methanobacteria(class),Bacillales(order),Methanobacteriaceae(family),Lachnospiraceae(family),Methanobacteriales(order),Holdemania(genus),Holdemania(UCG010 group)(genus),Odoribacter(genus)and Tyzzerella3(genus)had negative causal effects on osteonecrosis due to drugs.According to the results of reverse Mendelian randomization analysis,Clostridiaceae1(family),Peptostreptococcaceae(family),Streptococcaceae(family),Clostridiumsensustricto1(genus)and Streptococcus(genus)showed negative causal effects on osteonecrosis due to drugs.However,Eisenbergiella(genus)showed protective causal effects on osteonecrosis due to drugs.None of the bidirectional sensitivity analysis revealed heterogeneity or horizontal pleiotropy.When gut microbiota were used as exposure and osteonecrosis due to drugs as the outcome,Mendelian randomization analysis found that seven bacterial traits were positively correlated to osteonecrosis due to drugs,nine bacterial traits were negatively related to osteonecrosis due to drugs.When osteonecrosis due to drugs were used as exposure and gut microbiota as the outcome,reverse Mendelian randomization analysis found a negative correlated relationship with five bacterial traits and a positive causal relationship with one bacterial trait.By changing the diversity and composition of gut microbiota,it is expected to improve the incidence and prognosis of osteonecrosis due to drugs,providing new ideas for the study of orthopedic diseases.
7.Causal association of micronutrients with osteonecrosis:evidence from a bidirectional Mendelian randomization trial
Wei LI ; Jinlian CHAI ; Haifeng JIA ; Hanzheng LI ; Tiefeng SUN ; Xuezhen LIANG
Chinese Journal of Tissue Engineering Research 2024;33(33):5308-5314
BACKGROUND:Osteonecrosis is a common refractory disease in clinical practice,and observational studies have suggested that micronutrients may have a prognostic role in osteonecrosis.However,the specific causal association between micronutrients and osteonecrosis is not known. OBJECTIVE:To explore the causal association between micronutrients and osteonecrosis by Mendelian randomization using summary data from a large population-based genome-wide association study(GWAS)for clinical diagnosis and treatment. METHODS:The required exposure and outcome data(calcium,magnesium,iron,vitamin E,carotenoids,retinol&osteonecrosis)were extracted from the IEU OpenGWAS database,GWAS catalog database,and FinnGen database.Data were analyzed by bidirectional Mendelian randomization with inverse-variance weighted as the primary study method,and weighted median method,simple mode method,weighted mode method,and MR-Egger regression to complement the results.The reliability of the data was then verified through sensitivity analyses. RESULTS AND CONCLUSION:(1)The results found a positive correlation between serum iron concentration and osteonecrosis,while no correlation was found for other micronutrients.There was no reverse causality in all the data.(2)The results of sensitivity analysis showed a robust causality.(3)By Mendelian randomization method,this study provided evidence of causality between serum iron concentration and osteonecrosis,and understanding the causality of micronutrient elements on osteonecrosis can help in the clinical diagnosis and treatment of osteonecrosis,which is of great clinical significance.
8.Efficacy and safety of pomalidomide combined with cyclophosphamide and dexamethasone in treatment of relapsed/refractory multiple myeloma
Xiangbiao FANG ; Xingxing CHAI ; Guihua ZHU ; Jinlian LI ; Yao HE ; Fanjing MENG ; Yanqiu XU ; Wanchuan ZHUANG
Cancer Research and Clinic 2023;35(4):252-257
Objective:To investigate the therapeutic effect and safety of pomadomide combined with cyclophosphamide and dexamethasone (PCD) in the treatment of relapsed/refractory multiple myeloma (MM).Methods:The clinical data of 20 relapsed/refractory MM patients receiving PCD regimen in the Second People's Hospital of Lianyungang Affiliated to Bengbu Medical College from March 2021 to June 2022 were retrospectively analyzed; and 29 relapsed/refractory MM patients receiving other regimens including DECP (dexamethasone+etoposide+cyclophosphamide+cisplatin, 13 cases) and VCD (bortezomib+ cyclophosphamide+ dexamethasone, 16 cases) during the same period were treated as the control group. The efficacy and adverse effects of both groups were compared after 4 cycles of treatment.Results:After 4 cycles of treatment, the overall response rate (ORR) and the clinical benefit rate (CBR) of 20 cases in PCD group was 70.0% (14/20) and 85.0% (17/20), respectively; among 20 cases, there were 5 cases of complete response (CR), 4 cases of very good partial remission (VGPR), 5 cases of partial remission (PR), 3 cases of minimal remission (MR), 2 cases of stable disease (SD), 1 case of the progression of the disease (PD). ORR and CBR of 29 cases in the control group was 41.4% (12/29) and 65.5% (19/29), respectively; among 29 cases, there were 2 cases of CR, 3 cases of VGPR, 7 cases of PR, 7 cases of MR, 5 cases of SD, 5 cases of PD. There was a statistically significant difference in ORR of both group ( χ2 = 3.89, P = 0.048), while the difference in CBR of both group was not statistically significant ( χ2 = 2.30, P = 0.129). There were 2 patients with renal impairment achieving CR in PCD group and 1 patient with renal impairment achieving CR in the control group ( P = 0.152); 1 genetically high-risk patient achieved CR in PCD group and none of patients in the control group achieved CR, and the difference was statistically significant ( P>0.05). The common hematological adverse effects of two groups were anemia, neutropenia, thrombocytopenia; the common non-hematological adverse effects were malaise, infection and fatigue, and the differences were statistically significant (all P>0.05). The incidence of grade 3-4 infection was 25.0% (5/20) in PCD group and the disease was under the control after anti-infective therapy, and the incidence of grade 3-4 infection was 24.1% (7/29) in the control group; and the difference was not statistically significant ( P > 0.05). Conclusions:PCD regimen has good clinical efficacy and safety in treatment of relapsed/refractory MM.
9.Analysis of the influence factors on research capacity of nursing staff
Jinlian CHENG ; Yinping CHU ; Shifan HAN ; Yangping CHAI ; Yinhe PAN
Chinese Journal of Hospital Administration 2010;26(12):934-939
Objective To identify main factors affecting the research capacity of nursing staff for efficient elevation of such a capacity. Methods 1000 persons were chosen in a random coded sampling for completion of questionnaires, including a general information questionnaire, research capacity self-assessment questionnaire, nursing professional value scale and work satisfaction scale for nursing staff. Results Main factors for the research capacity range from high to low the following: education, work satisfaction, training involvement, cognitive value, and nature of their employer. Beta values of such factors are found to be 0. 323, 0. 234, 0. 182,0. 064, and 0. 062 respectively. Conclusion Administrators of nursing staff need to focus on the development of the work values and satisfaction of nursing staff, on top of developing their research methodology and knowledge. This approach may encourage them to proactively involve in research activities.

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