1.Construction of a prediction model for early hormone remission after prolactinoma surgery based on machine learning
Yanxia DENG ; Jiahui LIU ; Jing XU ; Weijie WANG ; Kun SUN ; Lianshu DING ; Jian JIANG
Chinese Journal of Clinical Medicine 2026;33(3):406-413
Objective To explore factors associated with early postoperative hormonal remission in patients with prolactinoma and to develop prediction models based on clinical and radiological features. Methods Data from 107 patients with prolactinoma who underwent transsphenoidal surgery at The First People’s Hospital of Huai’an, Nanjing Medical University between January 2020 and December 2024 was collected, included general clinical characteristics, preoperative laboratory indicators, and imaging features. Based on whether early postoperative prolactin (PRL) levels normalized, patients were divided into a remission group (n=76) and a non-remission group (n=31). Univariate logistic regression was used for preliminary evaluation of candidate variables, followed by LASSO regression for feature selection. Multiple machine learning models were constructed, including logistic regression, random forest, support vector machine, K-nearest neighbors, naive Bayes, decision tree, neural network, and gradient boosting decision tree (GBDT). All models were trained and evaluated using ten-fold cross-validation, with comprehensive assessment of model performance based on the area under the ROC curve (AUC), accuracy, sensitivity, specificity, precision, and F1 score. Results The maximum diameter of tumors in the non remission group was larger than that in the remission group (P=0.019), and the incidence of tumor stroke and preoperative PRL levels were significantly higher than those in the remission group (P<0.001). Univariate analysis showed that sex, maximum tumor diameter, tumor stroke, and preoperative PRL levels were influencing factors for early postoperative hormone response in patients with prolactinoma (P<0.05). The comparison results of machine learning models show that the neural network model performs the best (AUC=0.921) and has good clinical application value, followed by the GBDT model (AUC=0.893) and the support vector machine model (AUC=0.884). Other models also show certain predictive ability. Conclusions Sex, preoperative PRL levels, maximum tumor diameter, Hounsfield unit value, and tumor stroke are important factors affecting early hormone response after prolactinoma surgery. The machine learning model constructed based on the above variables has good predictive performance, and performs the best and has good clinical application value.
2.Risk prediction models of recurrence after percutaneous endoscopic lumbar discectomy:a systematic review and meta-analysis
Weijie YU ; Dongdong CAO ; Tianci GUO ; Puyu NIU ; Jialin YANG ; Simin WANG ; Aifeng LIU
Chinese Journal of Tissue Engineering Research 2026;30(3):749-759
OBJECTIVE:Postoperative recurrence is a common complication of percutaneous endoscopic lumbar discectomy for lumbar disc herniation,which can significantly increase the risk of reoperation.A well-performing risk prediction model can help identify high-risk groups early and prevent postoperative recurrence.This study systematically evaluated the risk prediction model for postoperative recurrence after percutaneous endoscopic lumbar discectomy to provide a reference for surgical decision-making.METHODS:The PubMed,Embase,Web of Science,CNKI,WanFang Data,VIP,and CBM were electronically searched to collect studies on the recurrence risk prediction models after percutaneous endoscopic lumbar discectomy from inception to July 1,2024.Two reviewers independently screened the literature and extracted data.The models' risk of bias,applicability,and report quality were assessed using prediction model risk of bias assessment tool(PROBAST)and Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis or Diagnosis(TRIPOD)tools,respectively.Meta-analysis of postoperative recurrence rate of percutaneous endoscopic lumbar discectomy and related predictors was performed using Revman 5.4 software.RESULTS:(1)A total of 15 studies were included,all of which were retrospective studies,including 24 models for predicting the risk of recurrence after percutaneous endoscopic lumbar discectomy.(2)The PROBAST evaluation results indicated that all 15 studies exhibited a high risk of bias.Regarding applicability,two studies demonstrated a low risk,while 13 presented a high risk.(3)Regarding the TRIPOD reporting quality,the overall quality across the 15 studies was low.The primary reasons for this low compliance included the failure to report blinding,a lack of explanation for the sample size calculation method,lack of detailed description of missing data processing methods,and lack of information such as introduction to the model used.(4)Furthermore,the area under the receiver operating characteristic curve for the model ranged from 0.684 to 0.972,with the number of potential predictor variables varying from 15 to 28.(5)The results of meta-analysis showed that the postoperative recurrence rate of lumbar disc herniation patients treated with percutaneous endoscopic lumbar discectomy was 12%(95%CI=9.0%-15.0%),Modic changes(OR=6.72,95%CI=3.90-11.59),body mass index(OR=1.28,95%CI=1.10-1.49),work intensity(OR=3.22,95%CI=1.85-5.59),age(OR=2.28,95%CI=1.50-3.48),and smoking history(OR=2.65,95%CI=1.75-4.00)were independent influencing factors for postoperative recurrence of percutaneous endoscopic lumbar discectomy(all P<0.05).CONCLUSION:The overall predictive performance of the recurrence risk prediction models after percutaneous endoscopic lumbar discectomy is satisfactory;however,the model exhibits a high overall risk of bias and applicability,coupled with low reporting quality.Additionally,there is a lack of prospective research and external validation.Future,risk prediction models should consider factors such as Modic changes,body mass index,work intensity,age,and smoking history as potential predictors.
3.Risk prediction models of recurrence after percutaneous endoscopic lumbar discectomy:a systematic review and meta-analysis
Weijie YU ; Dongdong CAO ; Tianci GUO ; Puyu NIU ; Jialin YANG ; Simin WANG ; Aifeng LIU
Chinese Journal of Tissue Engineering Research 2026;30(3):749-759
OBJECTIVE:Postoperative recurrence is a common complication of percutaneous endoscopic lumbar discectomy for lumbar disc herniation,which can significantly increase the risk of reoperation.A well-performing risk prediction model can help identify high-risk groups early and prevent postoperative recurrence.This study systematically evaluated the risk prediction model for postoperative recurrence after percutaneous endoscopic lumbar discectomy to provide a reference for surgical decision-making.METHODS:The PubMed,Embase,Web of Science,CNKI,WanFang Data,VIP,and CBM were electronically searched to collect studies on the recurrence risk prediction models after percutaneous endoscopic lumbar discectomy from inception to July 1,2024.Two reviewers independently screened the literature and extracted data.The models' risk of bias,applicability,and report quality were assessed using prediction model risk of bias assessment tool(PROBAST)and Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis or Diagnosis(TRIPOD)tools,respectively.Meta-analysis of postoperative recurrence rate of percutaneous endoscopic lumbar discectomy and related predictors was performed using Revman 5.4 software.RESULTS:(1)A total of 15 studies were included,all of which were retrospective studies,including 24 models for predicting the risk of recurrence after percutaneous endoscopic lumbar discectomy.(2)The PROBAST evaluation results indicated that all 15 studies exhibited a high risk of bias.Regarding applicability,two studies demonstrated a low risk,while 13 presented a high risk.(3)Regarding the TRIPOD reporting quality,the overall quality across the 15 studies was low.The primary reasons for this low compliance included the failure to report blinding,a lack of explanation for the sample size calculation method,lack of detailed description of missing data processing methods,and lack of information such as introduction to the model used.(4)Furthermore,the area under the receiver operating characteristic curve for the model ranged from 0.684 to 0.972,with the number of potential predictor variables varying from 15 to 28.(5)The results of meta-analysis showed that the postoperative recurrence rate of lumbar disc herniation patients treated with percutaneous endoscopic lumbar discectomy was 12%(95%CI=9.0%-15.0%),Modic changes(OR=6.72,95%CI=3.90-11.59),body mass index(OR=1.28,95%CI=1.10-1.49),work intensity(OR=3.22,95%CI=1.85-5.59),age(OR=2.28,95%CI=1.50-3.48),and smoking history(OR=2.65,95%CI=1.75-4.00)were independent influencing factors for postoperative recurrence of percutaneous endoscopic lumbar discectomy(all P<0.05).CONCLUSION:The overall predictive performance of the recurrence risk prediction models after percutaneous endoscopic lumbar discectomy is satisfactory;however,the model exhibits a high overall risk of bias and applicability,coupled with low reporting quality.Additionally,there is a lack of prospective research and external validation.Future,risk prediction models should consider factors such as Modic changes,body mass index,work intensity,age,and smoking history as potential predictors.
4.Clinical efficacy analysis of plasmapheresis for predicted severe hypertriglyceridemia-associated acute pancreatitis
Lanting WANG ; Jing ZHOU ; Yuan YUAN ; Weijie YAO ; Guixian LUO ; Yizhen XU ; Weijian LI ; Longxiang CAO ; Zhihui TONG ; Yuxiu LIU ; Lu KE ; Weiqin LI
Chinese Journal of Pancreatology 2025;25(1):32-37
Objective:To investigate the impact of plasmapheresis therapy on the clinical efficacy in predicted severe hypertriglyceridemia-associated acute pancreatitis (HTG-AP) patients.Methods:The clinical data of 500 HTG-AP patients admitted to 36 medical centers across China in the Chinese Acute Pancreatitis Clinical Trials Group-PERFORM database from November 2020 to June 2023 were retrospectively analyzed. Besides the inclusion and exclusion criteria from PERFORM study, patients who had acute physiology and chronic health evaluation Ⅱ (APACHEⅡ) score ≥8 or CRP>150 mg/L on admission were included in the final analyses ( n=189). Patients were categorized into the plasmapheresis group ( n=51) and the routine treatment group ( n=138) according to the triglyceride-lowering therapies they received. General data, laboratory findings, AP severity, and clinical outcomes were recorded. Results:Patients undergoing plasmapheresis had higher initial triglyceride levels, APACHEⅡ score, SOFA score, and more organ failure than those receiving routine medical treatment. Results of multivariable logistic regression models showed that the plasmapheresis group, as compared to the routine treatment group, was neither associated with decreased risk of persistent organ failure within 14 days [54.9% (28/51) vs 37.7% (52/138), OR=0.89, 95% CI 0.36-2.21, P=0.810], nor with reduced incidence of organ failure on day 7 [17.7% (9/51) vs 15.9% (22/138), OR=0.60, 95% CI 0.19-1.88, P=0.378]. There was no significant difference on the dynamic changes of serum triglyceride within the first three days of admission ( P=0.108). Conclusions:Early plasmapheresis is not associated with reduced incidence of persistent organ failure in predicted severe HTG-AP patients.
5.Research on the method for measuring the properties of film forming materials
Zhengyu LIU ; Bujin YIN ; Yumeng HU ; Weijie ZHAO ; Chunmeng SUN ; Jiasheng TU
Drug Standards of China 2025;26(5):512-520
Objective:To study the functional characteristics of protective,barrier,and controlled release of film forming pharmaceutical excipients in formulations,establish a method for measuring the properties of film forming pharmaceutical excipients,and evaluate their performance.Methods:By preparing free films of different film forming pharmaceutical excipients and referring to national standards and literature research systems,a testing sys-tem covering key indicators such as tensile strength and elongation,water vapor permeability,flexibility,and solu-bility was constructed.Results:Through comparative testing of multiple brands of excipients,all detection methods showed good discriminability and reproducibility,indicating the applicability and stability of the methods.Conclusion:Evaluating the properties of film forming pharmaceutical excipients through a successfully constructed method not only reveals the structure-activity relationship between material structure and functional characteristics,but also provides technical support for the construction of functional index databases for pharmaceutical excipients.This research result can be used to guide the development of new film forming pharmaceutical excipients and pro-vide experimental basis for industry standard setting,meeting the needs of drug research and quality supervision.
6.Study on the risk factors of hypoparathyroidism and hypocalcemia symptoms in patients undergoing total thyroidectomy
Weijie LIU ; Jie ZHANG ; Yaolei YE ; Zhenyu WU ; Bolin ZHANG ; Jingjing ZHANG ; Fang LI ; Yanfeng TIAN
Chinese Journal of Postgraduates of Medicine 2025;48(11):980-986
Objective:To investigate the risk factors of hypoparathyroidism (HPT) and hypocalcemia in patients undergoing total thyroidectomy (TT), and to explore the changes of parathyroid hormone and blood calcium after TT.Methods:The clinical data of 101 patients undergoing TT from November 2018 to September 2022 in the First Hospital of Hebei Medical University were retrospectively analyzed. The basic clinical data were recorded. The blood calcium and parathyroid hormone levels were measured before surgery and 1 d, 1 week after surgery. The occurrence of postoperative hypocalcemia was recorded. According to postoperative parathyroid hormone level, the patients were divided into control group (normal parathyroid function) and HPT group (reduced parathyroid hormone level). The patients with postoperative hypocalcemia symptoms were classified as the hypocalcemia symptoms group, and the patients without postoperative hypocalcemia symptoms were classified as the non-hypocalcemia symptoms group. Multivariate Logistic regression was used to analyze the independent risk factors of HPT and hypocalcemia in TT patients.Results:The postoperative parathyroid hormone level decreased in 41 cases (HPT group) and normal in 60 cases (control group). There were 24 patients with postoperative hypocalcemia symptoms (hypocalcemia symptoms group) and 77 patients without postoperative hypocalcemia symptoms (non-hypocalcemia symptoms group). The rate of using bipolar electric coagulation forceps in HPT group was significantly lower than that in control group: 31.71% (13/41) vs. 76.67% (46/60), while the rate of central lymph node dissection was significantly higher than that in control group: 82.93% (34/41) vs. 60.00% (36/60), and there were statistical differences ( P<0.01 and <0.05). Multivariate Logistic regression analysis result showed that TT combined with unilateral or bilateral central lymph node dissection was an independent risk factor for HPT in TT patients ( OR = 1.706 and 1.501, 95% CI 1.019 to 2.856 and 1.052 to 2.140, P<0.05). The preoperative serum calcium, postoperative serum calcium and postoperative parathyroid hormone in hypocalcemia symptoms group were significantly lower than those in hypocalcemia symptoms group: (2.32 ± 0.11) mmol/L vs. (2.37 ± 0.11) mmol/L, (2.16 ± 0.21) mmol/L vs. (2.25 ± 0.18) mmol/L and 3.00 (1.00, 5.45) ng/L vs. 19.90 (8.50, 33.80) ng/L, and there were statistical differences ( P<0.05 or <0.01). Multivariate Logistic regression analysis result showed that postoperative parathyroid hormone was an independent risk factor of hypocalcemia symptoms in TT patients ( OR = 0.927, 95% CI 0.883 to 0.974, P<0.01). In patients with HPT, the blood calcium at 1 week after surgery was significantly lower than that at 1 d after surgery: (2.07 ± 0.19) mmol/L vs. (2.17 ± 0.25) mmol/L, and there was statistical difference ( t = 2.05, P<0.05); the parathyroid hormone at 1 week after surgery was significantly higher than that at 1 d after surgery: 8.30 (3.55, 19.55) ng/L vs. 3.60 (1.00, 6.85) ng/L, and there was statistical difference ( Z = - 3.78, P<0.01). Conclusions:When performing TT, standardizing the surgical techniques, reducing unnecessary central lymph node dissection, and using bipolar electric coagulation forceps as much as possible can help to reduce the occurrence of postoperative HPT. The levels of postoperative parathyroid hormone and blood calcium should be promptly detected, the change of both should be given attention, and do a good job in preventing and treating hypocalcemia.
7.Effects of biofeedback therapy combined with the Wenyang Yiqi Prescription and self-efficacy interventions on the clinical efficacy and quality of life in patients with functional defecation disorders
Bensheng WU ; Mingming SUN ; Zhizhong XU ; Lulu CHAO ; Jing LIU ; Weijie CHENG ; Xiaopeng WANG
International Journal of Traditional Chinese Medicine 2025;47(1):36-43
Objective:To evaluate the clinical efficacy and impact on quality of life of the biofeedback (BF) therapy combined with the Wenyang Yiqi Prescription and self-efficacy interventions in patients with functional defecation disorders (FDD).Methods:A prospective, randomized controlled trial design was employed. A total of 128 FDD patients were selected from the Pelvic Floor Center of the Department of Proctology, Suzhou Traditional Chinese Medicine Hospital Affiliated to Nanjing University of Chinese Medicine, between January 2021 and April 2023. These patients were randomly divided into two groups, with 64 cases in each group. Additionally, 41 historical control patients, who had received conventional BF training between June 2015 and January 2018 at the same center, were included for comparison. The historical control group received conventional BF therapy, the intervention group 1 combined BF therapy with self-efficacy interventions, and the intervention group 2 added the Wenyang Yiqi Prescription based on intervention group 1's treatment. All three groups underwent two treatment courses. Constipation symptom scores before and after treatment were performed; self-efficacy was assessed via the Self-Rated Abilities for Health Practices scale (SRAHP); health behaviors were evaluated using the Health-Promoting Lifestyle Profile (HPLP); anxiety and depression were evaluated through Self-Rating Anxiety Scale (SAS) and Self-Rating Depression Scale (SDS); quality of life was measured through SF-36. Clinical efficacy was evaluated based on constipation symptom scores.Results:During the treatment period, seven patients dropped out due to personal reasons, leaving 61 patients in intervention group 1 and 60 patients in intervention group 2 for efficacy analysis. The total effective rates were 80.32% (49/61) in intervention group 1, 83.33% (50/60) in intervention group 2, and 56.10% (23/41) in the historical control group. The total effective rates of both intervention groups were significantly higher than those in the historical control group ( χ2=7.06, 9.15; P=0.029, 0.010, respectively). After treatment, intervention group 2 showed significantly lower constipation-related straining scores [1 (1, 2) vs. 2 (1, 2), Z=-4.51] compared to intervention group 1 ( P<0.05). Additionally, intervention group 2 had lower scores for straining [1 (1, 2) vs. 2 (1, 2), Z=-3.15] and defecation time [1 (0, 1) vs. 1 (1, 2), Z=-3.13] compared to the historical control group ( P<0.05). Psychological comfort efficacy (19.13 ± 2.51 vs. 16.98 ± 1.86, t=5.36), health responsibility efficacy (23.63 ± 4.69 vs. 22.59 ± 3.05, t=2.06), and overall SRAHP scores (75.98 ± 4.44 vs. 72.33 ± 5.16, t=4.17) were higher in intervention group 2 compared to intervention group 1 ( P<0.05). The HPLP scores (79.33 ± 11.13 vs. 72.80 ± 9.20, t=3.10) of intervention group 2 were higher than those of the historical control group ( P<0.05). Emotional functioning scores (75.98 ± 18.45 vs. 68.92 ± 20.58 and 68.55 ± 18.21, F=20.91) in intervention group 2 were higher than in both intervention group 1 and the historical control group ( P<0.05). Conclusion:The combination of the Wenyang Yiqi Prescription with BF therapy and self-efficacy interventions effectively improves the clinical symptoms and quality of life in FDD patients.
8.Discussion on the meaning of "yinluo" in Suwen: Shuire Xue Lun.
Haoji WU ; Rui LI ; Zixuan ZHU ; Weijie QIU ; Shangjin LIU
Chinese Acupuncture & Moxibustion 2025;45(2):249-252
By analyzing the understandings of water points (acupoints connected with the kidney) and its association with water (kidney), zangfu organs and meridian-collateral recorded in Suwen: Shuire Xue Lun (Discussion on Water and Heat Diseases in Plain Question), it is found that the recognition on the water points is different from that on water diseases in Huangdi Neijing (the Yellow Emperor 's Inner Classic). The recognition on the water points focuses on the core theory, "rooted at the kidney", to explain the water diseases. Besides, in association with the study on the connotation of "luo" in Huangdi Neijing, it is discovered that "yinluo" discussed in water points is actually the misunderstanding of "zang zhi yinluo" that means "the connection by the kidney". It is shown that the discussion of water points refer to the elaboration of zangfu organs and 57 acupoints connected with water (the kidney), rather than the theory of collaterals. The characteristics of these 57 acupoints involved and the related needling techniques provide a new approach to the treatment of zangfu diseases.
Acupuncture Points
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Humans
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Meridians
;
China
;
History, Ancient
;
Medicine in Literature
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Medicine, Chinese Traditional/history*
;
Acupuncture Therapy/history*
9.Analysis and reinterpretation of chongmai diseases and their pathological manifestations.
Weijie QIU ; Rui LI ; Yu GONG ; Zixuan ZHU ; Haoji WU ; Shangjin LIU
Chinese Acupuncture & Moxibustion 2025;45(12):1839-1845
The diseases and pathological manifestations associated with chongmai (thoroughfare vessel) are the representative in the practical applications of chongmai theory. Elucidating this theory serves as a prerequisite of acupuncture and moxibustion therapy. Based on literature analysis, the diseases and clinical manifestations of chongmai recorded in the time of Huangdi Neijing (The Yellow Emperor's Inner Classic) were analyzed so as to reinterpret the diagnostic process, pathological characteristics, and clinical manifestations of disorders, and evaluate the value of chongmai theory. Chongmai diseases were identified from the palpation initially, known as the "palpation on abdominal pulse". The "qi reversion" of chongmai represents a typical clinical manifestation of chongmai diseases, such as ji (abdominal mass), jia (abdominal hematoma), and shan (hernia), occurring in different sites of the abdomen and in different pathological stages. A part of distribution of chongmai is considered in clinical manifestation, diagnosis and treatment of acupuncture and moxibustion. To emphasize the significance of chongmai in modern acupuncture-moxibustion theory and practice, the diagnostic and therapeutic patterns of the related disorders should be considered in clinical practice. The characteristics of chongmai are reflected in three aspects: qi, blood and abdomen, which are determined by both its inherent properties and the clinical manifestations of related diseases.
Humans
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Acupuncture Therapy
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Moxibustion
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History, Ancient
;
Meridians
;
Medicine, Chinese Traditional
10.Therapeutic role of miR-26a on cardiorenal injury in a mice model of angiotensin-II induced chronic kidney disease through inhibition of LIMS1/ILK pathway.
Weijie NI ; Yajie ZHAO ; Jinxin SHEN ; Qing YIN ; Yao WANG ; Zuolin LI ; Taotao TANG ; Yi WEN ; Yilin ZHANG ; Wei JIANG ; Liangyunzi JIANG ; Jinxuan WEI ; Weihua GAN ; Aiqing ZHANG ; Xiaoyu ZHOU ; Bin WANG ; Bi-Cheng LIU
Chinese Medical Journal 2025;138(2):193-204
BACKGROUND:
Chronic kidney disease (CKD) is associated with common pathophysiological processes, such as inflammation and fibrosis, in both the heart and the kidney. However, the underlying molecular mechanisms that drive these processes are not yet fully understood. Therefore, this study focused on the molecular mechanism of heart and kidney injury in CKD.
METHODS:
We generated an microRNA (miR)-26a knockout (KO) mouse model to investigate the role of miR-26a in angiotensin (Ang)-II-induced cardiac and renal injury. We performed Ang-II modeling in wild type (WT) mice and miR-26a KO mice, with six mice in each group. In addition, Ang-II-treated AC16 cells and HK2 cells were used as in vitro models of cardiac and renal injury in the context of CKD. Histological staining, immunohistochemistry, quantitative real-time polymerase chain reaction (PCR), and Western blotting were applied to study the regulation of miR-26a on Ang-II-induced cardiac and renal injury. Immunofluorescence reporter assays were used to detect downstream genes of miR-26a, and immunoprecipitation was employed to identify the interacting protein of LIM and senescent cell antigen-like domain 1 (LIMS1). We also used an adeno-associated virus (AAV) to supplement LIMS1 and explored the specific regulatory mechanism of miR-26a on Ang-II-induced cardiac and renal injury. Dunnett's multiple comparison and t -test were used to analyze the data.
RESULTS:
Compared with the control mice, miR-26a expression was significantly downregulated in both the kidney and the heart after Ang-II infusion. Our study identified LIMS1 as a novel target gene of miR-26a in both heart and kidney tissues. Downregulation of miR-26a activated the LIMS1/integrin-linked kinase (ILK) signaling pathway in the heart and kidney, which represents a common molecular mechanism underlying inflammation and fibrosis in heart and kidney tissues during CKD. Furthermore, knockout of miR-26a worsened inflammation and fibrosis in the heart and kidney by inhibiting the LIMS1/ILK signaling pathway; on the contrary, supplementation with exogenous miR-26a reversed all these changes.
CONCLUSIONS
Our findings suggest that miR-26a could be a promising therapeutic target for the treatment of cardiorenal injury in CKD. This is attributed to its ability to regulate the LIMS1/ILK signaling pathway, which represents a common molecular mechanism in both heart and kidney tissues.
Animals
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MicroRNAs/metabolism*
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Angiotensin II/toxicity*
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Mice
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Renal Insufficiency, Chronic/chemically induced*
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Mice, Knockout
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Disease Models, Animal
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Male
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Signal Transduction/genetics*
;
LIM Domain Proteins/genetics*
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Mice, Inbred C57BL
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Cell Line
;
Humans

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