1.Establishment of machine learning-based risk prediction model for acute kidney injury in acute myocardial infarction patients and compared with traditional model
Nan YE ; Chuang ZHU ; Fengbo XU ; Hong CHENG
Chinese Journal of Nephrology 2024;40(3):175-182
Objective:To establish a predictive risk model for acute kidney injury (AKI) in acute myocardial infarction (AMI) patients based on machine learning algorithm and compare with a traditional logistic regression model.Methods:It was a retrospective study. The demographic data, laboratory examination, treatment regimen and medication of AMI patients from July 2011 to December 2016 in Beijing Anzhen Hospital, Capital Medical University were collected. The diagnostic criteria of AKI were based on the AKI diagnosis and treatment guidelines published by Kidney Diseases: Improving Global Outcomes in 2012. The selected AMI patients were randomly divided into training set (70%) and internal test set (30%) by simple random sampling. SelectFromModel and Lasso regression models were used to extract clinical parameters as predictors of AKI in AMI patients. Logistic regression model (model A) and machine learning algorithm (model B) were used to establish the risk prediction model of AKI in AMI patients. DeLong method was used to compare the area under the receiver-operating characteristic (ROC) curve ( AUC) between model A and model B for selecting the best model. Results:A total of 6 014 AMI patients were included in the study, with age of (58.4±11.7) years old and 3 414 males (80.5%). There were 674 patients (11.2%) with AKI. There were 4 252 patients (70.7%) in the training set and 1 762 patients (29.3%) in the test set. The selected twelve clinical parameters by the SelectFromModel and Lasso regression models included the number of myocardial infarctions, ST-segment elevation myocardial infarction, ventricular tachycardia, third degree atrioventricular block, decompensated heart failure at admission, admission serum creatinine, admission blood urea nitrogen, admission peak creatine kinase isoenzyme, diuretics, maximum daily dose of diuretics, days of diuretic use and statins. Logistic regression prediction model showed that AUC for the test set was 0.80 (95% CI 0.76-0.84). The machine learning algorithm model obtained AUC in the test set with 0.82 (95% CI 0.78-0.85).There was no significant difference in AUC between the two models ( Z=0.858, P=0.363), and AUC of the machine learning algorithm predictive model was slightly higher than that of the traditional logistic regression model. Conclusions:The prediction effect of AKI risk in AMI patients based on machine learning algorithm is similar to that of traditional logistic regression model, and the prediction accuracy of machine learning algorithm is better. The introduction of machine learning algorithm model may improve the ability to predict AKI risk.
2.Diagnostic value of a combined serology-based model for minimal hepatic encephalopathy in patients with compensated cirrhosis
Shanghao LIU ; Hongmei ZU ; Yan HUANG ; Xiaoqing GUO ; Huiling XIANG ; Tong DANG ; Xiaoyan LI ; Zhaolan YAN ; Yajing LI ; Fei LIU ; Jia SUN ; Ruixin SONG ; Junqing YAN ; Qing YE ; Jing WANG ; Xianmei MENG ; Haiying WANG ; Zhenyu JIANG ; Lei HUANG ; Fanping MENG ; Guo ZHANG ; Wenjuan WANG ; Shaoqi YANG ; Shengjuan HU ; Jigang RUAN ; Chuang LEI ; Qinghai WANG ; Hongling TIAN ; Qi ZHENG ; Yiling LI ; Ningning WANG ; Huipeng CUI ; Yanmeng WANG ; Zhangshu QU ; Min YUAN ; Yijun LIU ; Ying CHEN ; Yuxiang XIA ; Yayuan LIU ; Ying LIU ; Suxuan QU ; Hong TAO ; Ruichun SHI ; Xiaoting YANG ; Dan JIN ; Dan SU ; Yongfeng YANG ; Wei YE ; Na LIU ; Rongyu TANG ; Quan ZHANG ; Qin LIU ; Gaoliang ZOU ; Ziyue LI ; Caiyan ZHAO ; Qian ZHAO ; Qingge ZHANG ; Huafang GAO ; Tao MENG ; Jie LI ; Weihua WU ; Jian WANG ; Chuanlong YANG ; Hui LYU ; Chuan LIU ; Fusheng WANG ; Junliang FU ; Xiaolong QI
Chinese Journal of Laboratory Medicine 2023;46(1):52-61
Objective:To investigate the diagnostic accuracy of serological indicators and evaluate the diagnostic value of a new established combined serological model on identifying the minimal hepatic encephalopathy (MHE) in patients with compensated cirrhosis.Methods:This prospective multicenter study enrolled 263 compensated cirrhotic patients from 23 hospitals in 15 provinces, autonomous regions and municipalities of China between October 2021 and August 2022. Clinical data and laboratory test results were collected, and the model for end-stage liver disease (MELD) score was calculated. Ammonia level was corrected to the upper limit of normal (AMM-ULN) by the baseline blood ammonia measurements/upper limit of the normal reference value. MHE was diagnosed by combined abnormal number connection test-A and abnormal digit symbol test as suggested by Guidelines on the management of hepatic encephalopathy in cirrhosis. The patients were randomly divided (7∶3) into training set ( n=185) and validation set ( n=78) based on caret package of R language. Logistic regression was used to establish a combined model of MHE diagnosis. The diagnostic performance was evaluated by the area under the curve (AUC) of receiver operating characteristic curve, Hosmer-Lemeshow test and calibration curve. The internal verification was carried out by the Bootstrap method ( n=200). AUC comparisons were achieved using the Delong test. Results:In the training set, prevalence of MHE was 37.8% (70/185). There were statistically significant differences in AMM-ULN, albumin, platelet, alkaline phosphatase, international normalized ratio, MELD score and education between non-MHE group and MHE group (all P<0.05). Multivariate Logistic regression analysis showed that AMM-ULN [odds ratio ( OR)=1.78, 95% confidence interval ( CI) 1.05-3.14, P=0.038] and MELD score ( OR=1.11, 95% CI 1.04-1.20, P=0.002) were independent risk factors for MHE, and the AUC for predicting MHE were 0.663, 0.625, respectively. Compared with the use of blood AMM-ULN and MELD score alone, the AUC of the combined model of AMM-ULN, MELD score and education exhibited better predictive performance in determining the presence of MHE was 0.755, the specificity and sensitivity was 85.2% and 55.7%, respectively. Hosmer-Lemeshow test and calibration curve showed that the model had good calibration ( P=0.733). The AUC for internal validation of the combined model for diagnosing MHE was 0.752. In the validation set, the AUC of the combined model for diagnosing MHE was 0.794, and Hosmer-Lemeshow test showed good calibration ( P=0.841). Conclusion:Use of the combined model including AMM-ULN, MELD score and education could improve the predictive efficiency of MHE among patients with compensated cirrhosis.
3.Impact of different diagnostic criteria for assessing mild micro-hepatic encephalopathy in liver cirrhosis: an analysis based on a prospective, multicenter, real-world study
Xiaoyan LI ; Shanghao LIU ; Chuan LIU ; Hongmei ZU ; Xiaoqing GUO ; Huiling XIANG ; Yan HUANG ; Zhaolan YAN ; Yajing LI ; Jia SUN ; Ruixin SONG ; Junqing YAN ; Qing YE ; Fei LIU ; Lei HUANG ; Fanping MENG ; Xiaoning ZHANG ; Shaoqi YANG ; Shengjuan HU ; Jigang RUAN ; Yiling LI ; Ningning WANG ; Huipeng CUI ; Yanmeng WANG ; Chuang LEI ; Qinghai WANG ; Hongling TIAN ; Zhangshu QU ; Min YUAN ; Ruichun SHI ; Xiaoting YANG ; Dan JIN ; Dan SU ; Yijun LIU ; Ying CHEN ; Yuxiang XIA ; Yongzhong LI ; Qiaohua YANG ; Huai LI ; Xuelan ZHAO ; Zemin TIAN ; Hongji YU ; Xiaojuan ZHANG ; Chenxi WU ; Zhijian WU ; Shengqiang LI ; Qian SHEN ; Xuemei LIU ; Jianping HU ; Manqun WU ; Tong DANG ; Jing WANG ; Xianmei MENG ; Haiying WANG ; Zhenyu JIANG ; Yayuan LIU ; Ying LIU ; Suxuan QU ; Hong TAO ; Dongmei YAN ; Jun LIU ; Wei FU ; Jie YU ; Fusheng WANG ; Xiaolong QI ; Junliang FU
Chinese Journal of Hepatology 2023;31(9):961-968
Objective:To compare the differences in the prevalence of mild micro-hepatic encephalopathy (MHE) among patients with cirrhosis by using the psychometric hepatic encephalopathy score (PHES) and the Stroop smartphone application (Encephal App) test.Methods:This prospective, multi-center, real-world study was initiated by the National Clinical Medical Research Center for Infectious Diseases and the Portal Hypertension Alliance and registered with International ClinicalTrials.gov (NCT05140837). 354 cases of cirrhosis were enrolled in 19 hospitals across the country. PHES (including digital connection tests A and B, digital symbol tests, trajectory drawing tests, and serial management tests) and the Stroop test were conducted in all of them. PHES was differentiated using standard diagnostic criteria established by the two studies in China and South Korea. The Stroop test was evaluated based on the criteria of the research and development team. The impact of different diagnostic standards or methods on the incidence of MHE in patients with cirrhosis was analyzed. Data between groups were differentiated using the t-test, Mann-Whitney U test, and χ2 test. A kappa test was used to compare the consistency between groups. Results:After PHES, the prevalence of MHE among 354 cases of cirrhosis was 78.53% and 15.25%, respectively, based on Chinese research standards and Korean research normal value standards. However, the prevalence of MHE was 56.78% based on the Stroop test, and the differences in pairwise comparisons among the three groups were statistically significant (kappa = -0.064, P < 0.001). Stratified analysis revealed that the MHE prevalence in three groups of patients with Child-Pugh classes A, B, and C was 74.14%, 83.33%, and 88.24%, respectively, according to the normal value standards of Chinese researchers, while the MHE prevalence rates in three groups of patients with Child-Pugh classes A, B, and C were 8.29%, 23.53%, and 38.24%, respectively, according to the normal value standards of Korean researchers. Furthermore, the prevalence rates of MHE in the three groups of patients with Child-Pugh grades A, B, and C were 52.68%, 58.82%, and 73.53%, respectively, according to the Stroop test standard. However, among the results of each diagnostic standard, the prevalence of MHE showed an increasing trend with an increasing Child-Pugh grade. Further comparison demonstrated that the scores obtained by the number connection test A and the number symbol test were consistent according to the normal value standards of the two studies in China and South Korea ( Z = -0.982, -1.702; P = 0.326, 0.089), while the other three sub-tests had significant differences ( P < 0.001). Conclusion:The prevalence rate of MHE in the cirrhotic population is high, but the prevalence of MHE obtained by using different diagnostic criteria or methods varies greatly. Therefore, in line with the current changes in demographics and disease spectrum, it is necessary to enroll a larger sample size of a healthy population as a control. Moreover, the establishment of more reliable diagnostic scoring criteria will serve as a basis for obtaining accurate MHE incidence and formulating diagnosis and treatment strategies in cirrhotic populations.
5.Mechanism of tanshinone IIA to prevent spontaneous breast cancer in mice
Yuan WANG ; Xiao-feng LI ; Ye SUN ; Jun-de XU ; Yi-chuang WU ; Peng WAN ; Rui DENG ; Xiu-qin ZHENG ; Xiao-man LI ; Yang ZHAO ; Yin LU ; Yuan-yuan WU
Acta Pharmaceutica Sinica 2021;56(12):3277-3284
To explore the effect of tanshinone IIA (TanIIA) on the occurrence and development of breast cancer, we employed the mouse mammary tumor virus-polyomavirus middle T antigen (MMTV-PyMT) transgenic mice as a spontaneous breast cancer mouse model. Animal welfare and experimental procedures were in accordance with the regulations of the Animal Ethics Committee of Nanjing University of Chinese Medicine. The animals were divided into control group, low-dose TanIIA treatment group (30 mg·kg-1·day-1), and high-dose TanIIA treatment group (60 mg·kg-1·day-1). The treatment was administered orally and daily for 5 weeks. The mice were sacrificed after final treatment. Mammary gland and lung were collected for histopathology studies. We evaluated the chemoprophylaxis effect of TanIIA on breast cancer in mice according to the pathological characteristics of breast cancer at different stages of development. Immunofluorescence staining were employed for blood vessel analysis. The expression levels of E-cadherin, proliferating nuclear antigen (PCNA), and oncogene c-Myc were detected by immunohistochemistry. Flow cytometry was used to analyze cell cycle and Cytoscape was used to construct drug-disease protein-protein interaction (PPI) network. Our results showed that TanIIA inhibits breast tumor progression by delaying malignancy from adenoma to early carcinoma, and inhibits blood vessel formation during tumor development. TanIIA (60 mg·kg-1·day-1) inhibits the expression levels of PCNA and c-Myc, upregulates the expression of E-cadherin. In addition, cell cycle experiments showed that the cell cycle of PyMT primary mammary cells in the high-dose TanIIA group was arrested in the G0/G1 phase. Our study demonstrated that TanIIA can significantly inhibit breast tumor progression in MMTV-PyMT mouse model, which may be related to the inhibition of angiogenic switch and cell cycle arrest.
6.Clinical efficacy of immunotherapy plus targeted therapy in the treatment of postoperative recurrence for hepatocellular carcinoma with bile duct tumor thrombus
Chuang ZHOU ; Jianwen YE ; Shengping SONG ; Wentao LIU ; Long YU ; Jianfeng XUE ; Longshuan ZHAO ; Wenlong ZHAI
Chinese Journal of Digestive Surgery 2021;20(S2):10-14
Hepatocellular carcinoma (HCC) with bile duct tumor thrombus (BDTT) is rare and enhanced CT or MRI can be used for its diagnosis. Surgical procedure is the main treatment for HCC with BDTT. The authors introduce the experiences of recurrent patient with HCC and BDTT who was treated with targeted therapy plus immunotherapy, in order to provide reference for its clinical diagnosis and treatment.
7.Correlation between serum levels of neuron specific enolase and inflammatory factors and recovery of neurological function in patients with severe traumatic brain injury
Jie QIN ; Yibing YE ; Daochao HUANG ; Chuang ZHANG
Chinese Journal of Primary Medicine and Pharmacy 2021;28(3):375-379
Objective:To correlate serum levels of neuron specific enolase (NSE) and inflammatory factors with recovery of neurological function in patients with severe traumatic brain injury.Methods:Ninety-six patients with severe traumatic brain injury who received treatment from January 2018 to January 2020 in Taizhou Hospital were included in this study. These patients were divided into a mild-to-moderate group ( n = 51) and a severe group ( n = 45). Additional 60 healthy controls who concurrently received health examination were included in the healthy control group. Serum NSE level was detected by enzyme-linked immunosorbent assay, serum C-reactive protein (CRP) level by immunoturbidimetry, serum procalcitonin (PCT) level by chemiluminescent assay, and serum interleukin-6 (IL-6) and tumor necrosis factor-α (TNF-α) levels by enzyme-linked immunosorbent assay. All patients were followed up for 3 months. Recovery of neurological function was evaluated by modified Rankin Scale. Results:Serum NSE level was (50.42 ± 13.25) μg/L and (36.79 ± 10.28) μg/L in the severe and mild-to-moderate groups, respectively, which was significantly higher than that in the healthy control group [(6.13 ± 1.78) μg/L, t = 25.641, 22.688, both P < 0.05). Serum NSE level in the severe group was significantly higher than that in the mild-to- moderate group ( t = 5.576, P < 0.05). Serum CRP, PCT, IL-6 and TNF-α levels were (78.95 ± 15.46) mg/L, (3.46 ± 0.75) μg/L, (432.15 ± 78.29) μg/L and (36.57 ± 8.98) μg/L] respectively in the severe group, (34.65 ± 7.48) mg/L, (1.68 ± 0.51) μg/L, (285.41 ± 36.75) μg/L and (17.54 ± 5.26) μg/L] respectively in the mild-to-moderate group and (3.25 ± 0.86) mg/L, (0.08 ± 0.02) μg/L, (73.52 ± 13.89) μg/L and (1.64 ± 0.50) μg/L, respectively in the healthy control group. Serum CRP, PCT, IL-6 and TNF-α levels in the severe and mild-to-moderate groups were significantly higher than those in the healthy control group ( t = 37.890, 34.922, 34.870, 30.099, 32.284, 24.315, 40.980, 23.312, all P < 0.05). Serum levels of these indicators in the severe group were significantly higher than those in the mild-to-moderate group ( t = 17.493, 13.414, 11.500, 12.451, all P < 0.05). In the severe group, neurological function recovered well in 34 patients and poorly in 17 patients. Serum NSE level in patients with poor neurological function recovery was significantly higher than that in patients with good recovery [(68.93 ± 14.25) μg/L vs. (34.61 ± 12.36) μg/L, t = 8.457, P < 0.05). Serum CRP [(113.24 ± 27.39) mg/L], PCT [(4.57 ± 0.87) μg/L], IL-6 [(598.90 ± 43.52) μg/L] and TNF-α [(58.78 ± 12.13) μg/L] levels in patients with poor recovery were significantly higher than those in patients with good recovery [(32.19 ± 6.90) mg/L, (2.23 ± 0.65) μg/L, (261.39 ± 26.56) μg/L and (14.53 ± 4.26) μg/L, t = 11.956, 9.788, 29.280 and 14.537, all P < 0.05). Serum NSE, CRP, PCT, IL-6 and TNF-α were positively correlated with poor prognosis ( r = 0.849, 0.743, 0.795, 0.683, 0.701, all P < 0.05). Conclusion:In patients with severe traumatic brain injury, serum NSE, CRP, PCT, IL-6 and TNF-α levels increase, which are positively correlated with poor prognosis.
8.Effect of PKM2 on proliferation and EMT of intrahepatic cholangiocarcinoma cells
Chuang ZHOU ; Xu LU ; Shengping SONG ; Long YU ; Jianwen YE ; Wenlong ZHAI
Journal of Xi'an Jiaotong University(Medical Sciences) 2021;42(1):25-29
【Objective】 To investigate the expression of pyruvate kinase M2 (PKM2) in intrahepatic cholangiocarcinoma (ICC) and the effect of PKM2 on the proliferation and epithelial-to-mesenchymal transition (EMT) of ICC cells. 【Methods】 PKM2 expression was evaluated in ICC tissues and cell lines by Real-time quantitative reverse-transcription polymerase chain reaction (RT-PCR), and immunohistochemistry assays. In vitro, we knocked down PKM2 expression in ICC cell lines and investigated the biological function and the underlying mechanism of PKM2 in ICC. 【Results】 RT-PCR results showed that PKM2 was highly expressed in ICC (P<0.05). Moreover, PKM2 knockdown inhibited cell proliferation and the invasive capacities of ICC cells, and inhibited Wnt/ β-Catenin signaling, which subsequently regulated EMT signaling pathway in vitro. 【Conclusion】 PKM2 expression in cholangiocarcinoma is significantly higher than that in adjacent tissues. PKM2 can regulate EMT and invasion and metastasis of ICC via the Wnt/β-Catenin signal.
9.Repair of skin defects of extremities with peroneal artery perforator flap with super-draining techniques
Ye YUAN ; Juntao QIU ; Hui LI ; Fanglin YI ; Gaohui LI ; Zhentao YU ; Liuyong YAO ; Chuang LU
Chinese Journal of Plastic Surgery 2021;37(5):534-540
Objective:To evaluate the clinical effect of applying peroneal artery perforator flap with super-draining techniques in repairing skin defects of extremities.Methods:The data of patients with limb wounds admitted to the 990th Hospital of the Joint Logistics Support Force of the People’s Liberation Army from March 2014 to August 2019 were analyzed retrospectively. All were repaired with peroneal artery perforator flaps with super-draining techniques.Cutaneous nerves and perforating vessels were anastomosed according to the routine ratio of 1∶2.The superficial vein and the recipient veinwere matched and marked according to the relative position the diameter and length.Then one to three superficial veins were anastomosed in sequence according to the vein mark number.Upper limb wounds were evaluated by the trial standard of upper limb function evaluation of the Hand Surgery Branch of the Chinese Medical Association.Patients with lower limb wounds were evaluated by the American Orthopaedic Foot and Ankle Surgery Association Ankle-Hindfoot Score System.All patients were evaluated according to the sensory function evaluation standard of the British Medical Research Association.Results:A total of 67 cases were included in this cohort. There were 54 males and 13 females, aged from 21 to 65 years, with an average of 44 years.Eight cases were anastomosed with three superficial veins, 38 cases were anastomosed with two flaps, and 21 cases were anastomosed with one flap.The donor sites were closed directly in 56 cases.Eleven cases received full-thickness skin grafting to cover the donor site.One case showed necrosis of the half flap for the arterial crisis. The wound was repaired by full-thickness skin grafting in further treatment. Three cases had hemorrhage under the free flap, which was healed secondarily after debridement. The remaining were healed well.All patients were followed for 6 to 44 months. There was no obvious swelling and blisters in the early postoperative period.The texture of the flap was the same as the surrounding area.In the later stage, the atrophy and scar were not obvious, without pigmentation. The sensation recovered quickly. The donor site healed without dysfunction.Sixteen patients with upper limb wounds were evaluated by the trial standard of upper limb function evaluation of the Chinese Medical Association Hand Surgery Branch. Twelve cases were excellent, 3 cases were good, and one case was fair. Fifty-one cases of lower limb wounds were evaluated by the American Orthopaedic Foot and Ankle Surgery Association Ankle-Hind Foot Score System. Thirty-eight cases were excellent, 11 cases were good, and two cases were fair. All patients were evaluated according to the sensory function evaluation standard of the British Medical Research Association. The two-point distance discrimination was 8-10 mm, with an average of 9.1 mm. The sensory function of the flaps reached S3+ in 48 cases and S3 in 19 cases.Conclusions:Application of super-draining technique in peroneal artery perforator flap surgery can effectively prevent blood congestion and reduce the necrosis risk of the free flap and complication rate. It can improve the survival quality of the flap and facilitate the recovery of the function of the receiving area.
10.Repair of skin defects of extremities with peroneal artery perforator flap with super-draining techniques
Ye YUAN ; Juntao QIU ; Hui LI ; Fanglin YI ; Gaohui LI ; Zhentao YU ; Liuyong YAO ; Chuang LU
Chinese Journal of Plastic Surgery 2021;37(5):534-540
Objective:To evaluate the clinical effect of applying peroneal artery perforator flap with super-draining techniques in repairing skin defects of extremities.Methods:The data of patients with limb wounds admitted to the 990th Hospital of the Joint Logistics Support Force of the People’s Liberation Army from March 2014 to August 2019 were analyzed retrospectively. All were repaired with peroneal artery perforator flaps with super-draining techniques.Cutaneous nerves and perforating vessels were anastomosed according to the routine ratio of 1∶2.The superficial vein and the recipient veinwere matched and marked according to the relative position the diameter and length.Then one to three superficial veins were anastomosed in sequence according to the vein mark number.Upper limb wounds were evaluated by the trial standard of upper limb function evaluation of the Hand Surgery Branch of the Chinese Medical Association.Patients with lower limb wounds were evaluated by the American Orthopaedic Foot and Ankle Surgery Association Ankle-Hindfoot Score System.All patients were evaluated according to the sensory function evaluation standard of the British Medical Research Association.Results:A total of 67 cases were included in this cohort. There were 54 males and 13 females, aged from 21 to 65 years, with an average of 44 years.Eight cases were anastomosed with three superficial veins, 38 cases were anastomosed with two flaps, and 21 cases were anastomosed with one flap.The donor sites were closed directly in 56 cases.Eleven cases received full-thickness skin grafting to cover the donor site.One case showed necrosis of the half flap for the arterial crisis. The wound was repaired by full-thickness skin grafting in further treatment. Three cases had hemorrhage under the free flap, which was healed secondarily after debridement. The remaining were healed well.All patients were followed for 6 to 44 months. There was no obvious swelling and blisters in the early postoperative period.The texture of the flap was the same as the surrounding area.In the later stage, the atrophy and scar were not obvious, without pigmentation. The sensation recovered quickly. The donor site healed without dysfunction.Sixteen patients with upper limb wounds were evaluated by the trial standard of upper limb function evaluation of the Chinese Medical Association Hand Surgery Branch. Twelve cases were excellent, 3 cases were good, and one case was fair. Fifty-one cases of lower limb wounds were evaluated by the American Orthopaedic Foot and Ankle Surgery Association Ankle-Hind Foot Score System. Thirty-eight cases were excellent, 11 cases were good, and two cases were fair. All patients were evaluated according to the sensory function evaluation standard of the British Medical Research Association. The two-point distance discrimination was 8-10 mm, with an average of 9.1 mm. The sensory function of the flaps reached S3+ in 48 cases and S3 in 19 cases.Conclusions:Application of super-draining technique in peroneal artery perforator flap surgery can effectively prevent blood congestion and reduce the necrosis risk of the free flap and complication rate. It can improve the survival quality of the flap and facilitate the recovery of the function of the receiving area.

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