1.Development of Electrospinning Setup for Vascular Tissue-Engineering Application with Thick-Hierarchical Fiber Alignment
Shen CHEN ; Chao XIE ; Xiaoxi LONG ; Xianwei WANG ; Xudong LI ; Peng LIU ; Jiabin LIU ; Zuyong WANG
Tissue Engineering and Regenerative Medicine 2025;22(2):195-210
BACKGROUND:
Tissue engineering holds promise for vascular repair and regeneration by mimicking the extracellular matrix of blood vessels. However, achieving a functional and thick vascular wall with aligned fiber architecture by electrospinning remains a significant challenge.
METHODS:
A novel electrospinning setup was developed that utilizes an auxiliary electrode and a spring. The impact of process parameters on fiber size and morphology was investigated. The structure and functions of the scaffolds were evaluated through material characterization and assessments of cellular biocompatibility.
RESULTS:
The new setup enabled controlled deposition of fibers in different designed orientations. The fabricated small-diameter vascular scaffolds consisted of an inner layer of longitudinally oriented fibers and an outer layer of circumferentially oriented fibers (L + C vascular scaffold). Key parameters, including rotational speed, the utilization of the auxiliary electrode, and top-to-collector distance (TCD) significantly influenced fiber orientation. Additionally, voltage, TCD, feed rate, needle size, auxiliary electrode and collector-auxiliary electrode distance affected fiber diameter and distribution. Mechanical advantages and improved surface wettability of L + C vascular scaffold were confirmed through tensile testing and water contact angle. Cellular experiments indicated that L + C vascular scaffold facilitated cell adhesion and proliferation, with human umbilical vein endothelial cells and smooth muscle cells attaching and elongating along the fiber direction of the inner and outer layer, respectively.
CONCLUSION
This study demonstrated the feasibility of fabricating fiber-aligned, thick-walled vascular scaffolds using a modified electrospinning setup. The findings provided insights into how the auxiliary electrode, specific collector influenced fiber deposition, potentially advancing biomimetic vascular scaffold engineering.
2.A randomized controlled trial of electronic balance assistant combined with pharmacotherapy for vestibular rehabilitation in patients with acute peripheral vestibular injury
Shanshan LI ; Chao WEN ; Qiaomei DENG ; Qiang LIU ; Xueqing ZHANG ; Wei WANG ; Kaixu XU ; Taisheng CHEN ; Peng LIN
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(10):1308-1315
Objective:To evaluate the effect of an electronic balance aid in balance rehabilitation training for patients with acute peripheral vestibular injury by comparing the outcomes of medication-only treatment and medication combined with vestibular rehabilitation using an electronic balance aid.Methods:This was a randomized controlled trial. The study subjects included 98 patients (40 males and 58 females, aged 25-69 years) diagnosed with idiopathic sudden sensorineural hearing loss (ISSNHL) with vertigo or vestibular neuritis, who were treated in the Department of Otorhinolaryngology-Head and Neck Surgery of Tianjin First Central Hospital from November 2022 to November 2023. All patients were randomly divided into the experimental group and the control group at a 1∶1 ratio using the sealed envelope method. Control group (conventional drug treatment): Patients received medication treatment for 2 weeks, including betahistine mesilate tablets, vitamin B1 tablets, methylcobalamin tablets, ginkgo biloba tablets, diphenhydramine hydrochloride injection (within 3 days of onset), metoclopramide hydrochloride injection, and glucocorticoids. Experimental group (conventional drug treatment+device training): On the basis of the same medication treatment as the control group, patients received vestibular rehabilitation training using an electronic balance aid (20 minutes per session, once a day,≥5 days per week, for a total of 2 weeks). SPSS software was used to compare the total scores of the Dizziness Handicap Inventory (DHI), the total scores of the Sensory Organization Test (SOT), and sensory analysis indicators between the two groups before and after treatment.Results:After treatment, vertigo symptoms significantly improved in both groups. DHI: The total DHI score in the control group decreased from 77.9±1.8 before treatment to 20.2±2.3 after treatment ( P<0.001). In the experimental group, the total DHI score decreased from 73.5±2.1 before treatment to 8.6±0.9 after treatment ( P<0.001). The difference in total DHI scores between the two groups after treatment was statistically significant, with the experimental group showing a lower score ( t=-4.616, P<0.001). The improvement in DHI scores was also more pronounced in the experimental group compared to the control group ( t=2.004, P=0.048). SOT: The total SOT score in the control group increased from 52.90±0.95 before treatment to 73.3±1.1 after treatment ( P<0.001). In the experimental group, the total SOT score increased from 54.9±0.8 before treatment to 83.5±0.9 after treatment ( P<0.001). The difference in total SOT scores between the two groups after treatment was statistically significant, with the experimental group showing a higher score ( t=7.104, P<0.001). The improvement in SOT scores was also more pronounced in the experimental group compared to the control group ( t=6.532, P<0.001). Sensory Analysis Indicators Proprioception (SOM): In the experimental group, the proprioception score significantly increased after treatment compared with before treatment ( t=-2.338, P=0.029), while, there was no statistically significant difference in the proprioception score of the control group before and after treatment ( P=0.537). Before treatment, there were no statistically significant differences in visual, vestibular, or visual dependence scores between the two groups (all P>0.05). After treatment, the visual, vestibular, and visual dependence scores of both groups significantly increased compared with those before treatment (all P<0.05); moreover, the post-treatment visual, vestibular, and visual dependence scores of the experimental group were significantly higher than those of the control group (all P<0.05). Conclusion:Compared with medication-only treatment, the combination of an electronic balance aid and medication for the treatment and rehabilitation training of patients with acute peripheral vestibular injury can significantly improve the therapeutic effect in the short term.
3."Guangzhou Classification" of donor lung injury: a systematic evaluation and grading framework from pre-procurement to post-transplantation
Jianxing HE ; Jiang SHI ; Chao YANG ; Guilin PENG ; Mengyang LIU ; Jiezhou HUANG ; Weixue CUI ; Chunrong JU ; Xin XU
Chinese Journal of Organ Transplantation 2025;46(4):276-279
Lung transplantation is a key therapeutic approach for patients with end-stage lung diseases. Although its clinical outcomes have significantly improved, multidimensional injuries sustained by donor lungs during procurement, preservation, and transplantation remain major challenges affecting graft survival and long-term prognosis. This article proposes the "Guangzhou Classification" for full-course management of donor lung injury, characterized by spatiotemporal dynamics. Based on the progression of disease stages, donor lung injuries are systematically divided into three types: primary injuries (including donor ICU-related lung injury, pathogen colonization, and cold ischemia injury), secondary injuries (such as ventilator-induced lung injury after transplantation, ischemia-reperfusion inflammatory storm, and early rejection), and accompanying injuries (organ toxicity caused by accumulation of postoperative sedatives, analgesics, and vasoactive drugs). Drawing on previous studies and the clinical experience of our center, this paper elaborates the temporal evolution, key risk factors, and prevention and treatment strategies of each injury category, and discusses future research directions. By targeting critical injury factors at each stage, this classification aims to optimize both short-term and long-term outcomes of lung transplantation.
4.The predictive factors and the short-term outcome of extubation in the operating room after non-ECMO-assisted single lung transplantation in adult patients with interstitial lung diseases
Yanran ZHOU ; Mengyang LIU ; Hanyu YANG ; Hui LIU ; Lan LAN ; Yaoliang ZHANG ; Guilin PENG ; Chao YANG ; Xin XU
Chinese Journal of Organ Transplantation 2025;46(4):292-299
Objective:To explore the predictive factors for extubation in the operating room after single lung transplantation without the assistance of extracorporeal membrane oxygenation (ECMO) in adult patients with end-stage interstitial lung disease (ILD), as well as their short-term (1-year postoperative) prognosis.Methods:A retrospective analysis was conducted on the clinical data of 78 adult ILD recipients who underwent single lung transplantation without ECMO assistance at the First Affiliated Hospital of Guangzhou Medical University from June 2018 to June 2023. Based on whether extubation was completed in the operating room (OR), patients were divided into the OR group (19 cases) and ICU group (59 cases). Baseline characteristics of donors and recipients, as well as intraoperative events, were compared between the two groups. Univariate logistic regression analysis was used to identify potential predictors, and variables with P<0.2 were included in multivariate logistic regression to determine independent predictors for OR extubation. Receiver operating characteristic (ROC) curves were plotted to evaluate predictive performance. The Kaplan-Meier method was used to analyze survival, and short-term prognosis between groups was compared. Results:The rate of OR extubation after single lung transplantation in ILD recipients was 24%(19/78). Compared with the ICU group, the OR group had shorter operation times, lower fluid volumes, reduced transfusions of red blood cells and plasma, less intraoperative bleeding, and lower lactate levels 15 minutes after pulmonary artery reperfusion (all P<0.05). Univariate logistic regression analysis identified the following factors as significantly associated with OR extubation: recipient age ( P=0.100), operative time ( P=0.001), fluid infusion volume ( P=0.005), red blood cell transfusion volume ( P=0.037), plasma transfusion volume ( P=0.039), blood loss ( P=0.004), oxygenation index at 15 minutes after reperfusion ( P=0.174), and blood lactate at 15 minutes after reperfusion ( P=0.041). Multivariate analysis revealed that intraoperative blood loss was an independent predictor of OR extubation ( OR=0.993, 95% CI: 0.986 - 0.999, P=0.026). ROC curve analysis showed that blood loss had an area under the curve (AUC) of 0.822 in predicting OR extubation, with a sensitivity of 64.4% and specificity of 89.5%. Postoperatively, patients in the OR group had significantly shorter durations of mechanical ventilation [0 vs 5 (3,11) days, P<0.001], ICU stay [7(4,8) vs 9(6,20) days, P=0.012], and overall postoperative hospitalization [19 (15,23) vs 25 (19,39) days, P=0.015]. Within one year after surgery, 2 patients (11%) in the OR group and 19 patients (32%) in the ICU group had died, but the difference in 1-year survival rates between the two groups was not statistically significant. Conclusions:Intraoperative blood loss is an independent predictor of extubation in the operating room. Early extubation in non-ECMO-assisted single lung transplantation for ILD patients is associated with improved short-term outcomes.
5.Asian consensus on normothermic intraperitoneal and systemic treatment for gastric cancer with peritoneal metastasis
Zhenggang ZHU ; Kitayama Joji ; Hyung-Ho Kim ; Jimmy Bok-Yan So ; Hui CAO ; Lin CHEN ; Xiangdong CHENG ; Jiankun HU ; Imano Motohiro ; Ishigami Hironori ; Ye Seob Jee ; Jong-Han Kim ; Yasuhiro Kodera ; Han LIANG ; Xiaowen LIU ; Sheng LU ; Yiping MOU ; Mingming NIE ; Won Jun Seo ; Yanong WANG ; Dan WU ; Zekuan XU ; Yamaguchi Hironori ; Chao YAN ; Zhongyin YANG ; Kai YIN ; Yonemura Yutaka ; Wei-Peng Yong ; Jiren YU ; Jun ZHANG ; Asian Gastric Cancer NIPS Treatment Collaborative Group ; Shanghai Anticancer Association, Committee of Peritoneal Tumor
Journal of Surgery Concepts & Practice 2025;30(4):277-294
Gastric cancer with peritoneal metastasis (GCPM) is a common and lethal manifestation of advanced gastric cancer, with a median survival of only 5-11 months. This consensus was developed by 30 experts from Asia (China, Japan, Korea, and Singapore) using the Delphi method and the GRADE evidence grading system. A total of 29 statements were formulated, covering the diagnosis and assessment of GCPM, indications for laparoscopic exploration and NIPS (normothermic intraperitoneal and systemic treatment), treatment regimens, prevention and management of complications, criteria for conversion surgery, and postoperative intraperitoneal therapy. The consensus aims to standardize clinical practice and improve the prognosis of patients with GCPM.
6.Pregnancy probability prediction models based on 5 machine learning algorithms and comparison of their performance
Chao REN ; Huan YANG ; Niya ZHOU ; Qing CHEN ; Wenzheng ZHOU ; Tong WANG ; Xi LING ; Lei SUN ; Peng ZOU ; Zhuoyue LIANG ; Lin AO ; Jinyi LIU ; Jia CAO
Journal of Army Medical University 2025;47(12):1376-1387
Objective To construct 5 machine-learning models and compare their performance in predicting the associations between pre-pregnancy socio-psycho-behavioral exposures of both spouses and preconception outcomes.Methods Based on Chongqing Preconception Reproductive Health and Birth Outcome Cohort of volunteers recruited from Chongqing Health Center for Women and Children during January 2019 and March 2022,5 447 couples were recruited and surveyed through interviewer-interview for the demographic and social-psychological-behavioral data of both spouses(221 variables).According to the inclusion and exclusion criteria,4 097 couples were finally included,and randomly assigned into a training set(n=2 867 spouses)and a validation set(n=1 230 spouses)at a ratio of 7∶3.Feature analysis and collinear screening were applied to select the potential exposure factors.In consideration of difficulty to carry out semen parameters analysis in primary healthcare institutions,feature Set 1 including sperm parameters and feature Set 2 excluding semen parameters were constructed by including or excluding sperm quality simultaneously in the training set and the validation set.Five algorithms,that is,Logistic Regression,Naive Bayes,Random Forest,Gradient Boosting Machine,and Support Vector Machine,were used to construct preconception outcome prediction models,and the parameters of each model were optimized using random search combined with grid search.The predictive performance of each model was compared using precision,recall,F1 score,area under the receiver operating characteristic curve(AUC),and calibration curve.The optimal model was then selected by comparing the changes in the predictive ability of the questionnaire data for fertility outcomes with or without semen parameters.Results There were 24 variables screened out in feature Set 1,and 16 variables in feature Set 2.In feature Set 1,the gradient boosting machine performed better,with a relatively higher AUC value(0.651)and better F1 score(0.61).The logistic regression model performed stably(AUC value=0.647)and was suitable as the reference model.The random forest(AUC value=0.641),Naive Bayes(AUC value=0.641),and support vector machine(AUC value=0.634)performed second-best.By utilizing the gradient boosting machine,comparable results were found between the predictions from feature sets with or without semen parameters,as in feature Set 1,the AUC value of its validation set was 0.651(95%CI:0.629~0.681),the prediction accuracy was 0.63,the recall rate was 0.65,and the average precision value F1 was 0.61;and in feature Set 2,the AUC value of its validation set was 0.649(95%CI:0.624~0.663),and both the calibration curves were close to the ideal curve.The prediction results indicated that in feature Set 1,the features highly negatively correlated with preconception outcomes were female age,male age,and no pregnancy within 1 year without contraception,while the features highly positively correlated with preconception outcomes were female pregnancy history,total sperm vitality,and use of contraceptive measures before enrollment.Conclusion Among the 5 machine-learning algorithms performed in this cohort data,the gradient boosting machine shows slightly better performance.There are 24 factors being associated with preconception outcomes in both spouses,and the performance of the simplified model excluding semen parameters is not significantly declined.It is feasible to use machine-learning methods to predict human preconception outcomes through social-psychological-behavioral questionnaires.
7.Feasibility analysis of laparoscopic total hysterectomy in patients with obliterated rectouterine pouch
Erniao LIU ; Fei MIAO ; Yingfang ZHOU ; Yan HUANG ; Lei ZHANG ; Chao PENG
Chinese Journal of Obstetrics and Gynecology 2025;60(5):355-362
Objective:To analysis the safety and feasibility of laparoscopic total hysterectomy in patients with obliterated rectouterine pouch.Methods:A retrospective analysis was conducted on 197 patients who underwent laparoscopic total hysterectomy at Peking University First Hospital, from July 2022 to July 2024. According to intraoperative observations, 197 patients were categorized into two groups: 58 cases with completely obliterated rectouterine pouch (obliterated group) and 139 cases with non-obliterated pouch (control group). General clinical characteristics, perioperative outcomes and 3-month follow-up after surgery were compared between two groups.Results:(1) Baseline characteristics: the age of the obliterated group was (45.7±3.7) years, and the control group was (48.0±3.8) years ( P<0.001). Primary complaint: dysmenorrhea prevalence was 53.4% (31/58) in the obliterated group, and was 35.3% (49/139; P<0.05) in the control group. Surgical indications: the proportion of adenomyosis and ovarian endometrioma was 77.6% (45/58) in the obliterated group, and was 51.1% (71/139; P<0.001) in the control group. No significant differences in body mass index, pelvic surgical history, or preoperative medication between the two groups (all P>0.05). (2) Intraoperative outcomes: the obliterated group demonstrated significantly higher rates of surgical interventions compared to the control group. Superficial endometriosis resection was performed in 91.4% (53/58) of the obliterated group versus 33.8% (47/139) in the control group ( P<0.001). Deep infiltrating endometriosis excision was required in 82.8% (48/58) of the obliterated group, contrasting sharply with 10.1% (14/139) in the control group ( P<0.001). Ureterolysis procedures were similarly elevated in the obliterated group (77.6%, 45/58) compared to the control group (7.9%, 11/139; P<0.001). Operative metrics revealed substantial intergroup disparities: the obliterated group exhibited a median surgical duration of 149.0 minutes (interquartile range: 114.0, 180.0 minutes), significantly prolonged relative to the control group′s 91.0 minutes (77.0, 107.0 minutes; P<0.001). Estimated blood loss followed a parallel pattern, with median volumes of 50.0 ml (20.0, 100.0 ml) in the obliterated group versus 20.0 ml (10.0, 20.0 ml) in the control group ( P<0.001). (3) Postoperative outcomes: the uterine weight of the obliterated group was 200.0 g (132.5, 260.0 g), and the control group was 240.0 g (180.0, 336.0 g; P<0.05). Hospital stay was prolonged in the obliterated group compared with the control group [7.0 days (6.0, 8.3 days) vs 6.0 days (5.0, 7.0 days); P<0.001]. The incidences of postoperative fever in the obliterated group and the control group were 20.7% (12/58) vs 12.2% (17/139; P>0.05). The incidences of minor complications in the obliterated group and the control group were 3.4% (2/58) vs 0 (0/139; P>0.05). No major complications (intraoperative hemorrhage, transfusion, visceral injury, conversion to laparotomy, or thromboembolism) occurred. (4) Follow up at 3 months after surgery: three months postoperatively, all patients underwent outpatient follow-up visits, during which symptoms such as pain were alleviated. Gynecological ultrasound and pelvic examinations were performed, and the vaginal stump exhibited good healing. Conclusion:Laparoscopic total hysterectomy performed by experienced minimally invasive gynecological specialists is safe and feasible for patients with obliterated rectouterine pouch.
8.Investigation of the prevalence of progestogen drug contraindications in patients with endometriosis and adenomyosis
Fei MIAO ; Erniao LIU ; Yingfang ZHOU ; Yan HUANG ; Lei ZHANG ; Chao PENG
Chinese Journal of Obstetrics and Gynecology 2025;60(7):534-540
Objective:To discuss the prevalence of contraindications to progestogens in patients with endometriosis and adenomyosis.Methods:Women of childbearing age aged 15-49 years, except for menopausal and malignant tumors, were enrolled in Peking University First Hospital from April to August 2024 for laparoscopic or open surgery, regardless of whether they had used or would be using progestogen drugs. The patients were divided into two groups: the case group was patients with pathologically confirmed endometriosis and adenomyosis, and the control group was patients with other benign gynecological diseases. The patient′s medical history and clinical data were collected.Results:A total of 745 patients were enrolled, including 362 cases (48.6%, 362/745) in the case group, 383 cases (51.4%, 383/745) in the control group; 61 patients with contraindications to progestogens, including 32 cases (8.8%, 32/362) in the case group, and 29 cases (7.6%, 29/383) in the control group ( χ2=0.398, P>0.05). Among them, there were 33 cases of liver disease, all of which were liver tumor (hepatic hemangioma only), including 18 cases (5.0%, 18/362) in the case group and 15 cases (3.9%, 15/383) in the control group. There were 11 cases of sex hormone-dependent or related tumors (breast cancer only), including 4 cases (1.1%, 4/362) in the case group and 7 cases (1.8%, 7/383) in the control group. There were 10 cases of vascular disease, including 4 cases of diabetic vascular disease, including 2 cases (0.6%, 2/362) in the case group and 2 cases (0.5%, 2/383) in the control group. There were 3 cases of venous thrombosis, including 2 cases (0.6%, 2/362) in the case group and 1 case (0.3%, 1/383) in the control group. There were 3 cases of cardiovascular and cerebrovascular diseases, including 1 case in the case group (0.3%, 1/362) and 2 cases (0.5%, 2/383) in the control group. There were 7 cases of renal insufficiency, including 3 cases of chronic nephritis complicated with renal insufficiency [including 2 cases (0.6%, 2/362) in the case group and 1 case (0.3%, 1/383) in the control group]; two cases of membranous nephropathy complicated with renal insufficiency were in the case group (0.6%, 2/362); one case of diabetic nephropathy complicated with renal insufficiency was in the control group (0.3%, 1/383); one case of uremia was in the case group (0.3%, 1/362). There were no statistically significant differences between the two groups (all P>0.05). Conclusions:There is no difference in the contraindications of progestogens in patients with endometriosis and adenomyosis compared with patients with other gynecological benign diseases. Liver tumors are more common in both two groups.
9.Expert consensus on visualized tele-round and quality control management based on the improvement of clinical practice ability
Wanhong YIN ; Xiaoting WANG ; Ran ZHOU ; Dawei LIU ; Yan KANG ; Yaoqing TANG ; Xiaochun MA ; Jianguo LI ; Zhenjie HU ; Haitao ZHANG ; Wei HE ; Lixia LIU ; Wenjin CHEN ; Ran ZHU ; Jun WU ; Hongmin ZHANG ; Lina ZHANG ; Wenzhao CHAI ; Shihong ZHU ; Wangbin XU ; Rongqing SUN ; Xiangyou YU ; Tianjiao SONG ; Ying ZHU ; Hong REN ; Ai SHANMU ; Qing ZHANG ; Wei FANG ; Xiuling SHANG ; Liwen LYU ; Shuhan CAI ; Xin DING ; Heng ZHANG ; Guang FENG ; Lipeng ZHANG ; Bo HU ; Dong ZHANG ; Weidong WU ; Feng SHEN ; Xiaojun YANG ; Zhenguo ZENG ; Qibing HUANG ; Xueying ZENG ; Tongjuan ZOU ; Milin PENG ; Yulong YAO ; Mingming CHEN ; Hui LIAN ; Jingmei WANG ; Yong LI ; Feng QU ; Gang YE ; Rongli YANG ; Xiukai CHEN ; Suwei LI ; Juxiang WANG ; Yangong CHAO
Chinese Journal of Internal Medicine 2025;64(2):101-109
Turning to critical illness is a common stage of various diseases and injuries before death. Patients usually have complex health conditions, while the treatment process involves a wide range of content, along with high requirements for doctor′s professionalism and multi-specialty teamwork, as well as a great demand for time-sensitive treatments. However, this is not matched with critical care professionals and the current state of medical care in China. Telemedicine, which shortens the distance of medical professionals and the gap of disease diagnosis and treatments in various regions through electronic information, can effectively solve the current problem. Therefore, there is an urgent need to develop a standardized, high-quality visualization telemedicine round system .Therefore, experts have been organized to search domestic and foreign literature on telemedicine round for critically ill patients and to form this consensus based on clinical experiences so as to further improve the level of critical care treatments in regions.
10.Development of a pre-processing workflow for real world data derived from multicenter clinical laboratories
Chang LIU ; Xiaoxia PENG ; Siyu CAI ; Yali LIU ; Chao ZHANG ; Fang HU
Chinese Journal of Epidemiology 2025;46(2):296-306
Objective:To develop a pre-processing workflow of real world data (RWD) derived from multicenter clinical laboratories so that the level of data standardization can be improved, and subsequently to produce more robust real world evidence (RWE).Methods:Purpose sampling was used to invite senior experts with experience in clinical research utilizing RWD, covering the fields of clinical laboratory, epidemiology, biostatistics, and clinical medicine. In-depth, semi-structured individual interviews were conducted and thematic analysis was used to analyze the collected data.Results:The in-depth interviews were completed in 16 experts. The experts unanimously agreed that pre-processing RWD derived from multicenter clinical laboratories is necessary prior to its application in research. Based on experts' insights, a comprehensive pre-processing workflow for RWD was constructed, comprising six key steps: ①developing a variable list based on research questions and distributing it to each clinical laboratory; ②conducting an initial quality assessment of RWD based on existing quality control results in clinical laboratories; ③cleaning the data; ④determining whether RWD (including categorical and continuous variables) is heterogeneity among different clinical laboratories; ⑤exploring potential sources of heterogeneity;⑥pre-processing RWD based on identified causes contributing to heterogeneity.Conclusion:The pre-processing workflow of RWD was established, to provide a methodological reference for controlling systematic errors in RWD derived from multicenter clinical laboratories, thereby enhancing the validity of RWE.

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