1.Plasma exchange and intravenous immunoglobulin prolonged the survival of a porcine kidney xenograft in a sensitized, brain-dead human recipient.
Shuaijun MA ; Ruochen QI ; Shichao HAN ; Zhengxuan LI ; Xiaoyan ZHANG ; Guohui WANG ; Kepu LIU ; Tong XU ; Yang ZHANG ; Donghui HAN ; Jingliang ZHANG ; Di WEI ; Xiaozheng FAN ; Dengke PAN ; Yanyan JIA ; Jing LI ; Zhe WANG ; Xuan ZHANG ; Zhaoxu YANG ; Kaishan TAO ; Xiaojian YANG ; Kefeng DOU ; Weijun QIN
Chinese Medical Journal 2025;138(18):2293-2307
BACKGROUND:
The primary limitation to kidney transplantation is organ shortage. Recent progress in gene editing and immunosuppressive regimens has made xenotransplantation with porcine organs a possibility. However, evidence in pig-to-human xenotransplantation remains scarce, and antibody-mediated rejection (AMR) is a major obstacle to clinical applications of xenotransplantation.
METHODS:
We conducted a kidney xenotransplantation in a brain-dead human recipient using a porcine kidney with five gene edits (5GE) on March 25, 2024 at Xijing Hospital, China. Clinical-grade immunosuppressive regimens were employed, and the observation period lasted 22 days. We collected and analyzed the xenograft function, ultrasound findings, sequential protocol biopsies, and immune surveillance of the recipient during the observation.
RESULTS:
The combination of 5GE in the porcine kidney and clinical-grade immunosuppressive regimens prevented hyperacute rejection. The xenograft kidney underwent delayed graft function in the first week, but urine output increased later and the single xenograft kidney maintained electrolyte and pH homeostasis from postoperative day (POD) 12 to 19. We observed AMR at 24 h post-transplantation, due to the presence of pre-existing anti-porcine antibodies and cytotoxicity before transplantation; this AMR persisted throughout the observation period. Plasma exchange and intravenous immunoglobulin treatment mitigated the AMR. We observed activation of latent porcine cytomegalovirus toward the end of the study, which might have contributed to coagulation disorder in the recipient.
CONCLUSIONS
5GE and clinical-grade immunosuppressive regimens were sufficient to prevent hyperacute rejection during pig-to-human kidney xenotransplantation. Pre-existing anti-porcine antibodies predisposed the xenograft to AMR. Plasma exchange and intravenous immunoglobulin were safe and effective in the treatment of AMR after kidney xenotransplantation.
Transplantation, Heterologous/methods*
;
Kidney Transplantation/methods*
;
Heterografts/pathology*
;
Immunoglobulins, Intravenous/administration & dosage*
;
Graft Survival/immunology*
;
Humans
;
Animals
;
Sus scrofa
;
Graft Rejection/prevention & control*
;
Kidney/pathology*
;
Gene Editing
;
Species Specificity
;
Immunosuppression Therapy/methods*
;
Plasma Exchange
;
Brain Death
;
Biopsy
;
Male
;
Aged
2.Mechanism of total ginsenosides in alleviating myocardial injury in septic rat models by regulating SLC7A11/GPX4-mediated ferroptosis
Kefeng ZHANG ; Yicheng LIU ; Lin LUO ; Ting ZHANG
Journal of Clinical Medicine in Practice 2025;29(11):42-48
Objective To investigate the mechanism of total ginsenosides(TG)in alleviating myocardial injury in septic rat models by regulating solute carrier family 7 member 11/glutathione per-oxidase 4(SLC7 A1 1/GPX4)-mediated ferroptosis.Methods Ninety SPF-grade male rats were ran-domly divided into five groups:Sham group(sham operation),septic cardiomyopathy(SCM)group,TG40 group(SCM model rats gavaged with 40 mg/kg TG),TG160 group(SCM model rats gavaged with 160 mg/kg TG),and TG160+RSL3 group(SCM model rats gavaged with 160 mg/kg TG and intraperitoneally injected with 10 mg/kg ferroptosis inducer RSL3).The SCM model was established using the cecal ligation and puncture method.Cardiac function was assessed in each group.Hematox-ylin-eosin(HE)staining was performed to observe pathological changes in myocardial tissue.Levels of tumor necrosis factor(TNF)-α,interleukin(IL)-1 β,IL-6,creatine kinase-MB(CK-MB),myo-globin(Mb),and cardiac troponin I(cTnI)were measured by enzyme-linked immunosorbent assay.Protein expression levels of NADPH oxidase(NOX)1,NOX2,NOX4,SLC7A11,and GPX4 were detected by western blotting.Levels of Fe2+and total iron in myocardial tissue were also determined.Results Compared with the Sham group,the SCM group exhibited decreased left ventricular ejec-tion fraction(LVEF),left ventricular fractional shortening(LVFS),and protein expression of SLC7A11 and GPX4,along with increased levels of CK-MB,Mb,cTnI,TNF-α,IL-1β,IL-6,Fe2+,total iron,and protein expression of NOX1,NOX2,and NOX4(P<0.05).Compared with the SCM group,the TG40 and TG160 groups showed dose-dependent increases in LVEF,LVFS,and SLC7A11/GPX4 expression,as well as reductions in CK-MB,Mb,cTnI,TNF-α,IL-1 β,IL-6,Fe,total iron,and NOX1/NOX2/NOX4 expression(P<0.05).In contrast,the TG160+RSL3 group displayed lower LVEF,LVFS,and SLC7A11/GPX4 expression,and higher levels of the aforementioned biomarkers compared with the TG160 group(P<0.05).Conclusion TG sig-nificantly suppresses sepsis-induced myocardial inflammation and oxidative stress,improves cardiac function,and mitigates myocardial injury,likely by inhibiting ferroptosis via activation of the SLC7A11/GPX4 signaling pathway.
3.Present situation and progress of xenotransplantation at home and abroad
Xiaoyan ZHANG ; Guohui WANG ; Shichao HAN ; Ruochen QI ; Kepu LIU ; Di WEI ; Xiaojian YANG ; Shuaijun MA ; Kefeng DOU ; Weijun QIN
Organ Transplantation 2024;15(2):276-281
Organ shortage has become one of the major challenges hindering the development of organ transplantation. Xenotransplantation is one of the most valuable methods to resolve global organ shortage. In recent years, the development of genetic engineering technique and research and development of new immunosuppressant have provided novel theoretical basis for xenotransplantation. International scholars have successively carried out researches on xenotransplantation in genetically modified pigs to non-human primates or brain death recipients, making certain substantial progresses. However, most of the researches are still in the preclinical stage, far from clinical application. Therefore, according to the latest preclinical experimental research progress at home and abroad, the history of xenotransplantation, the development of gene modification technology, xenotransplantation rejection and immunosuppression regimens were reviewed, aiming to provide reference for subsequent research of xenotransplantation, promote clinical application of xenotransplantation and bring benefits to more patients with end-stage diseases.
4.Updates of colonoscopy surveillance guidelines after screening and polypectomy, and related research progress
Yunfeng ZHU ; Yingshuang ZHU ; Chengcheng LIU ; Yeting HU ; Kefeng DING
Chinese Journal of Gastrointestinal Surgery 2024;27(1):99-104
With the widespread application of colorectal cancer screening, the surveillance and management of the increasing number of screened population has become a pivotal aspect in preventing and controlling colorectal cancer. In recent years, researches have been conducted on the risk of colorectal cancer incidence and mortality in the population after screening. At the same time, various organizations in Europe and the United States have continuously updated colonoscopy surveillance after screening and polypectomy based on the latest research evidence. In this review, we summarized the current progress of studies on colorectal cancer risk in post-screening colorectal cancer populations and the key points of relevant guideline updates, in order to provide a reference for conducting relevant studies and formulating surveillance guidelines or consensus in China.
5.Epidemiological characteristics of early-onset colorectal cancer: a prospective cohort study from a single center
Tian JIN ; Yingshuang ZHU ; Chengcheng LIU ; Xing XU ; Wei LU ; Qian XIAO ; Kefeng DING ; Shu ZHENG
Chinese Journal of Gastrointestinal Surgery 2024;27(5):457-463
Objective:To explore the differences in distribution of colorectal cancer-related risk factors between patients with early-onset colorectal cancer (EOCRC) and those with late-onset colorectal cancer (LOCRC) in a Chinese cohort, and to provide reference and guidance for the prevention, diagnosis, and treatment of EOCRC.Methods:Using data from the National Colorectal Cancer Cohort study cohort, 5377 patients with newly diagnosed colorectal cancer (CRC) attending the Department of Colorectal Surgery and Oncology of the Second Affiliated Hospital, Zhejiang University School of Medicine from June 2018 to February 2023 were included in the study cohort. Questionnaires capturing epidemiological features, including lifestyle and dietary habits, were administered. The patients were divided into two groups, the cut-off age being 50 years. Those aged ≥50 years were defined as having LOCRC and those aged <50 years as having EOCRC. Wilcoxon (continuous variates) or χ 2 tests (categorical variates) were performed to compare differences in epidemiological features. Results:A total of 3799 people who had completed the questionnaire were included in this study, 491 of whom had EOCRC and 3308 LOCRC. The response rate to the questionnaire was 70.7%. The median ages of patients in the EOCRC and LOCRC groups were 43 and 66 years, respectively. There was a higher proportion of female patients (48.5% [253/491] vs. 35.8% [1184/3308], χ 2=28.8, P<0.001) in the EOCRC than the LOCRC group. Patients with EOCRC and lower body mass index (medium 22.1 kg/m 2 vs. 22.9 kg/m 2, W=744 793, P=0.005) and lower proportion of abdominal obesity (87.2% [428/491] vs. 93.8% [3103/3308], χ 2=38.3, P<0.001). Patients with EORC significantly less commonly reported a history of hypertension (5.9% [29/491] vs. 41.6% [1375/3308], χ 2=231.8, P<0.001), diabetes (1.4% [7/491] vs. 14.4% [476/3308], χ 2=63.6, P<0.001) and cardiovascular and cerebrovascular diseases (0.8% [4/491] vs. 7.3% [241/3308], χ 2=28.6, P<0.001). However, the proportion of patients with a family history of CRC was significantly higher ( P<0.05) in the EOCRC group (10.2% [50/491] vs. 6.9% [227/3 308], χ 2=6.5, P=0.010]. In terms of lifestyle, patients with EOCRC had shorter sleep duration (median: 8.0 hours vs. 8.5 hours, W=578 989, P<0.001), and were less likely to participate in physical exercise (29.5% [145/491] vs. 38.7% [1281/3308] χ 2=15.0, P<0.001) or engage in physical work (65.2% [320/491] vs. 74.1% [2450/3308], χ 2=16.7, P<0.001). Meanwhile, in the EOCRC group a lower percentage of patients were smokers (29.3% [144/491] vs. 42.7% [1411/3308], χ 2=46.9, P<0.001) and they smoked less (median 17.6 pack/year vs. 30.0 pack/year,W=55 850, P<0.001). Fewer patients in the EOCRC group habitually drank alcohol (21.0% [103/491] vs. 38.0% [1257/3308], χ 2=57.5, P<0.001) or tea (17.5% [86/491] vs. 28.7% [948/3308], χ 2=26.2, P<0.001) than in the LOCRC group. Compared with the LOCRC group, patients with EOCRC had a higher frequency of intake of fresh meat, fresh fruit, eggs, and dairy products and a lower frequency of intake of preserved meat and pickled vegetables; these differences are statistically significant (all P<0.05). There was no statistically significant difference in consumption of fresh vegetables or a high-sugar diet between the two groups (both P>0.05). Conclusions:This study highlights disparities in adverse lifestyle and dietary habits between patients in China with EOCRC versus LOCRC.
6.Application value of contrast-enhanced ultrasound lymphography in preoperative planning for lymphaticovenous anastomosis in secondary upper extremity lymphedema
Jinglan TANG ; Litao SUN ; Kefeng LU ; Yongfeng LI ; Lisong ZHU ; Han LIU ; Pei DU ; Chunjie HOU
Chinese Journal of Plastic Surgery 2024;40(7):755-764
Objective:To investigate the value of contrast-enhanced ultrasound (CEUS) as a preoperative planning strategy for lymphaticovenous anastomosis (LVA) in improving the quality of LVA and the outcome of short-term limb volume reduction in patients with secondary upper limb lymphedema.Methods:Patients with breast cancer-related upper extremity lymphedema who underwent LVA at the Department of General Surgery Cancer Center Division of Breast Surgery of Zhejiang Provincial People’s Hospital from August 2021 to August 2023 were enrolled retrospectively. According to whether preoperative ultrasound lymphography was performed, the patients were divided into CEUS assisted group and control group. In the CEUS assisted group, preoperative CEUS lymphography combined with high-frequency ultrasound color Doppler imaging was utilized for precise localization of lymphatic vessels and recipient veins, as well as surgical target planning for LVA. In the control group, preoperative indocyanine green lymphography was employed to guide surgical exploration. Mann-Whitney U test was used to compare the number of LVA surgical exploration incisions per limb and the number of successful anastomoses per limb between the two groups. The success rate of anastomosis (total number of successful anastomoses/total number of surgical exploration incisions) was compared by the chi-square test. The duration of single anastomosis, mean arm circumference, and the difference between preoperative and postoperative mean arm circumference were compared by independent sample t-test. Paired-sample t-test was used to compare the improvement of the mean arm circumference of the operated limb of the two groups after 3 months of follow-up. P < 0.05 was considered statistically significant. Results:A total of 47 female patients were enrolled, including 27 patients in the CEUS assisted group, with an average age of (57.1±9.0) years and a median edema course of 2 years. There were 20 cases in the control group, with an average age of (58.1±9.6) years and a median duration of edema of 2 years. The CEUS group, compared with the control group, exhibited a higher number of surgical exploration incisions per limb [6.0 (4.0, 7.0) cases vs. 5.0 (3.0, 6.0) cases], a greater number of successful anastomoses per limb [5.0 (3.0, 6v0) cases vs. 3.0 (2.0, 3.0) cases], and a significantly increased overall success rate of anastomosis [82.8% (125/151) vs. 61.4% (54/88)]. Additionally, there was a significant increase in the preoperative and postoperative mean arm circumference difference [(6.2±3.3) cm vs. (3.9±1.9) cm]. The duration of single anastomosis was significantly shortened [(57.4±16.0) min vs. (92.8±18.5) min], with statistically significant differences observed in all comparisons (all P < 0.05). The preoperative and postoperative mean arm circumference were compared between the CEUS group [(31.4±4.6) cm vs. (25.3±4.7) cm] and the control group [(31.3±4.3) cm vs. (27.5±3.8) cm], respectively, with statistically significant differences observed in both groups (both P < 0.01). Conclusion:CEUS lymphography, as a preoperative planning strategy for LVA, can significantly increase the number and success rate of LVA anastomosis in patients with secondary upper limb lymphedema, shorten the duration of single anastomosis, and improve the short-term effect of limb volume reduction after LVA.
7.Updates of colonoscopy surveillance guidelines after screening and polypectomy, and related research progress
Yunfeng ZHU ; Yingshuang ZHU ; Chengcheng LIU ; Yeting HU ; Kefeng DING
Chinese Journal of Gastrointestinal Surgery 2024;27(1):99-104
With the widespread application of colorectal cancer screening, the surveillance and management of the increasing number of screened population has become a pivotal aspect in preventing and controlling colorectal cancer. In recent years, researches have been conducted on the risk of colorectal cancer incidence and mortality in the population after screening. At the same time, various organizations in Europe and the United States have continuously updated colonoscopy surveillance after screening and polypectomy based on the latest research evidence. In this review, we summarized the current progress of studies on colorectal cancer risk in post-screening colorectal cancer populations and the key points of relevant guideline updates, in order to provide a reference for conducting relevant studies and formulating surveillance guidelines or consensus in China.
8.Epidemiological characteristics of early-onset colorectal cancer: a prospective cohort study from a single center
Tian JIN ; Yingshuang ZHU ; Chengcheng LIU ; Xing XU ; Wei LU ; Qian XIAO ; Kefeng DING ; Shu ZHENG
Chinese Journal of Gastrointestinal Surgery 2024;27(5):457-463
Objective:To explore the differences in distribution of colorectal cancer-related risk factors between patients with early-onset colorectal cancer (EOCRC) and those with late-onset colorectal cancer (LOCRC) in a Chinese cohort, and to provide reference and guidance for the prevention, diagnosis, and treatment of EOCRC.Methods:Using data from the National Colorectal Cancer Cohort study cohort, 5377 patients with newly diagnosed colorectal cancer (CRC) attending the Department of Colorectal Surgery and Oncology of the Second Affiliated Hospital, Zhejiang University School of Medicine from June 2018 to February 2023 were included in the study cohort. Questionnaires capturing epidemiological features, including lifestyle and dietary habits, were administered. The patients were divided into two groups, the cut-off age being 50 years. Those aged ≥50 years were defined as having LOCRC and those aged <50 years as having EOCRC. Wilcoxon (continuous variates) or χ 2 tests (categorical variates) were performed to compare differences in epidemiological features. Results:A total of 3799 people who had completed the questionnaire were included in this study, 491 of whom had EOCRC and 3308 LOCRC. The response rate to the questionnaire was 70.7%. The median ages of patients in the EOCRC and LOCRC groups were 43 and 66 years, respectively. There was a higher proportion of female patients (48.5% [253/491] vs. 35.8% [1184/3308], χ 2=28.8, P<0.001) in the EOCRC than the LOCRC group. Patients with EOCRC and lower body mass index (medium 22.1 kg/m 2 vs. 22.9 kg/m 2, W=744 793, P=0.005) and lower proportion of abdominal obesity (87.2% [428/491] vs. 93.8% [3103/3308], χ 2=38.3, P<0.001). Patients with EORC significantly less commonly reported a history of hypertension (5.9% [29/491] vs. 41.6% [1375/3308], χ 2=231.8, P<0.001), diabetes (1.4% [7/491] vs. 14.4% [476/3308], χ 2=63.6, P<0.001) and cardiovascular and cerebrovascular diseases (0.8% [4/491] vs. 7.3% [241/3308], χ 2=28.6, P<0.001). However, the proportion of patients with a family history of CRC was significantly higher ( P<0.05) in the EOCRC group (10.2% [50/491] vs. 6.9% [227/3 308], χ 2=6.5, P=0.010]. In terms of lifestyle, patients with EOCRC had shorter sleep duration (median: 8.0 hours vs. 8.5 hours, W=578 989, P<0.001), and were less likely to participate in physical exercise (29.5% [145/491] vs. 38.7% [1281/3308] χ 2=15.0, P<0.001) or engage in physical work (65.2% [320/491] vs. 74.1% [2450/3308], χ 2=16.7, P<0.001). Meanwhile, in the EOCRC group a lower percentage of patients were smokers (29.3% [144/491] vs. 42.7% [1411/3308], χ 2=46.9, P<0.001) and they smoked less (median 17.6 pack/year vs. 30.0 pack/year,W=55 850, P<0.001). Fewer patients in the EOCRC group habitually drank alcohol (21.0% [103/491] vs. 38.0% [1257/3308], χ 2=57.5, P<0.001) or tea (17.5% [86/491] vs. 28.7% [948/3308], χ 2=26.2, P<0.001) than in the LOCRC group. Compared with the LOCRC group, patients with EOCRC had a higher frequency of intake of fresh meat, fresh fruit, eggs, and dairy products and a lower frequency of intake of preserved meat and pickled vegetables; these differences are statistically significant (all P<0.05). There was no statistically significant difference in consumption of fresh vegetables or a high-sugar diet between the two groups (both P>0.05). Conclusions:This study highlights disparities in adverse lifestyle and dietary habits between patients in China with EOCRC versus LOCRC.
9.Application value of contrast-enhanced ultrasound lymphography in preoperative planning for lymphaticovenous anastomosis in secondary upper extremity lymphedema
Jinglan TANG ; Litao SUN ; Kefeng LU ; Yongfeng LI ; Lisong ZHU ; Han LIU ; Pei DU ; Chunjie HOU
Chinese Journal of Plastic Surgery 2024;40(7):755-764
Objective:To investigate the value of contrast-enhanced ultrasound (CEUS) as a preoperative planning strategy for lymphaticovenous anastomosis (LVA) in improving the quality of LVA and the outcome of short-term limb volume reduction in patients with secondary upper limb lymphedema.Methods:Patients with breast cancer-related upper extremity lymphedema who underwent LVA at the Department of General Surgery Cancer Center Division of Breast Surgery of Zhejiang Provincial People’s Hospital from August 2021 to August 2023 were enrolled retrospectively. According to whether preoperative ultrasound lymphography was performed, the patients were divided into CEUS assisted group and control group. In the CEUS assisted group, preoperative CEUS lymphography combined with high-frequency ultrasound color Doppler imaging was utilized for precise localization of lymphatic vessels and recipient veins, as well as surgical target planning for LVA. In the control group, preoperative indocyanine green lymphography was employed to guide surgical exploration. Mann-Whitney U test was used to compare the number of LVA surgical exploration incisions per limb and the number of successful anastomoses per limb between the two groups. The success rate of anastomosis (total number of successful anastomoses/total number of surgical exploration incisions) was compared by the chi-square test. The duration of single anastomosis, mean arm circumference, and the difference between preoperative and postoperative mean arm circumference were compared by independent sample t-test. Paired-sample t-test was used to compare the improvement of the mean arm circumference of the operated limb of the two groups after 3 months of follow-up. P < 0.05 was considered statistically significant. Results:A total of 47 female patients were enrolled, including 27 patients in the CEUS assisted group, with an average age of (57.1±9.0) years and a median edema course of 2 years. There were 20 cases in the control group, with an average age of (58.1±9.6) years and a median duration of edema of 2 years. The CEUS group, compared with the control group, exhibited a higher number of surgical exploration incisions per limb [6.0 (4.0, 7.0) cases vs. 5.0 (3.0, 6.0) cases], a greater number of successful anastomoses per limb [5.0 (3.0, 6v0) cases vs. 3.0 (2.0, 3.0) cases], and a significantly increased overall success rate of anastomosis [82.8% (125/151) vs. 61.4% (54/88)]. Additionally, there was a significant increase in the preoperative and postoperative mean arm circumference difference [(6.2±3.3) cm vs. (3.9±1.9) cm]. The duration of single anastomosis was significantly shortened [(57.4±16.0) min vs. (92.8±18.5) min], with statistically significant differences observed in all comparisons (all P < 0.05). The preoperative and postoperative mean arm circumference were compared between the CEUS group [(31.4±4.6) cm vs. (25.3±4.7) cm] and the control group [(31.3±4.3) cm vs. (27.5±3.8) cm], respectively, with statistically significant differences observed in both groups (both P < 0.01). Conclusion:CEUS lymphography, as a preoperative planning strategy for LVA, can significantly increase the number and success rate of LVA anastomosis in patients with secondary upper limb lymphedema, shorten the duration of single anastomosis, and improve the short-term effect of limb volume reduction after LVA.
10.Prediction of invasiveness in follicular variant of papillary thyroid carcinoma using nomograms based on ultrasonic features
YuXin ZHENG ; Yajiao ZHANG ; Liyu CHEN ; Kefeng LU ; Jiangyan LOU ; Junping LIU ; Dong XU
Chinese Journal of Ultrasonography 2024;33(9):800-806
Objective:To explore the relationship between ultrasound characteristics and invasiveness in the follicular variant of papillary thyroid carcinoma (FVPTC), and to integrate multiple ultrasound parameters for visual assessment of predictive outcomes by using Nomogram.Methods:A total of 312 FVPTC patients who were pathologically confirmed through surgery in Zhejiang Cancer Hospital and Zhejiang Provincial People′s Hospital from January 2013 to December 2023 were retrospectively collected.Based on defined criteria, FVPTC patients were categorized into high-invasion and low-invasion groups. The dataset was divided into a training set and a validation set in a ratio of 7 to 3. Clinical information and ultrasound feature parameters were collected. Univariate and multivariate Logistic regression analyses were performed on the training set. A predictive model for FVPTC invasiveness was constructed based on ultrasound features. The model′s discriminative ability and calibration were evaluated in the validation set, and a nomogram was generated.Results:The training set included a total of 218 patients with FVPTC, among which 131 were classified as high invasive.The validation set consisted of 94 patients, with 53 cases of high invasive FVPTC patients. Multivariate logistic regression analysis on the training set revealed that tumor multifocality ( OR=6.505, P=0.016), hypoechoic ( OR=3.235, P=0.103), shape ( OR=0.521, P=0.049), and microcalcifications ( OR=2.479, P=0.004) were independent influencing factors for predicting invasiveness in FVPTC. In the training set, the area under the curve (AUC) of the ultrasound predictive model was 0.704 (95% CI=0.634-0.771), and in the validation set, the AUC was 0.650 (95% CI=0.531-0.770), indicated good discriminative ability.The calibration curve showed good alignment with the ideal curve, demonstrating favorable calibration performance. Conclusions:Ultrasound features provide valuable information for assessing the invasiveness of FVPTC, and the model constructed by combining ultrasound features demonstrates good predictive efficacy for the invasiveness of FVPTC.

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