1.MRI-based habitat radiomics for evaluating lymph node metastasis in renal cell carcinoma
Xu BAI ; Xu FU ; Honghao XU ; Shaopeng ZHOU ; Tongyu JIA ; Sicheng YI ; Houming ZHAO ; Bo LIU ; Xin LIU ; Haili LIU ; Xuetao MU ; Mengmeng ZHANG ; Lixia QI ; Huiyi YE ; Xin MA ; Haiyi WANG
Chinese Journal of Radiology 2025;59(4):384-392
Objective:To evaluate the efficacy of preoperative prediction of regional lymph node (RLN) metastasis in renal cell carcinoma (RCC) using a machine learning model based on habitat imaging radiomics from renal MRI.Methods:This cross-sectional study retrospectively analyzed 220 patients with RCC who underwent nephrectomy and RLN dissection at four medical centers of Chinese PLA General Hospital from January 2010 to August 2023. The cohort included 65 patients with RLN metastasis and 155 without. A stratified random sampling method was used to divide 175 patients from the first medical center into a training set ( n=140) and an internal test set ( n=35) in an 8∶2 ratio, while 45 patients from the third, fourth, and fifth medical centers constituted the external test set. The primary RCC lesions were categorized into 15 habitat subregions based on corticomedullary-phase enhancement and T 2WI signal intensity on MRI, and the volume fractions of different subregions were analyzed. In the training cohort, radiomics features derived from the habitat subregions were used to construct a radiomics model employing various machine learning algorithms, including extremely random trees (ET), gradient boosting decision trees (GBDT), random forest (RF), and support vector machine (SVM). The optimal model was selected and combined with RLN short-axis diameter to develop a combined model. The efficacy of each model in predicting RLN metastasis was evaluated using the receiver operating characteristic (ROC) curve. Results:The volume fraction of hyper-enhanced hyper-intense regions in the non-metastatic group was significantly higher than that in the metastatic group (0.05±0.09 vs. 0.02±0.03; t=3.00, P=0.003). Among the machine learning models constructed using 15 optimal habitat radiomics features, the SVM model demonstrated the best performance, with area under the ROC curve (AUC) values of 0.85 (95% CI 0.72-0.98) in the internal test set and 0.82 (95% CI 0.67-0.98) in the external test set, surpassing those of the ET, GBDT, and RF models. The combined model, integrating the SVM model with RLN short-axis diameter, achieved AUC values of 0.94 (95% CI 0.85-1.00) in the internal test set and 0.89 (95% CI 0.78-1.00) in the external test set, with RLN short-axis diameter contributing AUC values of 0.81 (95% CI 0.66-0.96) and 0.81 (95% CI 0.68-0.94), respectively. The diagnostic sensitivity of the combined model was 91.7% in the internal test set and 85.7% in the external test set, with specificities of 78.3% and 67.7%, respectively. Conclusion:The combined model based on MRI habitat imaging radiomics and RLN short-axis diameter demonstrates excellent preoperative assessment capability for RLN metastasis in RCC.
2.Efficacy of the fifth metatarsal perforator flap of the lateral plantar artery in repairing the wounds on the anterolateral side of the foot
Xuetao NIU ; Juhui ZHAO ; Xiao HE ; Huan MU ; Hong YU ; Xianjie MA ; Dingxue ZHAO ; Xiaofeng ZHANG
Chinese Journal of Burns 2025;41(4):364-369
Objective:To explore the efficacy of the fifth metatarsal perforator flap of the lateral plantar artery in repairing the wounds on the anterolateral side of the foot.Methods:This study was a retrospective observational study. Eight patients with skin and soft tissue defects on the anterolateral side of the foot and conformed to the inclusion criteria were admitted to the Department of Plastic Surgery of Hanzhong Central Hospital from July 2020 to July 2023. There were 6 males and 2 females, aged 22 to 72 years. Among the patients, there were three patients with electrical burns, four patients with trauma, and one patient with plantar wart. Preoperatively, a Doppler blood flow detector was used to clarify the number and location of the fifth metatarsal perforating vessels. The area of the wounds measured during the operation ranged from 4.0 cm×3.0 cm to 7.0 cm×5.0 cm, and the fifth metatarsal perforator flaps of the lateral plantar artery with area of 4.0 cm×4.0 cm to 9.0 cm×6.0 cm were designed and harvested to repair the wounds. The wounds in the flap donor sites were repaired with medium-thickness skin grafts from lower limb on the same side. The duration of surgery and intraoperative blood loss volume were recorded. The survivals of the transplanted flap and skin graft were observed after surgery. At the last follow-up, the appearance of the flap and the occurrence of complication were observed, the two-point discrimination distance of the flap was measured, and the shape of the flap donor site as well as the sensation and other functions of the affected foot were observed.Results:The duration of surgery ranged from 70 to 100 min, with an average of 84.6 min. The intraoperative blood loss volume ranged from 30 to 80 mL, with an average of 53.5 mL. After surgery, all flaps survived completely; only one patient developed partial necrosis of the skin graft in the wound in flap donor site, and the wound healed completely after dressing change and re-grafting medium-thickness skin graft from lower limb on the same side. Postoperative follow-up was conducted for 6 to 24 months, with an average of 13.8 months. At the last follow-up, none of the patients developed bloated and deformed flaps or pressure ulcers, and the two-point discrimination distance of the flap ranged from 5 to 13 mm. No tendon adhesion or scar hyperplasia was observed in the flap donor sites, and the sensation, weight-bearing, and walking functions of the affected feet were normal.Conclusions:The use of the fifth metatarsal perforator flap of the lateral plantar artery for repairing the wounds on the anterolateral side of the foot has the advantages of flexible flap design, minimal damage to the flap donor site, simple and feasible surgical operation, and good postoperative foot appearance and function, which is worthy of clinical application and promotion.
3.Efficacy of the fifth metatarsal perforator flap of the lateral plantar artery in repairing the wounds on the anterolateral side of the foot
Xuetao NIU ; Juhui ZHAO ; Xiao HE ; Huan MU ; Hong YU ; Xianjie MA ; Dingxue ZHAO ; Xiaofeng ZHANG
Chinese Journal of Burns 2025;41(4):364-369
Objective:To explore the efficacy of the fifth metatarsal perforator flap of the lateral plantar artery in repairing the wounds on the anterolateral side of the foot.Methods:This study was a retrospective observational study. Eight patients with skin and soft tissue defects on the anterolateral side of the foot and conformed to the inclusion criteria were admitted to the Department of Plastic Surgery of Hanzhong Central Hospital from July 2020 to July 2023. There were 6 males and 2 females, aged 22 to 72 years. Among the patients, there were three patients with electrical burns, four patients with trauma, and one patient with plantar wart. Preoperatively, a Doppler blood flow detector was used to clarify the number and location of the fifth metatarsal perforating vessels. The area of the wounds measured during the operation ranged from 4.0 cm×3.0 cm to 7.0 cm×5.0 cm, and the fifth metatarsal perforator flaps of the lateral plantar artery with area of 4.0 cm×4.0 cm to 9.0 cm×6.0 cm were designed and harvested to repair the wounds. The wounds in the flap donor sites were repaired with medium-thickness skin grafts from lower limb on the same side. The duration of surgery and intraoperative blood loss volume were recorded. The survivals of the transplanted flap and skin graft were observed after surgery. At the last follow-up, the appearance of the flap and the occurrence of complication were observed, the two-point discrimination distance of the flap was measured, and the shape of the flap donor site as well as the sensation and other functions of the affected foot were observed.Results:The duration of surgery ranged from 70 to 100 min, with an average of 84.6 min. The intraoperative blood loss volume ranged from 30 to 80 mL, with an average of 53.5 mL. After surgery, all flaps survived completely; only one patient developed partial necrosis of the skin graft in the wound in flap donor site, and the wound healed completely after dressing change and re-grafting medium-thickness skin graft from lower limb on the same side. Postoperative follow-up was conducted for 6 to 24 months, with an average of 13.8 months. At the last follow-up, none of the patients developed bloated and deformed flaps or pressure ulcers, and the two-point discrimination distance of the flap ranged from 5 to 13 mm. No tendon adhesion or scar hyperplasia was observed in the flap donor sites, and the sensation, weight-bearing, and walking functions of the affected feet were normal.Conclusions:The use of the fifth metatarsal perforator flap of the lateral plantar artery for repairing the wounds on the anterolateral side of the foot has the advantages of flexible flap design, minimal damage to the flap donor site, simple and feasible surgical operation, and good postoperative foot appearance and function, which is worthy of clinical application and promotion.
4.MRI-based habitat radiomics for evaluating lymph node metastasis in renal cell carcinoma
Xu BAI ; Xu FU ; Honghao XU ; Shaopeng ZHOU ; Tongyu JIA ; Sicheng YI ; Houming ZHAO ; Bo LIU ; Xin LIU ; Haili LIU ; Xuetao MU ; Mengmeng ZHANG ; Lixia QI ; Huiyi YE ; Xin MA ; Haiyi WANG
Chinese Journal of Radiology 2025;59(4):384-392
Objective:To evaluate the efficacy of preoperative prediction of regional lymph node (RLN) metastasis in renal cell carcinoma (RCC) using a machine learning model based on habitat imaging radiomics from renal MRI.Methods:This cross-sectional study retrospectively analyzed 220 patients with RCC who underwent nephrectomy and RLN dissection at four medical centers of Chinese PLA General Hospital from January 2010 to August 2023. The cohort included 65 patients with RLN metastasis and 155 without. A stratified random sampling method was used to divide 175 patients from the first medical center into a training set ( n=140) and an internal test set ( n=35) in an 8∶2 ratio, while 45 patients from the third, fourth, and fifth medical centers constituted the external test set. The primary RCC lesions were categorized into 15 habitat subregions based on corticomedullary-phase enhancement and T 2WI signal intensity on MRI, and the volume fractions of different subregions were analyzed. In the training cohort, radiomics features derived from the habitat subregions were used to construct a radiomics model employing various machine learning algorithms, including extremely random trees (ET), gradient boosting decision trees (GBDT), random forest (RF), and support vector machine (SVM). The optimal model was selected and combined with RLN short-axis diameter to develop a combined model. The efficacy of each model in predicting RLN metastasis was evaluated using the receiver operating characteristic (ROC) curve. Results:The volume fraction of hyper-enhanced hyper-intense regions in the non-metastatic group was significantly higher than that in the metastatic group (0.05±0.09 vs. 0.02±0.03; t=3.00, P=0.003). Among the machine learning models constructed using 15 optimal habitat radiomics features, the SVM model demonstrated the best performance, with area under the ROC curve (AUC) values of 0.85 (95% CI 0.72-0.98) in the internal test set and 0.82 (95% CI 0.67-0.98) in the external test set, surpassing those of the ET, GBDT, and RF models. The combined model, integrating the SVM model with RLN short-axis diameter, achieved AUC values of 0.94 (95% CI 0.85-1.00) in the internal test set and 0.89 (95% CI 0.78-1.00) in the external test set, with RLN short-axis diameter contributing AUC values of 0.81 (95% CI 0.66-0.96) and 0.81 (95% CI 0.68-0.94), respectively. The diagnostic sensitivity of the combined model was 91.7% in the internal test set and 85.7% in the external test set, with specificities of 78.3% and 67.7%, respectively. Conclusion:The combined model based on MRI habitat imaging radiomics and RLN short-axis diameter demonstrates excellent preoperative assessment capability for RLN metastasis in RCC.
5.BMSCs promote M2 macrophage polarization to attenuate acute radiation-induced lung injury
Xinhui ZHANG ; Shiying NIU ; Shutong YAO ; Xiaoyue ZHANG ; Xuetao CAO ; Xue GAO ; Guoli ZHAO ; Jingkun CHEN ; Yueying ZHANG
Chinese Journal of Radiological Health 2024;33(1):21-27
Objective To investigate the therapeutic effects of bone marrow mesenchymal stem cells (BMSCs) for radiation-induced lung injury (RILI) and the underlying mechanism. Methods Forty-five healthy adult male C57BL/6 mice were randomly divided into control, model, and BMSCs groups. The model and BMSCs groups received a single irradiation dose of 20 Gy to the chest, while the control group did not receive X-ray irradiation. For the BMSCs group, an injection of 1 × 106 BMSCs cells was administered via the tail vein within 6 h after irradiation. In the 5th week, the lung tissue was taken to observe pathological changes with HE staining; examine the expression of the inflammatory factors interleukin-6 (IL-6) and tumor necrosis factor-α (TNF-α) with immunohistochemical staining; observe the polarization of macrophages with immunofluorescence staining; and measure the expression of the epithelial-mesenchymal transition markers E-cadherin, N-cadherin, and vimentin proteins by Western blot. Results After radiation, the model group developed pulmonary vasodilation and congestion with septal thickening and inflammatory cell infiltration, and these changes were markedly reduced in the BMSCs group. The model group showed significantly down-regulated expression of IL-6 and TNF-α compared with significantly increased levels in the model group (P < 0.01, P < 0.05). Treatment with BMSCs significantly increased the polarization of lung macrophages towards the M2 type, while significantly decreasing the abnormally increased N-cadherin and vimentin levels in RILI mice (P < 0.05, P < 0.01). Conclusion BMSCs have therapeutic effects for RILI mice, which may be through promoting macrophage polarization from M1 to M2.
6.Hydrogen therapy promotes macrophage polarization to the M2 subtype by inhibiting the NF-κB signaling pathway
Xue GAO ; Shiying NIU ; Guohua SONG ; Lulu LI ; Xiaoyue ZHANG ; Wentao PAN ; Xuetao CAO ; Xinhui ZHANG ; Meili SUN ; Guoli ZHAO ; Yueying ZHANG
Chinese Journal of Radiological Health 2024;33(1):33-39
Objective To investigate the role of hydrogen therapy in reducing radiation-induced lung injury and the specific mechanism. Methods Forty C57BL/6 mice were randomly divided into four groups: normal control group, model group, hydrogen therapy group I, and hydrogen therapy group II. A mouse model of radiation-induced lung injury was established. The pathological changes in the lung tissue of the mice were examined with HE staining. Immunofluorescence staining was used to detect the expression of surface markers of M1 and M2 macrophages to observe macrophage polarization. The expression of interleukin (IL)-6, tumor necrosis factor-α (TNF-α), and IL-10 in the lung tissue was measured by immunohistochemistry. The expression of nuclear factor-kappa B (NF-κB) p65 and phosphorylated NF-κB (P-NF-κB) p65 was measured by Western blot. Results HE staining showed that compared with the control group, the model group exhibited alveolar septal swelling and thickening, vascular dilatation and congestion, and inflammatory cell infiltration in the lung tissue; the hydrogen groups had significantly reduced pathological damage and inflammatory response than the model group, with more improvements in hydrogen group II than in hydrogen group I. Immunohistochemical results showed that compared with those in the control group, the levels of the inflammatory cytokines IL-6 and TNF-α were significantly increased in the model group; the hydrogen groups showed significantly decreased IL-6 and TNF-α levels and a significantly increased level of the anti-inflammatory factor IL-10 than the model group, which were more marked in hydrogen group II than in hydrogen group I. Immunofluorescence results showed that compared with the control group, the expression of the surface marker of M1 macrophages in the model group was significantly upregulated; the hydrogen groups showed significantly downregulated M1 marker and significantly upregulated M2 marker, and hydrogen group II showed significantly increased M2 marker compared with hydrogen group I. Western blot results showed that compared with that in the control group, the ratio of P-NF-κB p65/NF-κB p65 in the model group was significantly increased; the P-NF-κB p65/NF-κB p65 ratio was significantly reduced in the hydrogen groups than in the model group, and was significantly lower in hydrogen group II than in hydrogen group I. Conclusion Hydrogen inhalation therapy may reduce the inflammatory response of radiation-induced lung injury by inhibiting the NF-κB signaling pathway to promote the polarization of the macrophage M1 subtype to the M2 subtype.
7.Overview of the main biological mechanisms linked to changes in periodontal ligament stem cells and the inflammatory microenvironment.
Xuetao ZHAO ; Hongbing LIN ; Tong DING ; Yawei WANG ; Na LIU ; Yuqin SHEN
Journal of Zhejiang University. Science. B 2023;24(5):373-386
Periodontitis is a complex chronic inflammatory disease. The invasion of pathogens induces the inflammatory microenvironment in periodontitis. Cell behavior changes in response to changes in the microenvironment, which in turn alters the local inflammatory microenvironment of the periodontium through factors secreted by cells. It has been confirmed that periodontal ligament stem cells (PDLSCs) are vital in the development of periodontal disease. Moreover, PDLSCs are the most effective cell type to be used for periodontium regeneration. This review focuses on changes in PDLSCs, their basic biological behavior, osteogenic differentiation, and drug effects caused by the inflammatory microenvironment, to provide a better understanding of the influence of these factors on periodontal tissue homeostasis. In addition, we discuss the underlying mechanism in detail behind the reciprocal responses of PDLSCs that affect the microenvironment.
Humans
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Periodontal Ligament
;
Osteogenesis
;
Stem Cells
;
Periodontitis/metabolism*
;
Cell Differentiation/physiology*
;
Cells, Cultured
8.Effect of visceral obesity on the short-term outcomes following robotic-assisted radic-al resection of rectal cancer
Xuetao ZHANG ; Liang LI ; Renyi YANG ; Yongkang MENG ; Jiahao SUN ; Shuxiang DU ; Yingzhi ZHAO ; Dongli XU ; Wei ZHANG ; Gang WU
Chinese Journal of Clinical Oncology 2023;50(22):1153-1158
Objective:To investigate the effect of visceral obesity on the short-term curative effect of Da Vinci robotic-assisted radical resec-tion for rectal cancers.Methods:Clinical and pathological data of patients with rectal cancer undergoing Da Vinci robotic-assisted surgery,admitted to People's Hospital of Zhengzhou University and Cancer Hospital of Zhengzhou University from November 2019 to June 2022 were retrospectively analyzed.Visceral fat area(VFA)≥100 cm2 was used as the standard to define visceral obesity.Patients were categorized in-to visceral and non-visceral obesity groups.The short-term efficacy of the two groups was evaluated,and the influencing factors of post-operative complications were analyzed using univariate and multivariate Logistic regression.Results:Among a total of 169 patients,93 were included in the visceral obesity group and 76 in the non-visceral obesity group.There was no significant difference in the baseline data between the two groups(P>0.05).There was no conversion to laparotomy in the non-visceral obesity group,and the conversion rate was 1.1%(1/93)in the visceral obesity group.The second operation rate was 2.2%(2/93)in the visceral obesity group and 1.3%(1/76)in the non-visceral obesity group with no statistical difference between the two groups.There were no significant differences in the operation dur-ation,intraoperative blood loss,number of lymph node dissections,and total postoperative complication rate between the two groups(P>0.05).Multivariate Logistic regression analysis revealed that an NRS≥3 independently contributed as a risk factor for postoperative com-plications(OR=3.190,95%CI:1.240-8.210,P=0.016).Conclusions:An NRS≥3 is an independent risk factor for complications post-robotic rad-ical rectal cancer surgery.The robotic surgical platform can overcome obesity-related limitations and is equally safe and effective for pa-tients with visceral obesity presenting with rectal cancer.
9.Research progress in the correlation between reproductive tract microbiota and intrauterine adhesion.
Zitong ZHAO ; Xuetao MAO ; Yi ZHENG ; Ying LIU ; Siyi ZHAO ; Shuoyi YAO ; Dabao XU ; Xingping ZHAO
Journal of Central South University(Medical Sciences) 2022;47(11):1495-1503
Intrauterine adhesion (IUA) is caused by damage of the basal layer of endometrium, which leads to fibrosis of the endometrium and the formation of adhesion, resulting in partial or complete occlusion of the uterine cavity, abnormal menstruation, infertility or recurrent miscarriage. The prevalence of IUA in women has been increasing in recent years, and the high recurrence rate of moderate to severe IUA makes IUA treatment more challenging. Iatrogenic endometrial injury is the main cause of IUA. However, the incidence of IUA and the severity of IUA vary among patients who have received similar uterine operations, suggesting that there may be other synergistic factors in the development of IUA. There is a certain correlation between the pathogenesis and the microbiota of the gential tract. In many IUA patients, it has been observed that the probiotics such as Lactobacillus in the vagina is significant reduced, and the pathogenic bacteria such as Gardnerella and Prevotella are excessive growth. The reproductive tract microbiota can be involved in the development and progression of IUA via impacting immune function and metabolism.
Humans
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Female
10.Clinical study on 2 types of intrauterine stents with different thickness and hardness in the treatment of moderate-to-severe intrauterine adhesions.
Huan HUANG ; Xuetao MAO ; Yang YU ; Bingxin XIAO ; Xingping ZHAO ; Aiqian ZHANG ; Dabao XU
Journal of Central South University(Medical Sciences) 2022;47(11):1575-1585
OBJECTIVES:
Although hysteroscopic adhesiolysis (HA) is the main treatment for intrauterine adhesion (IUA), postoperative management of IUA remains challenging because there is no consensus on how to mitigate the high rate of postoperative adhesions reformation. This study aims to compare the effectiveness and safety of 2 types of intrauterine stents with different thickness and hardness in treating moderate-to-severe IUA.
METHODS:
A retrospective clinical study was conducted in the Third Xiangya Hospital of Central South University from November 2020 to July 2021. A total of 191 patients with moderate-to-severe IUA who received surgical treatment and placed intrauterine stents after HA to prevent recurrence of postoperative adhesions were included. According to the hardness and thickness of the intrauterine stents, the participants were divided into a case group (placed the novel thin intrauterine stent, n=62) and a control group (placed the conventional stent, n=129). After 2-3 menstrual cycles, a second-look hysteroscopy was performed, and the intrauterine stents were removed. The postoperative efficacy [the reduction of American Fertility Society (AFS) scores, the adhesions reformation rate, the changes in menstrual pattern, and the pregnancy rate during the follow-up], safety (the adverse events), and applicability (the difficulty of stent removal) were compared between the 2 groups.
RESULTS:
No significant differences in preoperative clinical characteristics were observed between the 2 groups (all P>0.05). The menstrual volume of all patients was increased after the treatment. The reduction of AFS scores and the menstruation recovery rate were not significantly different between the 2 groups (P=0.519 and P=0.272, respectively). Notably, there was no case of displacement in the case group, while the displacement rate of the control group was 2.3% (P=0.552). Moreover, there was no significant difference in abdominal pain or postoperative abnormal vaginal bleeding between the 2 groups (P=0.823 and P=0.851, respectively). However, the difficulty rate of removing the thinner stents was significantly lower than that of removing the traditional stent (21.0% vs 38.8%, P=0.014). During the follow-up for half a year of the postoperative period, the pregnancy rate did not differ significantly in the case and control groups (45.0% vs 34.6%, P=0.173).
CONCLUSIONS
The novel intrauterine stent shows noninferior efficacy and had a good safety profile compared with conventional stents in treating moderate-to-severe IUA. Importantly, it was more convenient to be removed without increasing the rate of displacement and detachment. Therefore, it could reduce the amount of damage to the endometrium and has higher applicability than conventional stents.
Humans
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Retrospective Studies
;
Tissue Adhesions
;
Uterus/pathology*

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