1.Effects of Modified shaoyao gancao decoction on intestinal transit function,intestinal flora and metabolite content in slow transit constipation rat
Ziqi ZHANG ; Hongyun ZHOU ; Qiong ZHAO ; Yuan DENG ; Yu ZHAN
China Pharmacy 2025;36(2):154-159
OBJECTIVE To observe the effects of Modified shaoyao gancao decoction on intestinal transit function, intestinal flora and the contents of metabolites [γ aminobutyric acid (GABA) and 5-hydroxytryptamine (5-HT)] in slow transit constipation (STC) rats. METHODS SD rats were randomly divided into blank group (10 rats) and modeling group (30 rats), with half male and half female. The STC model was established by intragastric administration of Compound diphenoxylate tablets in the modeling group. The successfully modeled rats were randomly divided into model group, Modified shaoyao gancao decoction group [56 g/(kg·d), calculated by crude drug] and positive control group [lactulose 2.09 g/(kg·d)], with 10 rats in each group. Each administration group was given relevant medicine intragastrically, the blank group and model group received an equivalent volume of normal saline, once a day, for 14 consecutive days. During the experiment, the general situation of rats was observed in each group. After the last medication, the body weight was measured, and the Bristol score was used to evaluate the fecal characteristics. The fecal moisture content, intestinal propulsion rate, and the contents of GABA and 5-HT in intestinal content were detected; the diversity of intestinal flora in intestinal contents was investigated, and the correlation between the contents of GABA, 5-HT and relative abundance of microbiota was analyzed. RESULTS Compared with the model group, general conditions such as small body shape, sparse and rough fur, and slow movement were all improved in Modified shaoyao gancao decoction body weight, Bristol score, fecal moisture content,intestinal propulsion rate, 5-HT content, Chao1 index and Shannon index were increased significantly, while GABA content and Simpson index were decreased significantly (P<0.05). The intestinal flora of rats in the Modified shaoyao gancao decoction group could be classified as the same as the blank group, but was far from the model group; the relative abundances of Desulfobacterota, Firmicutes and Bacteroidota in this group showed a tendency of pull back, but the differences were not statistically significant compared to model group (P>0.05). Desulfobacterota was an intergroup differential factor (P<0.05). The content of GABA was negatively correlated with the relative abundance of Bacteroidota, Cyanobacteria, Patescibacteria and Actinobacteriota (P<0.05). The content of 5-HT was positively correlated with the relative abundance of Campilobacterota (P<0.05). CONCLUSIONS Modified shaoyao gancao decoction can improve the fecal properties and intestinal motility of STC rats. Its mechanism may be related to improving intestinal flora and then affecting the contents of GABA and 5-HT in intestinal contents. In addition, the contents of GABA and 5-HT may be significantly correlated with the relative abundance of specific bacterial phyla such as Bacteroidota and Campilobacterota.
2.Effects of Modified shaoyao gancao decoction on intestinal transit function,intestinal flora and metabolite content in slow transit constipation rat
Ziqi ZHANG ; Hongyun ZHOU ; Qiong ZHAO ; Yuan DENG ; Yu ZHAN
China Pharmacy 2025;36(2):154-159
OBJECTIVE To observe the effects of Modified shaoyao gancao decoction on intestinal transit function, intestinal flora and the contents of metabolites [γ aminobutyric acid (GABA) and 5-hydroxytryptamine (5-HT)] in slow transit constipation (STC) rats. METHODS SD rats were randomly divided into blank group (10 rats) and modeling group (30 rats), with half male and half female. The STC model was established by intragastric administration of Compound diphenoxylate tablets in the modeling group. The successfully modeled rats were randomly divided into model group, Modified shaoyao gancao decoction group [56 g/(kg·d), calculated by crude drug] and positive control group [lactulose 2.09 g/(kg·d)], with 10 rats in each group. Each administration group was given relevant medicine intragastrically, the blank group and model group received an equivalent volume of normal saline, once a day, for 14 consecutive days. During the experiment, the general situation of rats was observed in each group. After the last medication, the body weight was measured, and the Bristol score was used to evaluate the fecal characteristics. The fecal moisture content, intestinal propulsion rate, and the contents of GABA and 5-HT in intestinal content were detected; the diversity of intestinal flora in intestinal contents was investigated, and the correlation between the contents of GABA, 5-HT and relative abundance of microbiota was analyzed. RESULTS Compared with the model group, general conditions such as small body shape, sparse and rough fur, and slow movement were all improved in Modified shaoyao gancao decoction body weight, Bristol score, fecal moisture content,intestinal propulsion rate, 5-HT content, Chao1 index and Shannon index were increased significantly, while GABA content and Simpson index were decreased significantly (P<0.05). The intestinal flora of rats in the Modified shaoyao gancao decoction group could be classified as the same as the blank group, but was far from the model group; the relative abundances of Desulfobacterota, Firmicutes and Bacteroidota in this group showed a tendency of pull back, but the differences were not statistically significant compared to model group (P>0.05). Desulfobacterota was an intergroup differential factor (P<0.05). The content of GABA was negatively correlated with the relative abundance of Bacteroidota, Cyanobacteria, Patescibacteria and Actinobacteriota (P<0.05). The content of 5-HT was positively correlated with the relative abundance of Campilobacterota (P<0.05). CONCLUSIONS Modified shaoyao gancao decoction can improve the fecal properties and intestinal motility of STC rats. Its mechanism may be related to improving intestinal flora and then affecting the contents of GABA and 5-HT in intestinal contents. In addition, the contents of GABA and 5-HT may be significantly correlated with the relative abundance of specific bacterial phyla such as Bacteroidota and Campilobacterota.
3.Study on the mechanism of Shaoyao gancao decoction in improving intestinal motility in rats with slow transit constipation by regulating the ASIC3/ERK signaling pathway
Ziqi ZHANG ; Hongyun ZHOU ; Qiong ZHAO ; Yuan DENG ; Mengjie ZHAO ; Chen ZHAO ; Jingyi CHEN
China Pharmacy 2025;36(15):1852-1858
OBJECTIVE To explore the mechanism of Shaoyao gancao decoction in improving intestinal motility in rats with slow transit constipation (STC) by regulating acid-sensitive ion channel 3 (ASIC3)/extracellular signal-regulated kinase (ERK) signaling pathway. METHODS SD rats were used to construct an STC model by gavage with compound diphenoxylate. The successfully modeled rats were randomly divided into model group, Shaoyao gancao decoction group (1.5 g/mL), lactulose group (208.4 mg/mL, positive control), and combined inhibition group (Shaoyao gancao decoction 1.5 g/mL+amiloride hydrochloride 20 μg/kg), with 12 rats in each group. Additionally, 12 healthy rats were selected as the blank group. They were given relevant medicine once a day and continuously intervened for 14 days. After intervention, the intestinal propulsion function and visceral sensitivity of the model rats were detected. The expression of ASIC3 in the colon tissue of rats was observed by immunohistochemical staining. mRNA expressions of ASIC3, ERK1 and ERK2 as well as protein expressions of ASIC3, ERK1/2 and phosphorylated ERK1/2 (p-ERK1/2) in colon tissue of rats were detected; the ultrastructural changes of the enteric nervous system (ENS) -interstitial cell of Cajal (ICC)-smooth muscle cell (SMC) network in the rat colon were observed under electron microscopy. RESULTS Compared with the model group, the intestinal propulsion rate of the Shaoyao gancao decoction group was significantly increased, while the visceral pain threshold was significantly decreased. The proportion of the positive area of ASIC3 in the colonic tissue was significantly increased. The relative mRNA expression levels of ERK1, ERK2, and ASIC3, as well as the relative protein expression levels of p-ERK1/2 and ASIC3, and the p-ERK1/2 to ERK1/2 in the colonic tissue, were all significantly increased (P<0.05 or P<0.01). Additionally, there was marked repair of the morphological structure of ICC and SMC, with closer gap junctions observed. Compared with the Shaoyao gancao decoction group, the combined inhibition group exhibited a diminished improvement in intestinal motility of rats, with statistically significant differences in the levels of some indicators (P<0.05 or P<0.01); the repairing of the morphological structure of ICC and SMC was notably attenuated. CONCLUSIONS Shaoyao gancao decoction can effectively improve the intestinal transmission function and promote intestinal repair in STC rats, and its mechanism may be related to regulating the balance of the ENS-ICC-SMC network mediated by the ASIC3/ERK signaling pathway, thus promoting intestinal motility and reducing visceral sensitivity.
4.Longitudinal cross lagged analysis of body mass index and weight stigma with depressive symptom in adolescents
DONG Ziqi, SONG Xinli, YUAN Wen, LI Jing, YANG Tian, ZHANG Xiuhong, SONG Yi, DONG Yanhui
Chinese Journal of School Health 2025;46(9):1242-1245
Objective:
To explore the bidirectional associations among body mass index Z scores (BMI Z scores) and weight stigma with depressive symptoms in adolescents, thereby providing evidence for targeted intervention strategies.
Methods:
A stratified cluster random sampling method was employed to select 18 301 adolescents aged 12-18 years from all 12 prefectures (103 counties) in the Inner Mongolia Autonomous Region, and two waves of longitudinal surveys were conducted in September 2023 (T1) and September 2024 (T2) among the adolescents. Weight stigma was assessed by using a self developed questionnaire, depressive symptom was measured with the Center for Epidemiologic Studies Depression Scale (CES-D), and BMI Z scores were calculated according to the World Health Organization standards. Pearson correlation analysis was used to examine associations among variables, and cross lagged panel models were constructed to investigate the dynamic bidirectional relationships among the three variables.
Results:
Adolescents BMI Z scores and weight stigma with depressive symptoms all exhibited autoregressive stability across the two time points (autoregressive paths, all P <0.01). Cross lagged model comparisons indicated that the bidirectional path model achieved the best fit ( χ 2=12.65, RMSEA =0.017, CFI =1.000; △ χ 2=193.39, P <0.01), supporting dynamic bidirectional associations among the three variables. After adjusting for gender, age, subjective social status and only child status, T1 BMI Z scores among adolescents positively predicted T2 weight stigma ( β =0.061), and T1 weight stigma positively predicted T2 depressive symptoms ( β =0.608); in the reverse direction, T1 depressive symptoms predicted T2 weight stigma ( β =0.003), and T1 weight stigma predicted T2 BMI Z scores ( β =0.081) (all P <0.01).
Conclusions
There is a bidirectional cross lagged relationship among adolescents BMI Z scores and weight stigma with depressive symptoms, suggesting that weight stigma may serve as a key psychological variable linking obesity and depressive symptoms. Greater attention should be paid to the potential threat of weight stigma to adolescents mental health, with intervention strategies expanded from a solely physiological focus to encompass psychosocial dimensions.
5.Single-cell transcriptomics identifies PDGFRA+ progenitors orchestrating angiogenesis and periodontal tissue regeneration.
Jianing LIU ; Junxi HE ; Ziqi ZHANG ; Lu LIU ; Yuan CAO ; Xiaohui ZHANG ; Xinyue CAI ; Xinyan LUO ; Xiao LEI ; Nan ZHANG ; Hao WANG ; Ji CHEN ; Peisheng LIU ; Jiongyi TIAN ; Jiexi LIU ; Yuru GAO ; Haokun XU ; Chao MA ; Shengfeng BAI ; Yubohan ZHANG ; Yan JIN ; Chenxi ZHENG ; Bingdong SUI ; Fang JIN
International Journal of Oral Science 2025;17(1):56-56
Periodontal bone defects, primarily caused by periodontitis, are highly prevalent in clinical settings and manifest as bone fenestration, dehiscence, or attachment loss, presenting a significant challenge to oral health. In regenerative medicine, harnessing developmental principles for tissue repair offers promising therapeutic potential. Of particular interest is the condensation of progenitor cells, an essential event in organogenesis that has inspired clinically effective cell aggregation approaches in dental regeneration. However, the precise cellular coordination mechanisms during condensation and regeneration remain elusive. Here, taking the tooth as a model organ, we employed single-cell RNA sequencing to dissect the cellular composition and heterogeneity of human dental follicle and dental papilla, revealing a distinct Platelet-derived growth factor receptor alpha (PDGFRA) mesenchymal stem/stromal cell (MSC) population with remarkable odontogenic potential. Interestingly, a reciprocal paracrine interaction between PDGFRA+ dental follicle stem cells (DFSCs) and CD31+ Endomucin+ endothelial cells (ECs) was mediated by Vascular endothelial growth factor A (VEGFA) and Platelet-derived growth factor subunit BB (PDGFBB). This crosstalk not only maintains the functionality of PDGFRA+ DFSCs but also drives specialized angiogenesis. In vivo periodontal bone regeneration experiments further reveal that communication between PDGFRA+ DFSC aggregates and recipient ECs is essential for effective angiogenic-osteogenic coupling and rapid tissue repair. Collectively, our results unravel the importance of MSC-EC crosstalk mediated by the VEGFA and PDGFBB-PDGFRA reciprocal signaling in orchestrating angiogenesis and osteogenesis. These findings not only establish a framework for deciphering and promoting periodontal bone regeneration in potential clinical applications but also offer insights for future therapeutic strategies in dental or broader regenerative medicine.
Receptor, Platelet-Derived Growth Factor alpha/metabolism*
;
Humans
;
Neovascularization, Physiologic/physiology*
;
Dental Sac/cytology*
;
Single-Cell Analysis
;
Transcriptome
;
Mesenchymal Stem Cells/metabolism*
;
Bone Regeneration
;
Animals
;
Dental Papilla/cytology*
;
Periodontium/physiology*
;
Stem Cells/metabolism*
;
Regeneration
;
Angiogenesis
6.Clinical Effectiveness and Safety of Bairui Granules (百蕊颗粒) in Treating Patients with Acute Pharyngitis with Wind-Heat Syndrome: A Multi-Center, Double-Blind, Double-Simulation, Randomized Controlled Trial
Siming LIU ; Hui ZHOU ; Qiang LI ; Min ZHOU ; Qixiang WU ; Shanjun YANG ; Jun WANG ; Jingjing YUAN ; Ying ZHANG ; Ziqi ZHU ; Jingyi HU ; Shuang WU ; Mengting LI ; Zhanfeng YAN
Journal of Traditional Chinese Medicine 2024;65(11):1139-1145
ObjectiveTo evaluate the clinical effectiveness and safety of Bairui Granules (百蕊颗粒) in the treatment of acute pharyngitis with wind-heat syndrome. MethodsA multicenter, double-blind, double-simulation, randomised controlled trial was conducted, in which 162 patients with acute pharyngitis and wind-heat syndrome from 7 centers were recruited, and each center was divided into trial group and control group on the ratio of 2∶1. In the trial group, 108 cases were orally administered with Bairui Granules plus Reyanning Granules (热炎宁颗粒) simulant, and in the control group, 54 cases were orally administered with Reyanning Granules plus Bairui Granules simulant for 5 days, with a follow-up visit on the 6th day. Full analysis set (FAS) analysis and per protocol set (PPS) were used for analysis, respectively. The primary efficacy index was the disappearance rate of sore throat after 5-day treatment; the secondary efficacy indexes were the disappearance rate of sore throat after 3-day treatment, as well as the visual analogue score (VAS) of sore throat before treatment, every day during the treatment, and follow-up on day 6, and the traditional Chinese medicine (TCM) syndrome score was performed before treatment and at the follow-up on day 6. The effectiveness on TCM syndrome was evaluated at the follow-up on day 6, and the changes of vital signs, blood routine, urine routine, liver functions, kidney function, the adverse events before and after the treatment were recorded, and safety analysis set (SS) was analysed. Results162 patients entered the FAS and SS analyses, and 158 cases (105 cases in the trial group and 53 cases in the control group) entered the PPS analysis. FAS analysis showed that the disappearance rate of sore throat after 5-day treatment was 80.56% (87/108) in the trial group and 64.81% (35/54) in the control group, and the difference between groups was statistically significant (χ2 = 5.10, P = 0.0239). PPS analysis showed that the disappearance rate of sore throat after 5-day treatment was 80.00% (84/105) in the trial group and 64.15% (34/53) in the control group, and the difference between groups was statistically significant (χ2 =4.85, P = 0.0277). FAS and SS analyses both showed that the difference in disappearance rate of sore throat between groups on 3-day treatment was not statistically significant (P>0.05). Compared with those before treatment, the VAS scores of sore throat were lower in both groups during treatment on day 2, 3, 4, 5, and follow-up on day 6 (P<0.01), but the difference between groups at each time point was not statistically significant (P>0.05). TCM syndrome scores of both groups at the follow-up were lower than that before treatment, and those of the trial group were lower than those of the control group (P<0.01). The cure rate and effective rate of TCM syndrome of the trial group were significantly higher than those of the control group (P<0.01). There was no significant difference in blood routine, urine routine, liver function, kidney function between groups before and after treatment (P>0.05), and no serious adverse events occured in both groups. ConclusionBairui Granules showed clinical effectiveness in the treatment of acute pharyngitis of wind-heat syndrome, and it could significantly improve the clinical symptoms, accelerate the disappearance time of sore throat with good safety.
7.Current status of regional school health work in Tianjin during 2019-2023
Chinese Journal of School Health 2024;45(5):620-625
Objective:
To explore the current status and progress of regional school health work to provide policy reference for school health improvement.
Methods:
Survey data on school health work in Tianjin from 2019, 2021 and 2023 was used. School health staff allocation and expenditure of the health administrative department, CDC and education department, as well as the annual implementation of health education, prevention and control of common diseases and infectious diseases, sports activities and food nutrition in primary and secondary schools were analyzed. Statistical analysis was conducted using KruskalWallis test, Chisquare test, and Fishers exact test.
Results:
The number of school health staff in the health commissions and education departments from 2019, 2021 and 2023 was relatively stable. Parttime staffs were often employed by health commissions while fulltime staffs were mainly employed by education departments. The number of school health staff at CDCs increased gradually (H=12.65, P<0.01). School health expenditure of administrative departments and schools in 2021 and 2023 increased significantly compared with that in 2019 (H=22.28, 23.75, P<0.05). More than 95% of schools set up clinics or health care rooms, and about 97% of schools had school health technicians or health teachers. More than 90% of schools had health education courses over 4 hours per semester. The rate of mental health education increased by year (86.87%, 89.91%, 96.30%, Z=2.40,P<0.05). Lack of courses regarded safety emergency and risk avoidance, growth and development, and adolescent health education. The provision rate of psychological counseling services (89.00%, 97.25%, 100.00%) and psychological problem prevention and control (56.12%, 71.56%, 81.48%) also increased by year (Z=3.83, 3.96, P<0.01). The implementation rates of prevention and control of poor vision, dental caries, overweight and obesity were all higher than 80%, and the prevention and control rate of abnormal spinal curvature showed an increasing trend (38.78%, 77.06%, 72.22%, Z=4.87, P<0.01). More than 90% of schools met the standard for physical education class hours, and the proportion of schools conducting at least 30 minutes of recess physical activities every day increased year by year (65.00%, 80.73%, 85.98%, Z=3.59, P<0.01). All schools did not have shops.
Conclusions
School health work in Tianjin is effective and constantly developing. It is necessary to continue to increase the investment of human resources and expenditure in school health, explore the approaches of cooccurrence and prevention of common diseases, and improve the school sports and nutrition environment.
8.Value of dual-layer detector spectral CT quantitative parameters in evaluating treatment response of neoadjuvant chemoradiotherapy in patients with locally advanced rectal cancer
Wenjing YUAN ; Zhiqing HUANG ; Ziqi JIA ; Hanliang ZHANG ; Jianye LU ; Xiaohua DU ; Zhibo WEN ; Xian LIU ; Weicui CHEN
Chinese Journal of Radiology 2024;58(2):194-200
Objective:To explore the value of dual-layer detector spectral CT quantitative parameters in evaluating the treatment response of neoadjuvant chemoradiotherapy (nCRT) in patients with locally advanced rectal cancer (LARC).Methods:The study was a cross-sectional study. From May 2021 to March 2023, a total of 52 patients with LARC who received complete nCRT and were pathologically confirmed rectal adenocarcinoma at the Guangdong Province Hospital of Traditional Chinese Medicine were retrospectively enrolled. Each patient underwent spectral CT examination before and after nCRT, including plain scan, arterial phase (AP), and venous phase (VP) scans. According to the tumor regression grade, the patients were divided into the good response ( n=20) and the poor response group ( n=32). Measurements of the primary tumor′s spectral CT parameters, including effective atomic number (Z eff) at plain scan, iodine concentration (IC), CT values of 40 keV and 100 keV virtual monochromatic image (VMI) at dual-enhanced phases, were taken before and after nCRT. Additionally, the normalized iodine concentration (NIC), spectral curve slope (λHU), and the change rate of the above parameters before and after nCRT were calculated. The independent sample t-test or Mann-Whitney U test was used to compare the differences between the two groups. The receiver operating characteristic (ROC) curve was used to assess the efficacy of various metrics in evaluating the tumor treatment response of nCRT. A binary logistic regression analysis of combined parameter results was performed for the parameters with the areas under curve (AUC)>0.75, and the AUC of the combined parameter was evaluated. Results:There were significant differences in NIC AP and λHU VP before nCRT, NIC VP and λHU VP after nCRT, and the change rates of Z eff, NIC AP, NIC VP and λHU AP between the good response group and the poor response group ( P<0.05). The remaining parameters showed no statistically significant difference ( P>0.05). The ROC curve results showed that the AUCs of the above 8 parameters for evaluating tumor treatment response of nCRT were 0.702, 0.655, 0.695, 0.769, 0.738, 0.807, 0.791, and 0.677, respectively. The AUC of the combined model of the three parameters with AUC>0.75 (λHU VP after nCRT, the change rate of NIC AP and NIC VP) was 0.869, with 80.0% sensitivity and 84.4% specificity. Conclusion:The quantitative parameters derived from spectral CT may provide new markers for evaluating the response to nCRT treatment in patients with LARC. The multi-parameter combined model can improve diagnostic efficacy.
9.Research on the risk factors and cumulative risk of myopia in children and adolescents
Yang QIN ; Wen YUAN ; Tian YANG ; Xiuhong ZHANG ; Li CHEN ; Yi ZHANG ; Jianuo JIANG ; Qi MA ; Ziqi DONG ; Xinli SONG ; Jieyu LIU ; Ruolin WANG ; Yi SONG ; Jun MA ; Yanhui DONG
Chinese Journal of Epidemiology 2024;45(8):1126-1133
Objective:To investigate the risk factors and cumulative risk of myopia in children and adolescents, providing a basis for identifying cumulative risk factors in preventing and controlling myopia.Methods:Baseline data from the mental and physical health cohort of children and adolescents established in Inner Mongolia Autonomous Region were used. A stratified random cluster sampling method was adopted to select 138 974 students from fourth to twelfth grade as participants. Distance visual exams, refractive assessments, and questionnaires were conducted on the included students. Logistic regression analysis was used to evaluate each risk factor's impact on myopia's prevalence. The number of risk factors was summed to form a cumulative risk score, and logistic regression analysis was conducted to examine the association between the cumulative risk score and the prevalence of myopia. Additionally, the association between the cumulative risk score of myopic students and their degree of refractivity was analyzed using a generalized estimating equation.Results:The study found a high prevalence of myopia among children and adolescents at baseline (70.2%). Girls exhibited a higher prevalence (74.8%) than boys (65.6%), urban areas (74.3%) surpassed suburban ones (68.6%), and the incidence was greater in high schools (80.3%) compared to middle schools (75.3%), which, in turn, was higher than in elementary schools (57.7%) (all P<0.05). Analysis of risk factors revealed that children and adolescents experiencing improper reading and writing distances ( OR=1.10, 95% CI: 1.07-1.13), excessive homework ( OR=1.09, 95% CI: 1.06-1.12), insufficient sleep ( OR=1.10, 95% CI: 1.07-1.13), having myopic father ( OR=1.98, 95% CI: 1.91-2.05), having myopic mother ( OR=2.04, 95% CI: 1.97-2.10), or using classroom chairs not matched to their height faced ( OR=1.04, 95% CI: 1.01-1.07) increased myopia risks. Additionally, the prevalence and significant odds ratio of myopia increased with the increase in cumulative risk score, with every additional unit of cumulative risk score increasing the right eye's refractive error by -0.10 D. Conclusion:The presence of multiple factors and their comprehensive score increases the prevalence of myopia in children and adolescents.
10.Feasibility study of three-dimensional nnU-Net deep learning network for automatic segmentation of colorectal cancer based on abdominal CT images
Kaiyi ZHENG ; Hao WU ; Wenjing YUAN ; Ziqi JIA ; Xiangliang TAN ; Xiaohui DUAN ; Zhibo WEN ; Xian LIU ; Weicui CHEN
Chinese Journal of Radiology 2024;58(8):829-835
Objective:To investigate the feasibility of a three-dimensional no new U-Net (3D nnU-Net) deep learning (DL) network for the automatic segmentation of colorectal cancer (CRC) based on abdominal CT images.Methods:This was a cross-sectional study. From January 2018 to May 2023, a total of 2180 primary CRC patients, confirmed by pathology at the Guangdong Provincial Hospital of Traditional Chinese Medicine (center 1, n=777), Nanfang Hospital, Southern Medical University (center 2, n=732), and Sun Yat-sen Memorial Hospital (center 3, n=671), were enrolled in this retrospective study. The baseline abdominal CT examination of each patient was conducted using CT equipment from 7 different models across 4 vendors, at the 3 centers, encompassing both the arterial phase (AP) and venous phase (VP). Two radiologists manually delineated the volume of interest to circumscribe the entire tumors in dual-enhanced phase CT images. The CT data of CRC patients from center 1 and center 3 were merged and divided into a training set ( n=1 159) and a validation set ( n=289) using a weighted random method with a ratio of 4∶1. The patients from center 2 were used as an independent external test set ( n=732). The 3D nnU-Net segmentation model was trained and tested. Using manually annotated label data as the benchmark, segmentation performance of the model was evaluated based on different phases and tumor locations. The segmentation coverage rate (SCR), Dice similarity coefficient (DSC), recall (REC), precision (PRE), F1-score, and 95% Hausdorff distance (HD 95) were calculated. The mean manual segmentation time and the mean automatic time were compared using independent samples t-test. Results:In the independent external test set, the performance of the 3D nnU-Net model based on the AP CT images was superior to that based on the VP CT images. On the AP images, the SCR, DSC, REC, PRE, F1-score, and HD 95 were 0.865, 0.714, 0.716, 0.736, 0.714, and 27.228, respectively; on the VP images, they were 0.834, 0.679, 0.710, 0.675, 0.679, and 29.358, respectively. The model achieved the best performance on right-sided colon cancer, with SCR, DSC, REC, PRE, F1-score, and HD95 on the AP CT images at 0.901, 0.775, 0.780, 0.787, 0.775, and 21.793, respectively. Next were left-sided colon cancer and rectal cancer, while the segmentation performance for transverse colon cancer was the worst (SCR, DSC, REC, PRE, F1-score, and HD 95 were 0.731, 0.631, 0.641, 0.630, 0.631 and 38.721, respectively). The automatic segmentation time on a single phase was (1.0±0.3) min, while the manual segmentation time was (17.5±6.0) min ( t=128.24, P<0.001). Conclusions:After training and validating on a dataset from multiple centers with various CT scanner vendors, the 3D nnU-Net DL model demonstrates the capability to automatically segment CRC based on abdominal CT images, while also showcasing commendable robustness and generalization ability.


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