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.Analysis of plasma metabonomic characteristics of type 2 diabetes mellitus patients with turbid toxin accumulation syndrome
Ziqi ZHAO ; Pai PANG ; Yue REN ; Bin WANG ; Yuntao MA ; Qianjing YANG ; Shentao WU
Journal of Beijing University of Traditional Chinese Medicine 2025;48(1):34-42
Objective:
To explore the plasma metabonomic characteristics of patients with type 2 diabetes mellitus and turbid toxin accumulation syndrome.
Methods:
One hundred and three patients with type 2 diabetes mellitus and turbid toxin accumulation syndrome were enrolled from November 2023 to February 2024 in the First Teaching Hospital of Tianjin University of Traditional Chinese Medicine and 54 healthy individuals were recruited. The general data of the two groups were analyzed, and the plasma metabolite content was detected using ultra-high performance liquid chromatography-Orbitrap mass spectrometry. Construct an orthogonal partial least squares discriminant analysis model to screen metabolites with significant intergroup changes. The variable importance in projection≥ 1, |log2FC|>1, and P<0.05 were used as the criteria for the screening of differential metabolites. Annotate differential metabolites using internal databases and the human metabolome database, and perform pathway analysis using MetaboAnalyst website.
Results:
There was no statistically significant difference in gender and age between the two groups.Seventeen potential differential metabolites were identified. The D-4′-phosphopantothenate, 2, 6-dichloroindophenol, 4-methylphenol, hypoxanthine, 11, 12-epoxyeicosatrienoic acids, oleamide, 3-phenyllactic acid contents were higher in patients with type 2 diabetes mellitus and turbid toxin accumulation syndrome than in healthy individuals(P<0.05); 3-anisic acid, 3-iodo-octadecanoic acid, mebendazole, β-alanine, citric acid, trans-aconitic acid, geranyl diphosphate, lysophosphatidylcholine(18∶2), phosphatidylethanolamine(18∶1), and caprolactam contents were lower in patients with type 2 diabetes mellitus and turbid toxin accumulation syndrome than in healthy individuals(P<0.05). Ten metabolic pathways were identified, including the key metabolic pantothenate and coenzyme A biosynthesis pathways.
Conclusion
Metabolic differences were observed between patients with type 2 diabetes mellitus and turbid toxin accumulation syndrome and healthy individuals, and the underlying mechanism may involve the pantothenate and coenzyme A biosynthesis pathways, jointly mediated by D-4′-phosphopantothenate and β-alanine.
4.Association of joint effect of overweight and obesity with dyslipidemia on left ventricular hypertrophy in children
AN Silian, LIU Ziqi, ZHANG Qian, ZHAO Min, XI Bo
Chinese Journal of School Health 2025;46(4):474-478
Objective:
To examine the association of joint effect of overweight and obesity with dyslipidemia on left ventricular hypertrophy (LVH) in children, so as to provide scientific evidence for the prevention of early cardiovascular damage in children.
Methods:
Data were obtained from the second followup crosssectional survey of Huantai Childhood Cardiovascular Health Cohort study in 2021, comprising 1 047 children aged 10-15 years with complete information. Based on overweight and obesity status and dyslipidemia status, all participants were divided into four groups:normal weight with normal lipid levels, normal weight with dyslipidemia, overweight and obesity with normal lipid levels, and overweight and obesity with dyslipidemia. Left ventricular mass index (LVMI) levels and prevalence of LVH across four groups were compared. Multivariate Logistic regression model was used to examine the association of joint effect of overweight and obesity with dyslipidemia on LVH in children.
Results:
There were significant differences in LVMI levels [(28.66±7.10, 29.63±4.71,31.49±5.86,32.65±4.80)g/m2.7] and prevalence of LVH (4.28%, 12.50%, 22.74%, 31.30%) across four groups (F/χ2=50.76, 90.92, P<0.05). After adjustment for confounding variables such as gender,age,screen time,sleep duration,fruit and vegetable intake,carbonated beverage consumption,physical activity and elevated blood pressure, compared to children with both normal weight and normal lipid levels, the risk of LVH in children with dyslipidemia alone increased (OR=3.27, 95%CI=1.57-6.82,P<0.05). Children with overweight and obesity alone also had a significantly increased risk of LVH (OR=6.33, 95%CI=3.76-10.66), and the highest risk was observed in those with both overweight and obesity with dyslipidemia (OR=9.66, 95%CI=5.35-17.43) (P<0.05).
Conclusions
The joint effect of overweight and obesity with dyslipidemia is positively correlated with LVH in children. To prevent LVH in children, both overweight and obesity with dyslipidemia should be paid attention to.
5.Differences in dynamic stability across different height barriers between obese and average men
Wenli ZHANG ; Ziqi ZHAO ; Leichao LIANG ; Yunqi TANG ; Yong WANG
Chinese Journal of Tissue Engineering Research 2025;29(11):2319-2326
BACKGROUND:Obesity negatively affects dynamic balance during walking,and crossing barriers is a more routine functional activity that requires more stability in controlling body posture. OBJECTIVE:To investigate the differences in dynamic stability between obese and average males,and to assess the balance ability of obese males using a relatively more challenging obstacle crossing. METHODS:A total of 24 male youths(12 each in the obese and normal groups)were recruited to complete the tests of walking on level ground and crossing obstacles of different heights(4 cm,11 cm,15 cm)in random order.Kinematic and dynamic data were collected using the Qualisys motion capture system and Kistler force stage.Statistical analysis was performed using two-factor(2 groups * 4 movement types)repeated measures analysis of variance. RESULTS AND CONCLUSION:The obese group had a lower step speed than the normal group(P<0.05),the proportion of the first single support period decreased and the proportion of the second double support period increased when crossing the 11 cm versus 15 cm hurdles(P<0.05).When walking on level ground,the margin of stability in the internal and external directions in the normal group was greater than that of the obese group(P<0.05).When crossing the 4 cm hurdles,the margin of stability in the obese group was less than that in the normal group(P<0.05).When crossing the 11 cm hurdles,there was no significant difference between the two groups in the anterior-posterior direction(P>0.05),while there was a significant difference in the internal-external direction(P<0.05).When crossing the 15 cm hurdles,the margin of stability in the obese group was lower than that in the normal group(P<0.05).Overall,obesity decreases the body's ability to control the body,reduces dynamic stability during crossing the barrier,and increases the risk of falls compared with the general population.In addition,compared with level ground walking,the decrease in the dynamic stability when crossing barriers is more significant in the obese group than the general population.
6.Evaluation of PEscore performance in predicting platelet transfusion efficacy in hematological patients
Jun LI ; Lan WANG ; Yihua XIE ; Ziqi CHEN ; Gang ZHAO
Chinese Journal of Blood Transfusion 2025;38(6):797-802
Objective: To evaluate the performance of platelet efficacy score (PEscore) in predicting platelet transfusion efficacy in hematological patients. Methods: A total of 485 patients with hematological diseases, including 298 males (62.09±15.45 years) and 187 females (59.17±16.52 years) who received platelet transfusion from January 1, 2021 to December 31, 2024 were enrolled in this study. Clinical data of the patients such as diagnosis, gender, age, number of platelet transfusion, and platelet antibody data were analyzed to investigate the incidence and influencing factors of platelet transfusion refractoriness in hematological patients at our hospital. ROC curve was used to evaluate the performance of PEscore model in predicting platelet transfusion efficacy. The predictive performance of PEscore model was validated by calculating its sensitivity, specificity, and accuracy in 115 clinical cases. Results: The incidence of platelet transfusion refractoriness in 485 cases was 29.90% (145/485). Significant differences (P<0.05) were observed between the effective and ineffective platelet transfusion groups regarding the following factors: diagnosis: lymphoma [55.32% (26/47) vs 44.68% (21/47)], the number of previous platelet transfusions [≥25: 60.78% (31/51) vs 39.22% (20/51)], platelet antibody screening result [positive: 33.76% (53/157) vs 66.24% (104/157)], and platelet transfusion volume (×10
/L) [>6: 62.71% (74/118) vs 37.29% (44/118)]. The area under the ROC curve of PEscore was 0.876. The cut-off points and corresponding sensitivity and specificity were 19.90.59% and 69.44%, respectively. The results of clinical application showed that the sensitivity, specificity and accuracy of the PEscore model for predicting platelet transfusion were 87.50%, 93.41% and 92.17%, respectively. Conclusion: The incidence of platelet transfusion refractoriness in hematological patients is relatively high. PEscore prediction model has a good performance in predicting the effect of platelet transfusion, which can provide a reliable basis for predicting the effect of platelet transfusion in hematological patients before blood transfusion.
7.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.
8.Quality Evaluation of Black Panacis Quinquefolii Radix Based on Neuroprotective Spectrum-effect Relationship
Yuting YANG ; Shuyun LIANG ; Shanshan LI ; Yulong YANG ; Ziqi YANG ; Guangzhi CAI ; Liru ZHAO ; Jiyu GONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(18):149-156
ObjectiveTo clarify the neuroprotective effect of black Panacis Quinquefolii Radix(PQR) and explore its active ingredients, with the aim of establishing an activity-oriented quality evaluation method. MethodsTransgenic Tg(HuC∶EGFP) zebrafish was used to establish a neuronal injury model by aluminum chloride immersion. Different doses(10, 20 mg·L-1) of PQR and black PQR ethanol extracts were administered. The neuroprotective effects of PQR and black PQR were compared by analyzing the fluorescent area and intensity of zebrafish neurons. Based on ultra-performance liquid chromatography(UPLC), a fingerprint profile of black PQR was established, followed by principal component analysis(PCA) and orthogonal partial least squares-discriminant analysis(OPLS-DA). Differential components were screened using the criteria of variable importance in the projection(VIP) value>1 and P<0.05. The neuroprotective activity of 14 batches of black PQR was assessed, and Spearman correlation analysis was used to identify saponins related to neuroprotective activity, which were then validated. Based on the above results, active marker components were determined, and an UPLC method was established for their quantitation with clear content limits. ResultsPharmacological efficacy results showed that both PQR and black PQR at different doses could significantly improved neuronal damage in zebrafish. At a dose of 20 mg·L-1, black PQR demonstrated superior efficacy(P<0.05). The fingerprint similarities of 14 batches of black PQR were>0.94, with 26 common peaks identified. Through comparison with the reference standards, 8 components were confirmed, including peak 1(ginsenoside Rg1), peak 2(ginsenoside Re), peak 5(ginsenoside Rb1), peak 9(ginsenoside Rd), peak 16[ginsenoside 20(S)-Rg3], peak 17[ginsenoside 20(R)-Rg3], peak 18(ginsenoside Rk1), and peak 19(ginsenoside Rg5). The results of PCA and OPLS-DA indicated that there were differences in saponins among black PQR samples from different origins, and 12 differential components were screened. All 14 batches of black PQR exhibited good protective effects on zebrafish neurons, with Shaanxi-produced black PQR showing superior protective effects compared to the other three production regions. Spearman correlation analysis revealed that a total of 11 components, including ginsenosides 20(S)-Rg3, 20(R)-Rg3, Rk1 and Rg5, showed a significant positive correlation with the neuroprotective effect in zebrafish(P<0.05). The activity validation results indicated that ginsenosides 20(S)-Rg3, 20(R)-Rg3, Rk1 and Rg5 were the primary components responsible for the neuroprotective effects of black PQR. Quantitative analysis showed that the content of ginsenoside 20(S)-Rg3 in 14 batches of black PQR ranged from 0.17% to 0.52%, and the repair rate of neuronal damage ranged from 42.77% to 97.83%. ConclusionBased on the fingerprint and neuronal protective activity, the spectrum-effect related quality control model of black PQR was established, with ginsenoside 20(S)-Rg3 as the quality control index, and the neuronal damage repair rate≥60% as the evaluation standard, the minimum limit of ginsenoside 20(S)-Rg3 in black PQR should be≥0.20%.
9.Consistency Evaluation of Processing of Black Panacis Quinquefolii Radix Decoction Pieces Based on "Chromaticity-chemistry-activity"
Yulong YANG ; Shanshan LI ; Yuting YANG ; Ziqi YANG ; Guangzhi CAI ; Liru ZHAO ; Jiyu GONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(20):195-203
ObjectiveTo assess the quality consistency of black Panacis Quinquefolii Radix(bPQR) decoction pieces prepared by atmospheric and pressurized steaming processes based on chromaticity-chemical composition-vasoactive inhibition. The ultimate goal was to screen the pressurized steaming process yielding quality equivalent to atmospheric steaming, and optimize the processing technology of bPQR. MethodsThe bPQR decoction pieces were prepared using both atmospheric and pressurized steaming processes, and the chromaticity values[lightness value(L*), red/green chromaticity value(a*), yellow/blue chromaticity value(b*), total chromaticity value(E*ab)] were measured. High performance liquid chromatography(HPLC) was employed to establish fingerprint profiles for the decoction pieces, and cluster analysis was conducted on chromaticity values and the common peak areas in fingerprint profiles to elucidate the quality relationships between the decoction pieces processed by different methods. The optimal atmospheric steaming of bPQR decoction pieces was determined through zebrafish angiogenesis inhibition experiments. The contents of ginsenosides Rg1, Re, Rb1, 20(S)-Rg3, Rk1 and Rg5 in the decoction pieces were quantified, and Spearman correlation analysis was employed to investigate the relationship between saponin content, chromaticity, and angiogenesis inhibition activity during the steaming process. By integrating the consistency of chromaticity, saponin components and angiogenesis inhibition activity, pressurized steaming conditions with quality equivalent to the atmospheric pressure method were selected. ResultsCompared with the atmospheric steaming method, pressurized steaming resulted in faster color darkening and higher conversion rates of ginsenosides in bPQR decoction pieces. Moreover, the neovascularization inhibitory activity of bPQR decoction pieces continued to increase with the deepening of processing. Based on the effectiveness and safety, the optimal process for preparing bPQR decoction pieces with neovascularization inhibitory activity was determined to be atmospheric steaming for 21 h. All six ginsenosides tested exhibited strong to extremely strong correlations with both the chromaticity values of the decoction pieces and their neovascularization inhibitory activities. Among them, ginsenosides Rg1, Re and Rb1 exhibited positive correlations with chromaticity values and negative correlations with zebrafish angiogenesis inhibition activity. Conversely, ginsenosides 20(S)-Rg3, Rk1 and Rg5 showed negative correlations with chromaticity values and positive correlations with zebrafish angiogenesis inhibition activity. By integrating chromaticity values, cluster analysis results, as well as the results of activity, it was determined that the quality of bPQR decoction pieces steamed under pressurized conditions of 110 ℃(0.045 MPa) for 5 h and 115 ℃(0.07 MPa) for 3 h was highly consistent with that obtained by atmospheric steaming for 21 h. ConclusionThe preparation of bPQR decoction pieces by pressurized steaming has the advantages of short preparation time, low energy consumption, and rapid saponin conversion rate, making it a viable alternative to atmospheric steaming for preparing bPQR decoction pieces. Meanwhile, the evaluation method based on chromaticity-chemical composition-activity can provide a more scientific and effective explanation of change rules in the quality during traditional Chinese medicine processing, and offer a new model for optimizing processing technology and enhancing quality control.
10.Invasiveness assessment by CT quantitative and qualitative features of lung cancers manifesting ground-glass nodules in 555 patients: A retrospective cohort study
Yantao YANG ; Wei WANG ; Yichen YANG ; Biying WANG ; Huilian HU ; Ziqi JIANG ; Dezhong CAI ; Yaowu DUAN ; Jiezhi JIANG ; Jia LUO ; Guangqiang ZHAO ; Yunchao HUANG ; Lianhua YE
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(01):51-58
Objective To explore the correlation between the quantitative and qualitative features of CT images and the invasiveness of pulmonary ground-glass nodules, providing reference value for preoperative planning of patients with ground-glass nodules. Methods The patients with ground-glass nodules who underwent surgical treatment and were diagnosed with pulmonary adenocarcinoma from September 2020 to July 2022 at the Third Affiliated Hospital of Kunming Medical University were collected. Based on the pathological diagnosis results, they were divided into two groups: a non-invasive adenocarcinoma group with in situ and minimally invasive adenocarcinoma, and an invasive adenocarcinoma group. Imaging features were collected, and a univariate logistic regression analysis was conducted on the clinical and imaging data of the patients. Variables with statistical difference were selected for multivariate logistic regression analysis to establish a predictive model of invasive adenocarcinoma based on independent risk factors. Finally, the sensitivity and specificity were calculated based on the Youden index. Results A total of 555 patients were collected. The were 310 patients in the non-invasive adenocarcinoma group, including 235 females and 75 males, with a meadian age of 49 (43, 58) years, and 245 patients in the invasive adenocarcinoma group, including 163 females and 82 males, with a meadian age of 53 (46, 61) years. The binary logistic regression analysis showed that the maximum diameter (OR=4.707, 95%CI 2.060 to 10.758), consolidation/tumor ratio (CTR, OR=1.027, 95%CI 1.011 to 1.043), maximum CT value (OR=1.025, 95%CI 1.004 to 1.047), mean CT value (OR=1.035, 95%CI 1.008 to 1.063), spiculation sign (OR=2.055, 95%CI 1.148 to 3.679), and vascular convergence sign (OR=2.508, 95%CI 1.345 to 4.676) were independent risk factors for the occurrence of invasive adenocarcinoma (P<0.05). Based on the independent predictive factors, a predictive model of invasive adenocarcinoma was constructed. The formula for the model prediction was: Logit(P)=–1.293+1.549×maximum diameter of lesion+0.026×CTR+0.025×maximum CT value+0.034×mean CT value+0.72×spiculation sign+0.919×vascular convergence sign. The area under the receiver operating characteristic curve of the model was 0.910 (95%CI 0.885 to 0.934), indicating that the model had good discrimination ability. The calibration curve showed that the predictive model had good calibration, and the decision analysis curve showed that the model had good clinical utility. Conclusion The predictive model combining quantitative and qualitative features of CT has a good predictive ability for the invasiveness of ground-glass nodules. Its predictive performance is higher than any single indicator.


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