1.Knowledge map and visualization analysis of pulmonary nodule/early-stage lung cancer prediction models
Yifeng REN ; Qiong MA ; Hua JIANG ; Xi FU ; Xueke LI ; Wei SHI ; Fengming YOU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(01):100-107
Objective To reveal the scientific output and trends in pulmonary nodules/early-stage lung cancer prediction models. Methods Publications on predictive models of pulmonary nodules/early lung cancer between January 1, 2002 and June 3, 2023 were retrieved and extracted from CNKI, Wanfang, VIP and Web of Science database. CiteSpace 6.1.R3 and VOSviewer 1.6.18 were used to analyze the hotspots and theme trends. Results A marked increase in the number of publications related to pulmonary nodules/early-stage lung cancer prediction models was observed. A total of 12581 authors from 2711 institutions in 64 countries/regions published 2139 documents in 566 academic journals in English. A total of 282 articles from 1256 authors were published in 176 journals in Chinese. The Chinese and English journals which published the most pulmonary nodules/early-stage lung cancer prediction model-related papers were Journal of Clinical Radiology and Frontiers in Oncology, respectively. Chest was the most frequently cited journal. China and the United States were the leading countries in the field of pulmonary nodules/early-stage lung cancer prediction models. The institutions represented by Fudan University had significant academic influence in the field. Analysis of keywords revealed that multi-omics, nomogram, machine learning and artificial intelligence were the current focus of research. Conclusion Over the last two decades, research on risk-prediction models for pulmonary nodules/early-stage lung cancer has attracted increasing attention. Prognosis, machine learning, artificial intelligence, nomogram, and multi-omics technologies are both current hotspots and future trends in this field. In the future, in-depth explorations using different omics should increase the sensitivity and accuracy of pulmonary nodules/early-stage lung cancer prediction models. More high-quality future studies should be conducted to validate the efficacy and safety of pulmonary nodules/early-stage lung cancer prediction models further and reduce the global burden of lung cancer.
2.Recognition of breath odor map of benign and malignant pulmonary nodules and Traditional Chinese Medicine syndrome elements based on electronic nose combined with machine learning: An observational study in a single center
Shiyan TAN ; Qiong ZENG ; Hongxia XIANG ; Qian WANG ; Xi FU ; Jiawei HE ; Liting YOU ; Qiong MA ; Fengming YOU ; Yifeng REN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(02):185-193
Objective To explore the recognition capabilities of electronic nose combined with machine learning in identifying the breath odor map of benign and malignant pulmonary nodules and Traditional Chinese Medicine (TCM) syndrome elements. Methods The study design was a single-center observational study. General data and four diagnostic information were collected from 108 patients with pulmonary nodules admitted to the Department of Cardiothoracic Surgery of Hospital of Chengdu University of TCM from April 2023 to March 2024. The patients' TCM disease location and nature distribution characteristics were analyzed using the syndrome differentiation method. The Cyranose 320 electronic nose was used to collect the odor profiles of oral exhalation, and five machine learning algorithms including random forest (RF), K-nearest neighbor (KNN), logistic regression (LR), support vector machine (SVM), and eXtreme gradient boosting (XGBoost) were employed to identify the exhaled breath profiles of benign and malignant pulmonary nodules and different TCM syndromes. Results (1) The common disease locations in pulmonary nodules were ranked in descending order as liver, lung, and kidney; the common disease natures were ranked in descending order as Yin deficiency, phlegm, dampness, Qi stagnation, and blood deficiency. (2) The electronic nose combined with the RF algorithm had the best efficacy in identifying the exhaled breath profiles of benign and malignant pulmonary nodules, with an AUC of 0.91, accuracy of 86.36%, specificity of 75.00%, and sensitivity of 92.85%. (3) The electronic nose combined with RF, LR, or XGBoost algorithms could effectively identify the different TCM disease locations and natures of pulmonary nodules, with classification accuracy, specificity, and sensitivity generally exceeding 80.00%.Conclusion Electronic nose combined with machine learning not only has the potential capabilities to differentiate the benign and malignant pulmonary nodules, but also provides new technologies and methods for the objective diagnosis of TCM syndromes in pulmonary nodules.
3.Study on the correlation between the distribution of traditional Chinese medicine syndrome elements and salivary microbiota in patients with pulmonary nodules
Hongxia XIANG ; iawei HE ; Shiyan TAN ; Liting YOU ; Xi FU ; Fengming YOU ; Wei SHI ; Qiong MA ; Yifeng REN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(05):608-618
Objective To analyze the differences in distribution of traditional Chinese medicine (TCM) syndrome elements and salivary microbiota between the individuals with pulmonary nodules and those without, and to explore the potential correlation between the distribution of TCM syndrome elements and salivary microbiota in patients with pulmonary nodules. Methods We retrospectively recruited 173 patients with pulmonary nodules (PN) and 40 healthy controls (HC). The four diagnostic information was collected from all participants, and syndrome differentiation method was used to analyze the distribution of TCM syndrome elements in both groups. Saliva samples were obtained from the subjects for 16S rRNA high-throughput sequencing to obtain differential microbiota and to explore the correlation between TCM syndrome elements and salivary microbiota in the evolution of the pulmonary nodule disease. Results The study found that in the PN group, the primary TCM syndrome elements related to disease location were the lung and liver, and the primary TCM syndrome elements related to disease nature were yin deficiency and phlegm. In the HC group, the primary TCM syndrome elements related to disease location were the lung and spleen, and the primary TCM syndrome elements related to disease nature were dampness and qi deficiency. There were differences between the two groups in the distribution of TCM syndrome elements related to disease location (lung, liver, kidney, exterior, heart) and disease nature (yin deficiency, phlegm, qi stagnation, qi deficiency, dampness, blood deficiency, heat, blood stasis) (P<0.05). The species abundance of the salivary microbiota was higher in the PN group than that in the HC group (P<0.05), and there was significant difference in community composition between the two groups (P<0.05). Correlation analysis using multiple methods, including Mantel test network heatmap analysis and Spearman correlation analysis and so on, the results showed that in the PN group, Prevotella and Porphyromonas were positively correlated with disease location in the lung, and Porphyromonas and Granulicatella were positively correlated with disease nature in yin deficiency (P<0.05). Conclusion The study concludes that there are notable differences in the distribution of TCM syndrome elements and the species abundance and composition of salivary microbiota between the patients with pulmonary nodules and the healthy individuals. The distinct external syndrome manifestations in patients with pulmonary nodules, compared to healthy individuals, may be a cascade event triggered by changes in the salivary microbiota. The dual correlation of Porphyromonas with both disease location and nature suggests that changes in its abundance may serve as an objective indicator for the improvement of symptoms in patients with yin deficiency-type pulmonary nodules.
4.Tongxie Yaofang Regulates Expression of NKG2DL to Enhance Anti-tumor Effect of NK Cells in Colon Cancer under Chronic Stress
Yan'e HU ; Yuqing HUANG ; Yi YANG ; Yifang JIANG ; Xi FU ; Fengming YOU
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(1):103-111
ObjectiveTo observe the effect of Tongxie Yaofang on the function of tumor-related natural killer (NK) cells under chronic stress and explore the possible molecular mechanism. MethodFifty SPF-grade BABL/C male mice were randomized into normal, model, and low-, medium-, and high-dose (6.825, 13.65, and 27.3 g·kg-1, respectively) Tongxie Yaofang groups, with 10 mice in each group. Other groups except the blank group were subjected to 7 days of chronic restraint stress, and then forced swimming and tail suspension tests were carried out to evaluate the modeling performance. After the successful modeling, rats in Tongxie Yaofang groups were administrated with low-, medium-, and high-doses of Tongxie Yaofang by gavage, while those in the other groups were administrated with normal saline by gavage. After 14 days, each group of mice was inoculated with subcutaneous colon cancer to establish the model of colon cancer under chronic stress. The pathological changes of the tumor tissue in each group of mice were observed using hematoxylin-eosin (HE) staining. The content of CD49b-positive cells in the peripheral blood and tumor tissue of mice was measured by flow cytometry. Enzyme-linked immunosorbent assay (ELISA) was employed to measure the content of molecules associated with NK cell activation in the peripheral blood. Western blot was employed to determine the protein levels of major histocompatibility complex class Ⅰ polypeptide-related sequences A and B (MICA+MICB) and UL-16-binding protein 1 (ULBP1) in the tumor tissue. ResultCompared with the normal group, the model group showed a decrease in 5-hydroxytryptamine (5-HT) content and an increase in corticosterone (CORT) content in the serum (P<0.05). Compared with the model group, Tongxie Yaofang increased the 5-HT content and decreased the CORT content (P<0.05, P<0.01). Compared with the normal group, the modeling increased the tumor volume and weight (P<0.05), while Tongxie Yaofang inhibited such increases with no statistical significance. The tumor cells in the model group presented neat arrangement, irregular shape, uneven size, obvious atypia, common nuclear division, and small necrotic area, and blood vessels were abundant surrounding the tumor cells. Compared with the model group, Tongxie Yaofang groups showed sparse arrangement of tumor cells, different degrees of patchy necrosis areas in the tumor, and karyorrhexis, dissolution, and nuclear debris in the necrotic part. Compared with the normal group, the model group showed reduced CD49b-positive cells in the peripheral blood and tumor tissue (P<0.01). Compared with the model group, Tongxie Yaofang increased CD49b-positive cells (medium dose P<0.01, high dose P<0.05, P<0.01). Compared with the normal group, the modeling lowered the serum levels of granzymes-B (Gzms-B), perforin (PF), interferon (IFN)-γ, and tumor necrosis factor (TNF)-α (P<0.05, P<0.01). Compared with the model group, low-dose Tongxie Yaofang elevated the serum levels of PF, Gzms-B, and TNF-α (P<0.05, P<0.01), and medium-dose Tongxie Yaofang elevated the serum levels of Gzms-B, PF, IFN-γ, and TNF-α (P<0.05, P<0.01). In addition, high-dose Tongxie Yaofang elevated the serum levels of PF, IFN-γ, and TNF-α (P<0.01). Compared with the normal group, the model group presented down-regulated protein level of ULBP1 (P<0.05). Compared with the model group, low-, medium-, and high-dose Tongxie Yaofang up-regulated the protein level of ULBP1 (P<0.05, P<0.01), and medium- and high-dose Tongxie Yaofang up-regulated the protein level of MICA+MICB (P<0.05, P<0.01). ConclusionTongxie Yaofang may promote NK cell activation by up-regulating the expression of MICA+MICB and ULBP1, thereby delaying the progression of colon cancer under chronic stress.
5.Construction of a Three-dimensional Syndrome Differentiation System for Pulmonary Nodules under the Perspective of Qi, Blood and Fluids
Longfei ZHANG ; Hengzhou LAI ; Xi FU ; Fang LI ; Xueke LI ; Chuan ZHENG ; Fengming YOU ; Yifeng REN
Journal of Traditional Chinese Medicine 2024;65(2):144-148
Based on the theory of qi, blood and fluids, and taking into account of the pathogenesis evolution process from constraint to phlegm, stasis and then mass in pulmonary nodules, an attempt has been made to construct a three-dimensional differentiation system for pulmonary nodules from the dimensions of time and space. The temporal progression of the early, middle, and late stages of pulmonary nodules reflects the pathological changes from constraint to phlegm and then stasis in the metabolism disorders of qi, blood and fluid. The spatial structures such as size, density, and morphology of pulmonary nodules reflect the pathological states of the duration, severity, and primary and secondary conditions of qi, blood and fluid metabolism disorders. Based on the temporal progression, the therapeutic principles have been proposed, which are dispelling pathogenic factors and promoting the use of beneficial factors to interrupt the growth momentum in the early stage, removing turbidity and dispersing phlegm to reduce the degree of nodules in the middle stage, and dispersing nodulation and eliminating abnormalities in the late stage. Based on the spatial structures, the suggested therapeutic methods are using wind herbs, employing multiple approaches to treat phlegm, and promoting blood circulation to resolve stasis, so as to provide theoretical reference for the systematic diagnosis and treatment of pulmonary nodules in traditional Chinese medicine.
6.Construction and characterization of lpxC deletion strain based on CRISPR/Cas9 in Acinetobacter baumannii
Zong-ti SUN ; You-wen ZHANG ; Hai-bin LI ; Xiu-kun WANG ; Jie YU ; Jin-ru XIE ; Peng-bo PANG ; Xin-xin HU ; Tong-ying NIE ; Xi LU ; Jing PANG ; Lei HOU ; Xin-yi YANG ; Cong-ran LI ; Lang SUN ; Xue-fu YOU
Acta Pharmaceutica Sinica 2024;59(5):1286-1294
Lipopolysaccharides (LPS) are major outer membrane components of Gram-negative bacteria. Unlike most Gram-negative bacteria,
7.Issues and Solutions for Symptom Efficacy Evaluation in the Big Data Era of Traditional Chinese Medicine
Xiaoyu ZHANG ; Sichao TIAN ; Liangzhen YOU ; Xi GUO ; Zhao CHEN ; Chunling LIU ; Nannan SHI ; Hongcai SHANG
Journal of Traditional Chinese Medicine 2024;65(8):792-795
Emphasizing symptom efficacy is an important manifestation of the personalized diagnosis and treatment of traditional Chinese medicine (TCM). However, in current clinical practice of TCM, there are challenges such as diverse symptom expressions, difficulty in standardization, inconsistent evaluation standards for symptom efficacy, lack of universal quantitative methods, and complexity in collecting complete and accurate symptom information. These issues hinder the full and effective utilization of symptom information. Addressing the current research status and existing problems of symptom terminology standardization, quantification and grading of symptom efficacy, and collection of symptom information, this paper proposes methodological strategies for effectively recording and utilizing TCM symptom efficacy information in the era of big data. These strategies include collecting TCM symptom information based on patient reporting, standardizing the evaluation of TCM symptom efficacy from measurement scales and evaluation dimensions, integrating TCM symptom efficacy evaluation into clinical diagnosis and treatment processes, and utilizing artificial intelligence technology to acquire and process TCM symptom efficacy information. TCM symptom efficacy evaluation strategies based on patient perspectives and artificial intelligence technology will help fully explore the value of data elements, promote the objective demonstration of the specific efficacy of TCM, and facilitate the discovery of effective patterns.
8.The evaluation value of peripheral blood platelets to gamma-glutamyl transferase ratio on coronary heart disease plaques stability
Chinese Journal of Postgraduates of Medicine 2024;47(1):39-43
Objective:To investigate the value of peripheral blood platelet to gamma-glutamyl transferase ratio (PLT/GGT) in evaluating plaque stability recognized by virtual histology-intravascular ultrasound (VH-IVUS) in patients with coronary heart disease.Methods:This study was a prospective study. A total of 100 patients with coronary heart disease admitted in Zhejiang Veteran Hospital/the Third Affiliated Hospital of Jiaxing University from June 2020 to December 2022 were included. They were divided into vulnerable plaque group (42 cases) and stable plaque group (58 cases) based on the stability of the plaque examined by VH-IVUS. The general data, PLT/GGT and other laboratory indexes were compared between the two groups. The relationship between PLT/GGT and plaque stability in peripheral blood of patients with coronary heart disease and the evaluation value of PLT/GGT on plaque stability were analyzed.Results:The levels of C-reactive protein (CRP) and gamma-glutamyl transferase (GGT) in the vulnerable plaque group were higher than those in the stable plaque group: (8.07 ± 1.85) mg/L vs. (7.23 ± 1.57) mg/L, (72.39 ± 10.85) U/L vs. (67.13 ± 8.57) U/L, and PLT, PLT/GGT levels were lower than those in the stable plaque group: (180.76 ± 11.75) × 10 9/L vs. (187.36 ± 12.47) × 10 9/L, 2.55 ± 0.42 vs. 2.84 ± 0.41, the differences were statistically significant ( P<0.05). Point two column correlation found that the plaque stability recognized by VH-IVUS in patients with coronary heart disease was related to CRP, GGT, PLT, PLT/GGT ( P<0.05). Receiver operating characteristic curve analysis showed that the area under the curve (AUC) for assessing plaque stability using the peripheral blood PLT/GGT in patients with coronary heart disease was 0.71, which had certain evaluation value. Conclusions:The peripheral blood PLT/GGT in patients with coronary heart disease is closely related to the plaque stability recognized by VH-IVUS, and can be used as an effective indicator for evaluating plaque stability in patients.
9.Assessment of dynamic cerebral autoregulation in pilots after acute positive acceleration exposure
Yanchun YOU ; Minghao YANG ; Xiao ZHANG ; Jinjin LIU ; Xiaozhou FAN ; Siguo SUN ; Xi LIU
Chinese Journal of Ultrasonography 2024;33(3):242-246
Objective:To explore the changes of dynamic cerebral autoregulation ability in pilots exposed to acute positive acceleration(+ Gz) by transcranial Doppler combined with beat-to-beat blood pressure.Methods:A total of 26 pilots enrolled in the + 8Gz manned centrifuge trial at the Air Force Medical Center, Air Force Medical University from June to October 2022 were prospectively included. Blood pressure and heart rate were monitored in the resting state before the trial and within 5 min after centrifugation. Transcranial Doppler combined with noninvasive continuous beat-to-beat blood pressure monitor were used to detect bilateral middle cerebral artery blood flow velocity and beat-to-beat pulse pressure respectively. The transfer function analysis was applied to derive the parameters of cerebral blood flow autoregulation in each frequency band from 0.02 to 0.50 Hz, and the phase, gain and coherence were calculated. The above parameters were compared between resting state and after acute + 8Gz positive acceleration exposure.Results:Compared with the resting state, in all of the 26 pilots after acute + 8Gz positive acceleration exposure, the systolic and diastolic blood pressure and heart rate increased significantly ( P<0.001), the phase significantly increased and the gain significantly decreased in the ultra-low frequency band (0.02-0.07 Hz) ( P<0.05); whereas there were no statistical differences of gain and phase in the low frequency band (0.07-0.20 Hz) and the high frequency band (0.20-0.50 Hz) (all P>0.05). Conclusions:Transcranial Doppler combined with beat-to-beat pulse pressure can be used for the assessment of changes in immediate dynamic cerebral autoregulation after acute + Gz exposure, and transfer function analysis of ultra-low frequency band parameters is suitable for this type of evaluation.
10.Association of triglyceride glucose index and risk of incident hypertension: a prospective cohort study
Xi CHEN ; Manman WEI ; Zhengxun ZHANG ; Ge LIU ; Ruoshan WANG ; Xinyuan YOU ; Dongsheng HU ; Yang ZHAO
Chinese Journal of Cardiology 2024;52(4):413-419
Objective:To explore the relationship between the triglyceride glucose (TyG) index and the risk of developing hypertension among rural Chinese adults.Methods:A prospective cohort study was conducted from 2007 to 2008, involving 20 194 adults selected through random cluster sampling from a rural community in Luoyang City, Henan Province. Follow-ups were carried out in 2013-2014 and 2018-2020. After excluding participants with hypertension at baseline, those with missing TyG index data, individuals who passed away during follow-up, and those with incomplete hypertension status at the second visit, 9 802 participants were included in the analysis. Baseline and follow-up assessments included questionnaire interviews, physical measurements (including blood pressure), and blood sample collection for fasting lipid and glucose levels. Participants were divided into four groups according to TyG index quartiles, and a modified Poisson regression model was utilized to assess the association between TyG index quartiles and hypertension risk.Results:The study cohort comprised 9 802 participants with a median age of 48 (39, 57) years, including 3 803 males (38.80%). Participants were distributed across TyG index quartiles as follows: TyG<8.2 group (2 224 individuals), TyG 8.2-8.5 group (2 653 individuals), TyG 8.6-8.9 (2 441 individuals), and TyG≥9.0 (2 484 individuals). Over a follow-up period of (11.1±1.3) years, 3 378 subjects developed hypertension, resulting in a cumulative incidence of 34.46% (3 378/9 802). The risk of hypertension increased with higher TyG index quartiles ( Ptrend<0.05). Compared to the TyG<8.2, the TyG 8.2-8.5 ( RR=1.11, 95% CI 1.01-1.22, P=0.023), TyG 8.6-8.9 ( RR=1.16, 95%CI 1.06-1.27, P=0.023), and TyG≥9.0 ( RR=1.20, 95%CI 1.10-1.31, P=0.023) exhibited increased hypertension risk after adjusting for age, gender, educational level, and other potential confounders. Subgroup analyses based on gender and age at baseline yielded results consistent with the main analysis. Conclusions:The TyG index is positively correlated with the risk of developing hypertension in the rural adult population.

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