1.Construction and Validation of a Large Language Model-Based Intelligent Pre-Consultation System for Traditional Chinese Medicine
Yiqing LIU ; Ying LI ; Hongjun YANG ; Linjing PENG ; Nanxing XIAN ; Kunning LI ; Qiwei SHI ; Hengyi TIAN ; Lifeng DONG ; Lin WANG ; Yuping ZHAO
Journal of Traditional Chinese Medicine 2025;66(9):895-900
ObjectiveTo construct a large language model (LLM)-based intelligent pre-consultation system for traditional Chinese medicine (TCM) to improve efficacy of clinical practice. MethodsA TCM large language model was fine-tuned using DeepSpeed ZeRO-3 distributed training strategy based on YAYI 2-30B. A weighted undirected graph network was designed and an agent-based syndrome differentiation model was established based on relationship data extracted from TCM literature and clinical records. An agent collaboration framework was developed to integrate the TCM LLM with the syndrome differentiation model. Model performance was comprehensively evaluated by Loss function, BLEU-4, and ROUGE-L metrics, through which training convergence, text generation quality, and language understanding capability were assessed. Professional knowledge test sets were developed to evaluate system proficiency in TCM physician licensure content, TCM pharmacist licensure content, TCM symptom terminology recognition, and meridian identification. Clinical tests were conducted to compare the system with attending physicians in terms of diagnostic accuracy, consultation rounds, and consultation duration. ResultsAfter 100 000 iterations, the training loss value was gradually stabilized at about 0.7±0.08, indicating that the TCM-LLM has been trained and has good generalization ability. The TCM-LLM scored 0.38 in BLEU-4 and 0.62 in ROUGE-L, suggesting that its natural language processing ability meets the standard. We obtained 2715 symptom terms, 505 relationships between diseases and syndromes, 1011 relationships between diseases and main symptoms, and 1 303 600 relationships among different symptoms, and constructed the Agent of syndrome differentiation model. The accuracy rates in the simulated tests for TCM practitioners, licensed pharmacists of Chinese materia medica, recognition of TCM symptom terminology, and meridian recognition were 94.09%, 78.00%, 87.50%, and 68.80%, respectively. In clinical tests, the syndrome differentiation accuracy of the system reached 88.33%, with fewer consultation rounds and shorter consultation time compared to the attending physicians (P<0.01), suggesting that the system has a certain pre- consultation ability. ConclusionThe LLM-based intelligent TCM pre-diagnosis system could simulate diagnostic thinking of TCM physicians to a certain extent. After understanding the patients' natural language, it collects all the patient's symptom through guided questioning, thereby enhancing the diagnostic and treatment efficiency of physicians as well as the consultation experience of the patients.
2.The association between prefrontal cortex functional connectivity and clinical symptoms in patients with schizophrenia
Man DONG ; Yang TIAN ; Lifeng WANG ; Bingqian LIU ; Ranran XUE ; Xinxiu HE ; Xia LIU ; Shanling JI ; Hao YU
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(10):905-911
Objective:To investigate the functional characteristics of the prefrontal cortex in patients with schizophrenia (SCZ) during resting state and analyze its association with clinical symptoms.Methods:Twenty-eight hospitalized patients with SCZ (SCZ group) were selected from November 2023 to May 2024, and 28 healthy controls (HC group) were recruited concurrently. By using functional near-infrared spectroscopy (fNIRS) technology, data on the concentration changes of oxygenated hemoglobin (HbO) and deoxygenated hemoglobin (HbR) in the prefrontal cortex during resting state were collected from all subjects to measure cortical hemodynamic activity. Regional activation values and functional connectivity (FC) values among brain areas were analyzed. Clinical symptoms in patients were assessed using the positive and negative syndrome scale (PANSS).SPSS 25.0 software was employed for statistical analysis. Between-group comparisons were performed using independent samples t-tests or Mann-Whitney U tests. Spearman correlation analysis and general linear regression models were applied to examine relationships between prefrontal cortical functional characteristics and clinical symptoms. Results:The levels of HbO in the right inferior frontal gyrus and left frontal pole area were significantly higher in the SCZ group (1.5 (1.0, 3.0)μmol/L, 1.0 (1.0, 2.8)μmol/L) than those in the HC group (-0.01 (-0.05, 0.02)μmol/L, -0.02 (-0.07, 0.03)μmol/L) ( Z=-6.46, -6.50, both P<0.01). The levels of HbR in the bilateral dorsolateral prefrontal cortex were significantly higher in the SCZ group (0.02 (-0.01, 0.07)μmol/L, 0.01 (-0.01, 0.03)μmol/L) than those in the HC group (-0.01 (-0.03, 0.01)μmol/L, -0.01 (-0.02, 0.01)μmol/L) ( Z=-2.46, -1.98, both P<0.05).The SCZ group showed significantly higher HbO-based FC values in the frontal pole-temporal pole (0.49±0.21) and temporal pole-dorsolateral prefrontal cortex (0.36±0.25) compared to the HC group (0.33±0.18, 0.15±0.19) ( t=3.02, 3.44, both P<0.01). Conversely, the SCZ group exhibited significantly lower HbR-based FC in the frontal pole-inferior frontal gyrus (0.15±0.13) and inferior frontal gyrus-temporal pole (0.27±0.37) compared to the HC group (0.33±0.26, 0.77±0.48) ( t=-3.17, -4.23, both P<0.01). Correlation analysis revealed that in the SCZ group, the level of HbO in the right inferior frontal gyrus was positively correlated with negative symptoms, positive symptoms, excitement/hostility, and PANSS total score ( r=0.45-0.64, all P<0.05), and the level of HbO in the left frontal pole area was positively correlated with excitement/hostility and PANSS total score ( r=0.57, 0.50, both P<0.01), while the FC value between the frontal pole and temporal pole areas showed a negative correlation with excitement/hostility ( r=-0.39, P<0.05). Regression analysis demonstrated that, the HbO concentration in the right inferior frontal gyrus significantly positively predicted PANSS total score, positive symptoms, and negative symptoms ( β=0.70, 0.64, 0.55, all P<0.01).The HbO concentration in the left frontal pole area significantly positively predicted excitement/hostility ( β=0.77, P<0.01).The frontal pole-temporal pole HbO-based FC significantly negatively predicted excitement/hostility scores ( β=-0.42, P<0.01). Conclusion:Patients with SCZ exhibit hyperactivation of localized prefrontal cortex brain regions and dysfunction of functional connectivity during resting state, which are significantly associated with core clinical symptoms including positive, negative, and excitement/hostility symptoms.
3.The association between prefrontal cortex functional connectivity and clinical symptoms in patients with schizophrenia
Man DONG ; Yang TIAN ; Lifeng WANG ; Bingqian LIU ; Ranran XUE ; Xinxiu HE ; Xia LIU ; Shanling JI ; Hao YU
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(10):905-911
Objective:To investigate the functional characteristics of the prefrontal cortex in patients with schizophrenia (SCZ) during resting state and analyze its association with clinical symptoms.Methods:Twenty-eight hospitalized patients with SCZ (SCZ group) were selected from November 2023 to May 2024, and 28 healthy controls (HC group) were recruited concurrently. By using functional near-infrared spectroscopy (fNIRS) technology, data on the concentration changes of oxygenated hemoglobin (HbO) and deoxygenated hemoglobin (HbR) in the prefrontal cortex during resting state were collected from all subjects to measure cortical hemodynamic activity. Regional activation values and functional connectivity (FC) values among brain areas were analyzed. Clinical symptoms in patients were assessed using the positive and negative syndrome scale (PANSS).SPSS 25.0 software was employed for statistical analysis. Between-group comparisons were performed using independent samples t-tests or Mann-Whitney U tests. Spearman correlation analysis and general linear regression models were applied to examine relationships between prefrontal cortical functional characteristics and clinical symptoms. Results:The levels of HbO in the right inferior frontal gyrus and left frontal pole area were significantly higher in the SCZ group (1.5 (1.0, 3.0)μmol/L, 1.0 (1.0, 2.8)μmol/L) than those in the HC group (-0.01 (-0.05, 0.02)μmol/L, -0.02 (-0.07, 0.03)μmol/L) ( Z=-6.46, -6.50, both P<0.01). The levels of HbR in the bilateral dorsolateral prefrontal cortex were significantly higher in the SCZ group (0.02 (-0.01, 0.07)μmol/L, 0.01 (-0.01, 0.03)μmol/L) than those in the HC group (-0.01 (-0.03, 0.01)μmol/L, -0.01 (-0.02, 0.01)μmol/L) ( Z=-2.46, -1.98, both P<0.05).The SCZ group showed significantly higher HbO-based FC values in the frontal pole-temporal pole (0.49±0.21) and temporal pole-dorsolateral prefrontal cortex (0.36±0.25) compared to the HC group (0.33±0.18, 0.15±0.19) ( t=3.02, 3.44, both P<0.01). Conversely, the SCZ group exhibited significantly lower HbR-based FC in the frontal pole-inferior frontal gyrus (0.15±0.13) and inferior frontal gyrus-temporal pole (0.27±0.37) compared to the HC group (0.33±0.26, 0.77±0.48) ( t=-3.17, -4.23, both P<0.01). Correlation analysis revealed that in the SCZ group, the level of HbO in the right inferior frontal gyrus was positively correlated with negative symptoms, positive symptoms, excitement/hostility, and PANSS total score ( r=0.45-0.64, all P<0.05), and the level of HbO in the left frontal pole area was positively correlated with excitement/hostility and PANSS total score ( r=0.57, 0.50, both P<0.01), while the FC value between the frontal pole and temporal pole areas showed a negative correlation with excitement/hostility ( r=-0.39, P<0.05). Regression analysis demonstrated that, the HbO concentration in the right inferior frontal gyrus significantly positively predicted PANSS total score, positive symptoms, and negative symptoms ( β=0.70, 0.64, 0.55, all P<0.01).The HbO concentration in the left frontal pole area significantly positively predicted excitement/hostility ( β=0.77, P<0.01).The frontal pole-temporal pole HbO-based FC significantly negatively predicted excitement/hostility scores ( β=-0.42, P<0.01). Conclusion:Patients with SCZ exhibit hyperactivation of localized prefrontal cortex brain regions and dysfunction of functional connectivity during resting state, which are significantly associated with core clinical symptoms including positive, negative, and excitement/hostility symptoms.
4.Effect of Irradiation Sterilization on the Quality of Rubus Chingii Hu
Ziqian CAI ; Wenting ZHANG ; Ting DONG ; Xinmei CHENG ; Lifeng HANG ; Sheng DING ; Zengxi GUO ; Cuifen FANG ; Bilian CHEN
Chinese Journal of Modern Applied Pharmacy 2024;41(9):1222-1228
OBJECTIVE
To study the effect of 60Co-γ irradiation on the sterilization effect and main components of Rubus chingii Hu.
METHODS
Irradiated Rubus chingii Hu by 0, 6, 10, 15, 30 kGy doses of 60Co-γ, used the microbial count method to determine the microbial level of Rubus chingii Hu before and after irradiation. Analyzed the components of Rubus chingii Hu by high resolution mass spectrometry, investigated the effects of irradiation on the quality of Rubus chingii Hu by comparing the components of Rubus chingii Hu samples before and after irradiation, analyzing the quantitative results of ellagic acid and kaempferol 3-O-yunxiangoside, and evaluating the similarity of fingerprints.
RESULTS
The results of microbial examination of Rubus chingii Hu after different doses of irradiation all met the requirements, cluster analysis and principal component analysis of 20 components showed no significant difference. And there was no significant difference in the contents of ellagic acid and kaempferol 3-O-glucoside before and after irradiation. The similarity of fingerprints before and after irradiation was between 0.995 and 1.000.
CONCLUSION
Irradiation can effectively control the microbial level in Rubus chingii Hu, and there is no significant effect on the chemical composition of Rubus chingii Hu, the results provide a basis for the application of irradiation in the sterilization process of Rubus chingii Hu.
5.Application of nucleic acid detection of non-bacterial respiratory pathogens in children with respiratory tract infection
Lifeng HOU ; Fang LI ; Fang LYU ; Dong QU
Chinese Journal of Applied Clinical Pediatrics 2022;37(4):251-255
Objective:To investigate the distribution characteristics and clinical significance of non-bacterial respiratory pathogens in children with respiratory tract infection.Methods:A total of 5 718 children with respiratory tract infection treated in outpatient, emergency and inpatient of Children′s Hospital Affiliated to Capital Institute of Pediatrics from January to December 2019 were retrospectively analyzed.Pharyngeal swabs were collected and nucleic acids of 7 common non-bacterial respiratory pathogens were detected and analyzed by double amplification technique. Chi square test was used to compare the rates. Results:A total of 5 718 children were included in the study.At least one respiratory pathogen nucleic acid positive was detected in 1 835 cases (32.09%). A total of 98 children had mixed infection of more than 2 pathogens (1.71%), which were mainly Mycoplasma pneumoniae (MP) and parainfluenza virus (PIV). The positive rates of 7 respiratory pathogens from high to low were MP (12.31%), PIV (6.23%), RSV (6.14%), influenza A virus (4.62%), adenovirus (2.80%), influenza B virus (1.40%) and chlamydia pneumoniae (0.33%). The positive rate of pathogens in male patients was 32.07% (1 073/3 346 cases), which was 32.12% (762/2 372 cases) in female patients.There was no significant difference in the positive rate of pathogens between males and females ( χ2=0.002, P=0.964). The positive rate of MP infection in male patients was significantly lower than that in females (11.48% vs. 13.49%) ( χ2=5.217, P=0.022). The total positive rate of infection in the 6 to <12 years old group was the highest (42.41%). The total positive rate (44.93%) and mixed infection rate (3.33%) were significantly higher in the fourth quarter than those of the others (30.43% vs.27.31% vs.34.59% vs.44.93%, 1.23% vs.1.10% vs.1.40% vs.3.33%; χ2=110.971, 26.968, all P<0.001). The total positive rate of pathogen infection in the outpatient and emergency department was 41.74% (606/1 452 cases), which was significantly higher than that of hospitalized children (31.13%) (1 328/4 266 cases) ( χ2=54.438, P<0.001). Conclusions:Non-bacterial respiratory pathogens are important pathogens leading to respiratory tract infections in children, among which MP infection is the most prevalent.Timely and accurate detection of pathogens is helpful for the diagnosis and treatment of respiratory tract infection and avoiding the abuse of antibiotics.
6.Morphological and functional evaluation of digital technology combined with endoscope-assisted surgery of crooked nose
Yidan SUN ; Yang AN ; Zhenmin ZHAO ; Lifeng XIE ; Li ZHU ; Dong LI
Chinese Journal of Medical Aesthetics and Cosmetology 2021;27(5):405-410
Objective:To explore the clinical effect of digital endoscopic-assisted one-stage rhinoplasty and septoplasty by using subjective and objective methods.Methods:Thirty-two patients with skeletal crooked nose and nasal septum deviated who underwent endoscopic-assisted rhinoplasty and septoplasty were included in this study from January 2015 to January 2020. This study used objective measurements such as 3D digital imaging technology and CT scans, as well as subjective measurements such as Visual Analogue Scale (VAS), Rhinoplasty Outcomes Evaluation (ROE) scale, Nasal Obstruction Symptom Evaluation (NOSE) and Functional Rhinoplasty Outcome Inventory (FROI-17) to evaluate the crooked nose morphology and nasal respiratory function before and after surgery.Results:Compared with preoperatively, postoperative 3D facial imaging results showed that the deviation distance and deviation angle of the crooked nose were significantly improved (both P<0.05), and the long-term effect of the operation was stable. Subjectively, the patient's appearance VAS score and ROE score were significantly higher than those before surgery, while the NOSE score and FROI-17 score of nasal congestion symptoms were lower than those before surgery. Conclusions:Endoscope-assisted one-stage rhinoplasty and septoplasty can achieve the purpose of repairing the nose appearance and improving the nasal respiratory function at the same time. Through a combination of subjective and objective evaluations, our study found that this procedure had the advantages of minimally invasive, stable effect and shorter recover time; meanwhile, this procedure has high patients' satisfaction and is worthy of clinical promotion.
7.Liver Fibrosis Scoring Systems as Novel Tools for Predicting Recurrent Cardiovascular Events in Patients with a Prior Cardiovascular Event
Liu HUIHUI ; Cao YEXUAN ; Jin JINGLU ; Guo YUANLIN ; Zhu CHENGGANG ; Wu NAQIONG ; Hua QI ; Li YANFANG ; Hong LIFENG ; Dong QIAN ; Li JIANJUN
Cardiology Discovery 2021;01(4):214-222
Objective::Regarding the secondary prevention of cardiovascular disease (CVD), there is great interest in preventing recurrent cardiovascular events (RCVEs). The prognostic importance of liver fibrosis scores (LFSs) has previously been reported in various CVDs. We hypothesized that LFSs might also be useful predictors for RCVEs in patients with prior cardiovascular events (CVEs). Herein, we aimed to evaluate the associations of LFSs with RCVEs in a large, real-world cohort of coronary artery disease (CAD) patients with a prior CVE.Methods::In this multicenter prospective study, 6527 consecutive patients with angiography-diagnosed CAD who had experienced a prior CVE (acute coronary syndrome, stroke, percutaneous coronary intervention, or coronary artery bypass grafting) were enrolled. LFSs were computed according to the published formulas: non-alcoholic fatty liver disease fibrosis score (NFS) includes age, body mass index (BMI), impaired fasting glycemia or diabetes mellitus (DM), aspartate aminotransferase (AST)/alanine aminotransferase (ALT) ratio, platelets, and albumin; fibrosis-4 (FIB-4) includes age, AST, ALT, and platelets; Forns score includes age, gamma-glutamyltransferase (GGT), and platelets; BARD includes BMI, AST/ALT ratio, and DM; GGT/platelet ratio includes GGT and platelets; AST/ALT ratio includes AST and ALT; and AST/platelet ratio index includes AST and platelets. The originally reported cutoffs were used for the categorization of low-, intermediate-, and high-score subgroups. All patients were followed up for the occurrence of RCVEs (comprising cardiovascular death, non-fatal myocardial infarction, and stroke). Cox and Poisson regression analyses were used to assess the relationship of baseline LFSs with the risk of RCVE.Results::During a mean follow-up of (54.67 ± 18.80) months, 532 (8.2%) RCVEs were recorded. Intermediate and high NFS, FIB-4, Forns, and BARD scores were independently associated with an increased risk of RCVE (hazard ratios ranging from 1.42 to 1.75 for intermediate scores and 1.35 to 2.52 for high scores). In the subgroup analyses of sex, age, BMI, DM, and hypertension status, the increased risk of RCVEs with high LFSs (NFS, FIB-4, Forns, and BARD) was maintained across the different subgroups (all P < 0.05). Conclusion::This study showed that LFSs are indeed independently associated with RCVEs, suggesting that LFSs may be used as novel tools for risk stratification in CAD patients with a prior CVE.
8.Liver Fibrosis Scoring Systems as Novel Tools for Predicting Recurrent Cardiovascular Events in Patients with a Prior Cardiovascular Event
Liu HUIHUI ; Cao YEXUAN ; Jin JINGLU ; Guo YUANLIN ; Zhu CHENGGANG ; Wu NAQIONG ; Hua QI ; Li YANFANG ; Hong LIFENG ; Dong QIAN ; Li JIANJUN
Cardiology Discovery 2021;01(4):214-222
Objective::Regarding the secondary prevention of cardiovascular disease (CVD), there is great interest in preventing recurrent cardiovascular events (RCVEs). The prognostic importance of liver fibrosis scores (LFSs) has previously been reported in various CVDs. We hypothesized that LFSs might also be useful predictors for RCVEs in patients with prior cardiovascular events (CVEs). Herein, we aimed to evaluate the associations of LFSs with RCVEs in a large, real-world cohort of coronary artery disease (CAD) patients with a prior CVE.Methods::In this multicenter prospective study, 6527 consecutive patients with angiography-diagnosed CAD who had experienced a prior CVE (acute coronary syndrome, stroke, percutaneous coronary intervention, or coronary artery bypass grafting) were enrolled. LFSs were computed according to the published formulas: non-alcoholic fatty liver disease fibrosis score (NFS) includes age, body mass index (BMI), impaired fasting glycemia or diabetes mellitus (DM), aspartate aminotransferase (AST)/alanine aminotransferase (ALT) ratio, platelets, and albumin; fibrosis-4 (FIB-4) includes age, AST, ALT, and platelets; Forns score includes age, gamma-glutamyltransferase (GGT), and platelets; BARD includes BMI, AST/ALT ratio, and DM; GGT/platelet ratio includes GGT and platelets; AST/ALT ratio includes AST and ALT; and AST/platelet ratio index includes AST and platelets. The originally reported cutoffs were used for the categorization of low-, intermediate-, and high-score subgroups. All patients were followed up for the occurrence of RCVEs (comprising cardiovascular death, non-fatal myocardial infarction, and stroke). Cox and Poisson regression analyses were used to assess the relationship of baseline LFSs with the risk of RCVE.Results::During a mean follow-up of (54.67 ± 18.80) months, 532 (8.2%) RCVEs were recorded. Intermediate and high NFS, FIB-4, Forns, and BARD scores were independently associated with an increased risk of RCVE (hazard ratios ranging from 1.42 to 1.75 for intermediate scores and 1.35 to 2.52 for high scores). In the subgroup analyses of sex, age, BMI, DM, and hypertension status, the increased risk of RCVEs with high LFSs (NFS, FIB-4, Forns, and BARD) was maintained across the different subgroups (all P < 0.05). Conclusion::This study showed that LFSs are indeed independently associated with RCVEs, suggesting that LFSs may be used as novel tools for risk stratification in CAD patients with a prior CVE.
9.A clinical comparative study of axillary mastoscopic mastectomy and traditional areola incision in treatment of gynecomastia
Tao LIN ; Mengsheng CUI ; Junheng BAI ; Haidong ZHAO ; Lifeng MIAO ; Wenwen DONG
Chinese Journal of Endocrine Surgery 2020;14(2):110-114
Objective:To compare the clinical effects of the two methods in surgical treatment of gynecomastia.Methods:The clinical data of 46 patients with gynecomastia were retrospectively analyzed, who received total removal of the glands through mastoscopic assistance (mastoscopic group) or traditional areola incision (traditional group) from Mar. 2017 to Mar. 2018. The two groups were compared in terms of blood loss, the mean operation duration, extubation time, the average hospitalization time, postoperative complications, the total cost and patients’ satisfaction at 6 month after operation. Chi-square test was used to compare the count data between groups, paired t test was used to compare the measurement data between groups, and SPSS18.0 statistical software was used for statistical analysis.Results:The operation was completed in both groups. There were no differences between the two group in age (0.473) , BMI (0.353) , lesion location (0.198) , Simon classification (0.683) , the mean blood loss ( P=0.999) , mean operation duration ( P=0.596) , extubation time ( P=0.755) , the average hospitalization time ( P=0.676) , postoperative complications and ( P=0.370) or the total cost ( P=0.486) . The difference of patients’ satisfaction at 6 month after operation had statistical significance ( P=0.012) . conclusion:Compared with traditional open surgery, mastoscopic surgery for gynecomastia is minimally invasive, beautiful and safe, which can be widely used in clinical practice.
10. Treatment and improvement of scar hyperplasia by panax notoginseng based on network pharmacology study on molecular mechanisms
Jingwen HUANG ; Xue HAN ; Xu ZHAO ; Xubo LI ; Xingzhong DONG ; Lifeng AN ; Shunxin JI ; Xianghe XIA
International Journal of Traditional Chinese Medicine 2019;41(12):1353-1359
Objective:
We predicted the molecular mechanism of Panax notoginseng in the treatment and improvement of scar hyperplasia, by using the methods of network pharmacology and bioinformatics.
Methods:
We collected of related active constituents and targets of Panax notoginseng by retrieving TCM systems pharmacology database and analysis platform (TCMSP), and collected of related active constituents and targets of scar by Genecards database and OMIM database. Cytoscape 3.6.1 software was used to construct "drugs-chemical components-targets-diseases" interaction network diagram. The protein in teraction network map (PPI) was constructed by STRING database. The key targets were used to analyze gene ontology (GO) enrichment and kyoto encyclopedia of genes and genome (KEGG) pathway enrichment.
Results:
Totally 7 chemical compponents, including beta-sitosterol, quercetin, Stigmasterol and etc. and 108 targets, including AKT1, JUN, MAPK1, IL6 and ect. Panax notoginseng exerts its effects on scar mainly by acting on signal pathways, including PI3K-AKt signal pathway, MAPK signal pathway, TNF signal pathway and ect.
Conclusions
Based on the methodology of network pharmacology, this study preliminarily predicted the major targets and pathways Panax notoginseng in the treatment of scar, providing a direction for further studies.


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