1.Practice and effectiveness of the optional parasitology curriculum Two Sides of the Same Coin in Parasitic Diseases among international students for the Bachelor of Medicine and Bachelor of Surgery program
Donghui ZHANG ; Lu CHEN ; Zhipeng XU ; Minjun JI ; Lin CHEN
Chinese Journal of Schistosomiasis Control 2025;37(3):310-315
To promote convergence education among national and international students, Nanjing Medical University designed an optional curriculum Two Sides of the Same Coin in Parasitic Diseases among international students for the Bachelor of Medicine and Bachelor of Surgery (MBBS) program, and a research-based teaching method was employed to teach 31 international students. This curriculum contained three parts, including parasitology-related knowledge, basic knowledge and skills of scientific research, and frontier topics in scientific research advances, and the assessment contents included course sign-in, classroom activity participation and scientific research presentation. Curriculum evaluation showed 100.0% (8/8) of students in batch 2018—2021, 81.8% (9/11) in batch 2022, and 83.3% (10/12) in batch 2023 with a total score of 80 points and higher, with median scores (interquartile range) of 91.1 (7.0), 90.8 (5.7) points and 90.8 (5.7) points, respectively (H = 0.04, P > 0.05). In addition, a questionnaire survey was performed with a Likert scale to assess the interests in curriculum learning, and the curriculum practicality and importance among 31 international students, and a total of 27 valid questionnaires were recovered, with a recovery rate of 87.1%. Questionnaire survey showed that the median total scores (interquartile range) were 7.0 (0.8) points among batch 2018—2021 students, 6.4 (1.4) points among batch 2022 students and 6.0 (1.1) points among batch 2023 students (H = 2.64, P > 0.05). Collectively, these data demonstrate that this optional curriculum improves the interests in parasitology learning of the international students for MBBS program, as well as their capability of self-directed learning, teamwork and innovative.
2.Application Value of an AI-based Imaging Feature Parameter Model for Predicting the Malignancy of Part-solid Pulmonary Nodule.
Mingzhi LIN ; Yiming HUI ; Bin LI ; Peilin ZHAO ; Zhizhong ZHENG ; Zhuowen YANG ; Zhipeng SU ; Yuqi MENG ; Tieniu SONG
Chinese Journal of Lung Cancer 2025;28(4):281-290
BACKGROUND:
Lung cancer is one of the most common malignant tumors worldwide and a major cause of cancer-related deaths. Early-stage lung cancer is often manifested as pulmonary nodules, and accurate assessment of the malignancy risk is crucial for prolonging survival and avoiding overtreatment. This study aims to construct a model based on image feature parameters automatically extracted by artificial intelligence (AI) to evaluate its effectiveness in predicting the malignancy of part-solid nodule (PSN).
METHODS:
This retrospective study analyzed 229 PSN from 222 patients who underwent pulmonary nodule resection at Lanzhou University Second Hospital between October 2020 and February 2025. According to pathological results, 45 cases of benign lesions and precursor glandular lesion were categorized into the non-malignant group, and 184 cases of pulmonary malignancies were categorized into the malignant group. All patients underwent preoperative chest computed tomography (CT), and AI software was used to extract imaging feature parameters. Univariate analysis was used to screen significant variables; variance inflation factor (VIF) was calculated to exclude highly collinear variables, and LASSO regression was further applied to identify key features. Multivariate Logistic regression was used to determine independent risk factors. Based on the selected variables, five models were constructed: Logistic regression, random forest, XGBoost, LightGBM, and support vector machine (SVM). Receiver operating characteristic (ROC) curves were used to assess the performance of the models.
RESULTS:
The independent risk factors for the malignancy of PSN include roughness (ngtdm), dependence variance (gldm), and short run low gray-level emphasis (glrlm). Logistic regression achieved area under the curves ( AUCs) of 0.86 and 0.89 in the training and testing sets, respectively, showing good performance. XGBoost had AUCs of 0.78 and 0.77, respectively, demonstrating relatively balanced performance, but with lower accuracy. SVM showed an AUC of 0.93 in the training set, which decreased to 0.80 in the testing set, indicating overfitting. LightGBM performed excellently in the training set with an AUC of 0.94, but its performance declined in the testing set, with an AUC of 0.88. In contrast, random forest demonstrated stable performance in both the training and testing sets, with AUCs of 0.89 and 0.91, respectively, exhibiting high stability and excellent generalizability.
CONCLUSIONS
The random forest model constructed based on independent risk factors demonstrated the best performance in predicting the malignancy of PSN and could provide effective auxiliary predictions for clinicians, supporting individualized treatment decisions.
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Humans
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Male
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Female
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Lung Neoplasms/pathology*
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Middle Aged
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Retrospective Studies
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Artificial Intelligence
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Aged
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Tomography, X-Ray Computed
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Adult
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Solitary Pulmonary Nodule/diagnostic imaging*
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ROC Curve
3.Biological activity analysis of baicalin nanodrugs: Nanosizing enhances antiviral and anti-inflammatory effects in the treatment of viral pneumonia.
Chenqi CHANG ; Chang LU ; Yu ZHENG ; Lili LIN ; XiuZhen CHEN ; Linwei CHEN ; Zhipeng CHEN ; Rui CHEN
Journal of Pharmaceutical Analysis 2025;15(7):101201-101201
Respiratory syncytial virus (RSV) is a ubiquitous respiratory virus that affects individuals of all ages; however, there is a notable lack of targeted treatments. RSV infection is associated with a range of respiratory symptoms, including bronchiolitis and pneumonia. Baicalin (BA) exhibits significant therapeutic effects against RSV infection through mechanisms of viral inhibition and anti-inflammatory action. Nonetheless, the clinical application of BA is constrained by its low solubility and bioavailability. In this study, we prepared BA nanodrugs (BA NDs) with enhanced water solubility utilizing the supramolecular self-assembled strategy, and we further conducted a comparative analysis of this pharmacological activity between free drugs and NDs of BA. Both in vitro and in vivo results demonstrated that BA NDs significantly enhanced the dual effects of viral inhibition and inflammation relief compared to free BA, attributed to prolonged lung retention, improved cellular uptake, and increased targeting affinity. Our study confirms that the nanosizing strategy, a straightforward approach to enhance drug solubility, can also increase biological activity compared to free drugs with the same content, thereby providing a potential ND for RSV treatment. This correlation analysis between the existing forms of drugs and their biological activity offers a novel perspective for research on the active ingredients of traditional Chinese medicine.
4.Clinical value of metabolomics in assessing the malignant risk of pulmonary nodules
Xiaoxuan LI ; Zhipeng XIA ; Rumei LUAN ; Yunyan WAN ; Zhouhong YAO ; Xinshan LIN ; Dianjie LIN
Journal of International Oncology 2025;52(7):409-413
Objective:To evaluate the diagnostic value of non-targeted detection of metabolic fingerprinting in pulmonary nodules and to analyze the clinical effective model of multi-omics for assessing the malignant risk of pulmonary nodules.Methods:A total of 73 patients who underwent chest CT and completed pathological diagnosis and non-targeted detection of metabolic fingerprinting at Shandong Provincial Hospital Affiliated to Shandong First Medical University from November 2021 to October 2024 were selected as the research subjects. According to the postoperative histopathological diagnosis, the patients were divided into the lung malignant nodule group (61 cases) and the lung benign nodule group (12 cases). General clinical data of the patients, including sex, age, smoking history, and family history of tumors, as well as imaging data, including nodule density, nodule size, nodule location, nodule number, and special imaging manifestations (spiculation, lobulation, vacuole sign, vascular convergence sign, etc.), and non-targeted detection of metabolic fingerprinting results were collected. The above data were compared between the two groups of patients, and the receiver operator characteristic (ROC) curve was drawn to evaluate the predictive value of each model. Results:There were statistically significant differences in age ( t=4.41, P<0.001), nodule size ( Z=2.67, P=0.008), nodule density ( χ2=4.64, P=0.031), and spiculation ( χ2=7.67, P=0.006) between the lung malignant nodule group and the lung benign nodule group. There were no statistically significant differences in sex, smoking history, family history of lung cancer, nodule number, nodule location, lobulation, vacuole sign, vascular convergence sign, pleural indentation sign, calcification sign, bronchial truncation sign, vascular supply sign, and bronchial air sign (all P>0.05). The number of non-targeted detection of metabolic fingerprinting high-risk patients in the lung malignant nodule group (36 cases) was significantly higher than that in the lung benign nodule group (0 case) ( χ2=13.97, P<0.001). ROC curve analysis showed that the area under the curve of the Brock model combined with non-targeted detection of metabolic fingerprinting was 0.930 (95% CI: 0.872-0.988), which was greater than that of the Brock model (0.856, 95% CI: 0.769-0.942, Z=0.27, P=0.040) and non-targeted detection of metabolic fingerprinting (0.768, 95% CI: 0.650-0.887, Z=0.30, P=0.004) alone. Conclusions:Non-targeted detection of metabolic fingerprinting risk assessment may serve as a non-invasive method to assist the Brock model in the diagnosis of pulmonary nodules and has good application value. The combination of the Brock model and non-targeted detection of metabolic fingerprinting can more accurately distinguish the benign and malignant nature of pulmonary nodules.
5.Establishment of HPLC fingerprint of Gentiana rigescens and determination of four iridoid glycosides
Zhenyu LI ; Yueyi LIANG ; Jie YANG ; Tianrui XIA ; Fangping ZHANG ; Roushan CHEN ; Zhipeng CHEN ; Lin ZHOU ; Xiangdong CHEN ; Dongmei SUN
International Journal of Traditional Chinese Medicine 2025;47(4):522-528
Objective:To establish HPLC fingerprint and methods for determining the contents of four iridoid glycosides of Gentiana rigescens; To evaluate the quality of Gentiana rigescens from different origins; To improve the quality control level of Gentiana rigescens medicinal materials.Methods:Using 15 batches of Gentiana rigescens from the main production areas and authentic production areas as raw materials, the common mode of HPLC fingerprints of Gentiana rigescens was established, and the chemical components of the common peaks were identified. Referring to the common mode of fingerprints, similarity analysis was conducted on the fingerprints of Gentiana rigescens from different origins. Using chemometric methods, cluster analysis (HCA), principal component analysis (HCA), and orthogonal partial least squares discriminant analysis (OPLS-DA) were performed on 15 batches of Gentiana rigescens, with the common peak area of fingerprint as the variable. The contents of four types of iridoid glycosides in Gentiana rigescens were determined. Combined with the fingerprints and the content results of four types of iridoid glycosides, the quality of Gentiana rigescens from different origins was evaluated.Results:The fingerprints of Gentiana rigescens contained 9 common peaks, with 4 identified iridoid glycosides. The similarity of the fingerprints of 15 batches of Gentiana rigescens ranged from 0.962 to 0.999. HCA and PCA divided the 15 batches of Gentiana rigescens into two categories. OPLS-DA analyzed 3 significantly different components, namely gentiopicroside, peak 7, and loganic acid. The content determination results showed that the average contents of loganic acid, swertiamarin, and gentiopicroside in Gentiana rigescens from Dali Bai Autonomous Prefecture and Yunnan Province were the highest, and the total amount of four iridoid glycosides was also significantly higher than that from other regions, indicating that the overall quality of Gentiana rigescens from Dali Bai Autonomous Prefecture and Yunnan Province was relatively good.Conclusion:This method is simple, fast, accurate, and can provide reference for improving the quality standards of Gentiana rigescens.
6.The Characteristics of Auditory Brainstem Response Waveform in Autistic Children with Normal Hearing
Zhihan LIN ; Xin ZHOU ; Xuetong WANG ; Ying LI ; Xueyao WANG ; Xin JIN ; Zhipeng ZHENG ; Yi ZHOU ; Jifeng SHI ; Haihong LIU
Journal of Audiology and Speech Pathology 2024;32(2):118-123
Objective To investigate the effect of auditory brainstem response(ABR)in clinical detection and severity assessment of autism spectrum disorder(ASD)in children with normal hearing.Methods ① A total of 55 autistic children(110 ears)with normal hearing and 55 children(110 ears)with typical development(TD)who did not differ in sex composition ratio and average monthly age were divided into four sub-groups according to age:≤24 months group(22 ears),25~36 months group(40 ears),37~48 months group(28 ears)and>48 months group(20 ears).The ABR latencies and interpeak latencies were compared between ASD children and age-matched TD children.② ASD children were graded by severity according to the Diagnostic and Statistical Manual of Mental Dis-orders(DSM-V),and the correlations between the ABR latencies and interpeak latencies in autistic children with normal hearing and the severity grading were studied.Results ① No statistically significant differences in ABR wave latencies and interpeak latencies were found in autistic children with normal hearing under 24 months of age compared to age-matched TD children(P>0.05).② Compared with children with TD,autistic children with nor-mal hearing at 25~36 months of age had significantly longer wave Ⅲ latencies and the interpeak latencies of Ⅰ-Ⅲ andⅠ-Ⅴ;the significantly longer wave Ⅲ,Ⅴ latencies,the interpeak latencies of Ⅰ-Ⅲ,Ⅲ-Ⅴ and Ⅰ-Ⅴ in autistic chil-dren with normal hearing at 37~48 months of age.Autistic children with normal hearing in the>48 months group had significantly longer wave Ⅴ latencies and interpeak latencies of Ⅲ-Ⅴ,Ⅰ-Ⅴ than age-matched TD children(P<0.05).③ The higher the ASD severity grading the longer the wave Ⅲ and V latencies and the longer interpeak latencies of Ⅰ-Ⅲ,Ⅲ-Ⅴ,and Ⅰ-Ⅴ(P<0.05).Conclusion Differences in the level of auditory brainstem pathway de-velopment emerged at 25 months of age,and autistic children with normal hearing had significantly lower levels of auditory brainstem development than age-matched TD children.There were correlations between the latencies and interpeak latencies of ABR in autistic children with normal hearing and the severity grading.
7.The value of artificial intelligence in distinguishing atypical usual interstitial pneumonia from nonspecific interstitial pneumonia
Tingduan HUANG ; Zhipeng ZHOU ; Ge CHENG ; Bin LIN ; Shanyue LIN ; Wenhai DAI ; Gurung BIRATA
Journal of Practical Radiology 2024;40(8):1243-1247
Objective To evaluate the diagnostic efficacy of artificial vision,radiomics(RAD)and deep learning(DL)in distinguishing atypical usual interstitial pneumonia(UIP)from nonspecific interstitial pneumonia(NSIP).Methods A retrospective analysis was conducted on 300 patients diagnosed with interstitial pneumonia(IP).A total of 56 cases of atypical UIP and 57 cases of NSIP were included.All patients underwent CT examination before biopsy,and were randomly divided into training and test groups.DL and RAD artificial intelligence models were developed and trained.The consistency of artificial vision assessment was performed via Kappa test and receiver operating characteristic(ROC)curve analysis was performed via logistic regression.Then,the differences in the area under the curve(AUC)of different models were compared via DeLong analysis.The diagnostic efficiency of the model was evaluated via AUC and accuracy(ACC)as the main indicators and compared with the artificial vision evaluation.Results Two radiologists showed significant consistency in the CT diagnosis and interpretation of atypical UIP and NSIP(Kappa=0.852,P<0.01).On high-resolution computed tomography(HRCT),the atypical UIP patients mainly showed basal bronchiectasis,honeycombing,and reticular opacities,while,the NSIP patients showed basal reticular opacities,ground glass opacity(GGO)and subpleural avoidance sign.The probability of GGO exceeding the reticular opacities of the NSIP patients was significantly higher than that of the atypical UIP patients(P<0.05).The DL model showed significantly higher diagnostic efficiency than RAD and artificial vision in the differential diagnosis of atypical UIP and NSIP(AUC:0.94 vs 0.85 vs 0.65,P<0.01).Conclusion CT and RAD have a certain significant diagnostic value for atypical UIP and NSIP.Atypical UIP and NSIP can be more accurately differentiated and diagnosed based on the DL model,thereby,the management of IP is further strengthened in clinical practice.
8.Evaluation of the clinical efficacy of microwave ablation combined with percutaneous osteoplasty in the treatment of flat bone metastases
Zhipeng LIN ; Xiaolong HU ; Dabei HUANG ; Xugong ZOU ; Yuan CHEN ; Kangshun ZHU ; Jian ZHANG ; Xiaoqun LI
Journal of Interventional Radiology 2024;33(9):976-982
Objective To evaluate the clinical efficacy,safety,and potency ratio of microwave ablation(MW A)combined with percutaneous osteoplasty(POP)for the treatment of flat bone metastases.Methods A total of 57 patients with flat bone metastases complicated by intractable pain,who underwent MWA combined with POP(combination therapy)or only POP(pure POP therapy)at the Zhongshan Municipal People's Hospital of China between January 2016 and January 2023,were enrolled in this study.The combination therapy group had 36 patients and the pure POP therapy group had 21 patients.Visual analog scale(VAS),Oswestry Disability Index(ODI),quality of life assessment scale(QOL)were used to evaluate the preoperative and the postoperative different period efficacy,and the results were compared between the two groups.The procedure-related complications in both groups were recorded.Results The technical success rate in the 57 patients was 100%,and no serious postoperative complications occurred.The mean follow-up time was(4.7±1.3)months(range of 3.4-7.2 months).The preoperative and the postoperative one-day,one-week,one-month and 3-month VAS scores in the combination therapy group were(7.39±1.09)points,(6.53±1.17)points,(1.94±0.70)points,(1.11±0.66)points and(1.39±0.59)points respectively,which in the pure POP therapy group were(7.52±1.01)points,(6.81±0.66)points,(3.38±0.65)points,(2.33±0.56)points and(2.52±0.50)points respectively.One week after operation,the VAS scores in the combination therapy group and the pure POP therapy group were decreased by(5.44±1.32)points and(4.14±0.96)points respectively.The differences in the postoperative one-week(t=-7.62,P<0.01),one-month(t=-7.28,P<0.01)and 3-month(t=-7.58,P<0.01)VAS scores between the two groups were statistically significant.The preoperative and the postoperative one-day,one-week,one-month and 3-month ODI scores in the combination therapy group were(44.33±2.91)points,(44.08±2.82)points,(15.92±3.04)points,(14.00±2.39)points and(16.08±3.61)points respectively,which in the pure POP therapy group were(45.67±3.03)points,(45.14±2.80)points,(22.38±3.09)points,(19.76±2.99)points and(22.10±3.10)points respectively.One week after operation,the ODI score in the combination therapy group was decreased by(28.42±4.23)points,which in the pure POP therapy group was decreased by(23.29±4.28)points.The differences in the postoperative one-week(t=-7.50,P<0.01),one-month(t=-7.37,P<0.01)and 3-month(t=-6.51,P<0.01)ODI scores between the two groups were statistically significant.The preoperative and the postoperative one-day,one-week,one-month and 3-month QOL scores in the combination therapy group were(24.69±3.92)points,(26.06±3.05)points,(38.67±3.00)points,(40.25±3.42)points and(39.58±3.99)points respectively,which in the pure POP therapy group were(24.43±3.53)points,(26.76±3.05)points,(32.81±2.17)points,(33.95±2.68)points and(31.19±4.27)points respectively.One week after operation,the QOL score in the combination therapy group was increased by(13.97±4.88)points,which in the pure POP therapy group was increased by(8.38±4.50)points.The differences in the postoperative one-week(t=8.34,P<0.01),one-month(t=7.56,P<0.01)and 3-month(t=7.18,P<0.01)QOL scores between the two groups were statistically significant.The mean operation cost in the combination therapy group was 10 480.43 Chinese yuan,which was higher than that in the pure POP therapy group.Conclusion For the treatment of flat bone metastases,both pure POP therapy and MWA combined with POP therapy are clinically safe and effective,which can significantly relieve pain and improve quality of life.Compared with pure POP therapy,the MWA combined with POP therapy is more effective but its medical cost is more expensive.
9.Study on the Radiomics Model to Predict Early Recurrence after Hepatocellular Carcinoma Ablation
Zhipeng CHENG ; Xiaoling CHEN ; Hui ZHANG ; Yixin CHEN ; Yuchang LIN ; Qian YANG ; Sina JIANG ; Huang HUANG
Modern Interventional Diagnosis and Treatment in Gastroenterology 2024;29(8):923-931,942
Objective Liver cancer is the second leading cause of tumor-related death.The efficacy of local thermal ablation is comparable to surgical resection for the early hepatocellular carcinoma(HCC),and the ablation technique is minimally invasive,repeatable,and has a low complication rate.However,early recurrence((2 years)is the main cause of death after HCC ablation,but there is still a lack of accurate and reliable prediction models for early recurrence.Therefore,this survey intended to construct prediction models for early recurrence of HCC after ablation by using preoperative gadoxetic acid disodium-enhanced magnetic resonance(MR)images data combined with radiomics methods,evaluate and verify their predictive efficacy.To explore the application value of contrast-enhanced MRI imaging before ablation in the prognosis assessment of HCC patients,and to provide reliable data and theoretical basis for clinical treatment decisions.Methods A retrospective study was performed on 120 patients with HCC who underwent ablation and all the patients were underwent contrast-enhanced MRI examination within 1 month.A total of 1318 radiomic features were extracted from each patient by using preoperative T2-weighted sequence(T2WI)images of contrast-enhanced MRI.After feature selection,six machine learning algorithms would be used for construction of models and comparison.Finally,Logistic regression analysis was used to establish a clinical model,a radiomics model and a combined model which included the above risk factors and radiologic features.The nomogram was constructed based the combined model to evaluate the differentiation,accuracy and clinical benefit.Results Five radiomic features most closely related to early recurrence were identified and selected for model construction.The radiomic model had effective predictive performance,with AUC of 0.80 in the training sets.Two clinical risk factors associated with early recurrence,including tumor number and peritumoral hypodensity on the hepatobiliary phase,were selected to established a clinical-radiological-radiomics(CRRM)model,with AUC as high as 0.92 in the validation sets.The nomogram of CRRM model was constructed and the calibration curves indicated the goodness of fit.Decision curve analysis further confirmed the clinical usefulness of CRRM model.Conclusion The radiomics model of preoperatively contrast-enhanced MRI-T2WI image features was identified be effective to predict HCC early recurrence.In contrast,the CRRM model could be used as a more comprehensive and superior tool to predict individual probability of early recurrence.Patients at high risk of early recurrence could be identified and the appropriate and effective preoperative treatments could also be taken,to improve the prognosis and long-term survival rate of HCC patients the individualized treatment strategies should be formulated.
10.Research on Water Extraction Process of Flos Lonicerae-Fructus Forsythuae Based on Network Pharmacology and Design Space
Ting CUI ; Meizhou LI ; Lifan GAN ; Jiaming LIN ; Lijin LIANG ; Xingpeng HUANG ; Zhipeng ZHANG
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(1):47-60
OBJECTIVE To optimize the water extraction process of Flos Lonicerae-Fructus Forsythuae and determine the range of water extraction process parameters.METHODS The active components were screened by network pharmacology,and the indica-tor ingredients were determined in combination with the quality markers under the relevant terms of Chinese Pharmacopoeia 2020 edition and the literature.Take extraction yield and the extraction rate of the indicative component as the critical quality attributes of the water extraction process to screen critical process parameters.The mathematical model was established by Box-Behnken experimental design to investigate the interaction between CQAs and CPPs and build the design space of the water extraction process of Flos Lonicerae-Fruc-tus Forsythuae.RESULTS The extraction percentages of phenolic acids,forsythoside A and forsythin were screened as the index components;specifications of medicinal slices,extraction time and water addition were the key process parameters.Based on the estab-lishment and optimization of the design space,the optimum water extraction process was obtained as follows:the medicinal slice of Lian-Qiao was broken into 0.8-1.2 cm,adding 12 times the amount of water in the first and extract for 30-50 min,10 times the a-mount of water in the second and extract for 25-30 min.CONCLUSION The verification results show that the measured value ob-tained by using the design space method to optimize the water extraction process is close to the predicted value,indicating that the method is stable and reliable,which can provide ideas for its further process development and quality control for the couple medicines of Flos Lonicerae-Fructus Forsythuae.

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