1.An intelligent model for classifying supraventricular tachycardia mechanisms based on 12-lead wearable electrocardiogram devices
Hongsen WANG ; Lijie MI ; Yue ZHANG ; Lan GE ; Jiewei LAI ; Tao CHEN ; Jian LI ; Xiangmin SHI ; Jiancheng XIU ; Min TANG ; Wei YANG ; Jun GUO
Journal of Southern Medical University 2024;44(5):851-858
Objective To develop an intelligent model for differential diagnosis of atrioventricular nodal re-entrant tachycardia(AVNRT)and atrioventricular re-entrant tachycardia(AVRT)using 12-lead wearable electrocardiogram devices.Methods A total of 356 samples of 12-lead supraventricular tachycardia(SVT)electrocardiograms recorded by wearable devices were randomly divided into training and validation sets using 5-fold cross validation to establish the intelligent classification model,and 101 patients with the diagnosis of SVT undergoing electrophysiological studies and radiofrequency ablation from October,2021 to March,2023 were selected as the testing set.The changes in electrocardiogram parameters before and during induced tachycardia were compared.Based on multiscale deep neural network,an intelligent diagnosis model for classifying SVT mechanisms was constructed and validated.The 3-lead electrocardiogram signals from Ⅱ,Ⅲ,and V1 were extracted to build new classification models,whose diagnostic efficacy was compared with that of the 12-lead model.Results Of the 101 patients with SVT in the testing set,68 were diagnosed with AVNRT and 33 were diagnosed with AVRT by electrophysiological study.The pre-trained model achieved a high area under the precision-recall curve(0.9492)and F1 score(0.8195)for identifying AVNRT in the validation set.The total F1 scores of the lead Ⅱ,Ⅲ,V1,3-lead and 12-lead intelligent diagnostic models in the testing set were 0.5597,0.6061,0.3419,0.6003 and 0.6136,respectively.Compared with the 12-lead classification model,the lead-Ⅲ model had a net reclassification index improvement of-0.029(P=0.878)and an integrated discrimination index improvement of-0.005(P=0.965).Conclusion The intelligent diagnostic model based on multiscale deep neural network using wearable electrocardiogram devices has an acceptable accuracy for classifying SVT mechanisms.
2.An intelligent model for classifying supraventricular tachycardia mechanisms based on 12-lead wearable electrocardiogram devices
Hongsen WANG ; Lijie MI ; Yue ZHANG ; Lan GE ; Jiewei LAI ; Tao CHEN ; Jian LI ; Xiangmin SHI ; Jiancheng XIU ; Min TANG ; Wei YANG ; Jun GUO
Journal of Southern Medical University 2024;44(5):851-858
Objective To develop an intelligent model for differential diagnosis of atrioventricular nodal re-entrant tachycardia(AVNRT)and atrioventricular re-entrant tachycardia(AVRT)using 12-lead wearable electrocardiogram devices.Methods A total of 356 samples of 12-lead supraventricular tachycardia(SVT)electrocardiograms recorded by wearable devices were randomly divided into training and validation sets using 5-fold cross validation to establish the intelligent classification model,and 101 patients with the diagnosis of SVT undergoing electrophysiological studies and radiofrequency ablation from October,2021 to March,2023 were selected as the testing set.The changes in electrocardiogram parameters before and during induced tachycardia were compared.Based on multiscale deep neural network,an intelligent diagnosis model for classifying SVT mechanisms was constructed and validated.The 3-lead electrocardiogram signals from Ⅱ,Ⅲ,and V1 were extracted to build new classification models,whose diagnostic efficacy was compared with that of the 12-lead model.Results Of the 101 patients with SVT in the testing set,68 were diagnosed with AVNRT and 33 were diagnosed with AVRT by electrophysiological study.The pre-trained model achieved a high area under the precision-recall curve(0.9492)and F1 score(0.8195)for identifying AVNRT in the validation set.The total F1 scores of the lead Ⅱ,Ⅲ,V1,3-lead and 12-lead intelligent diagnostic models in the testing set were 0.5597,0.6061,0.3419,0.6003 and 0.6136,respectively.Compared with the 12-lead classification model,the lead-Ⅲ model had a net reclassification index improvement of-0.029(P=0.878)and an integrated discrimination index improvement of-0.005(P=0.965).Conclusion The intelligent diagnostic model based on multiscale deep neural network using wearable electrocardiogram devices has an acceptable accuracy for classifying SVT mechanisms.
3.Nature-effect transformation mechanism of mulberry leaves and silkworm droppings based on chemical composition analysis.
Ai-Ping DENG ; Yue ZHANG ; Yi-Han WANG ; Jia-Chen ZHAO ; Jin-Xiu QIAN ; Li-Ping KANG ; Tie-Gui NAN ; Zhi-Lai ZHAN
China Journal of Chinese Materia Medica 2023;48(8):2160-2185
Starting with the relationship between mulberry leaves and silkworm droppings as food and metabolites, this study systematically compared the chemical components, screened out differential components, and quantitatively analyzed the main differential components based on ultra-high performance liquid chromatography with quadrupole time-of-flight mass spectrometry(UPLC-Q-TOF-MS) and UPLC-Q-TRAP-MS combined with principal component analysis(PCA) and orthogonal partial least squares-discriminant analysis(OPLS-DA). Moreover, the in vitro enzymatic transformation of the representative differential components was studied. The results showed that(1) 95 components were identified from mulberry leaves and silkworm droppings, among which 27 components only exist in mulberry leaves and 8 components in silkworm droppings. The main differential components were flavonoid glycosides and chlorogenic acids.(2) Nineteen components with significant difference were quantitatively analyzed, and the components with significant differences and high content were neochlorogenic acid, chlorogenic acid, and rutin.(3) The crude protease in the mid-gut of silkworm significantly metabolized neochlorogenic acid and chlorogenic acid, which may be an important reason for the efficacy change in mulberry leaves and silkworm droppings. This study lays a scientific foundation for the development, utilization, and quality control of mulberry leaves and silkworm droppings. It provides references for clarifying the possible material basis and mechanism of the pungent-cool and dispersing nature of mulberry leaves transforming into the pungent-warm and dampness-resolving nature of silkworm droppings, and offers a new idea for the study of nature-effect transformation mechanism of traditional Chinese medicine.
Animals
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Bombyx
;
Morus/chemistry*
;
Chlorogenic Acid/analysis*
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Gas Chromatography-Mass Spectrometry
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Chromatography, High Pressure Liquid/methods*
;
Plant Leaves/chemistry*
4.Clinical and imaging features of infective sacroiliitis in children.
Tong YUE ; Jian Ming LAI ; Yang YANG ; Dan ZHANG ; Gai Xiu SU ; Jia ZHU ; Feng Qi WU
Chinese Journal of Pediatrics 2023;61(12):1092-1097
Objective: To summarize the clinical, radiological characteristics, and prognosis of infectious sacroiliitis in children. Methods: A case-control study was conducted, including 12 cases of infectious sacroiliitis diagnosed in the Rheumatology and Immunology Department of the Children's Hospital affiliated with the Capital Institute of Pediatrics from June 2018 to June 2023. These cases comprised the case group. Concurrently, 28 cases of pediatric idiopathic arthritis involving the sacroiliac joint in the same department served as the control group. Basic patient information, clinical features, laboratory parameters, and clinical treatment outcomes for both groups were collected and analyzed. Independent sample t-tests and chi-squared tests were used for inter-group comparisons. Results: Among the 12 cases in the case group, there were 5 males and 7 females, with a disease duration of 0.8 (0.5, 1.2) months. Nine patients presented with fever, and 1 patient had limping gait. Human leukocyte antigen (HLA)-B27 positivity was observed in 1 case, and there was no family history of ankylosing spondylitis. In the control group of 28 cases, there were 19 males and 9 females, with a disease duration of 7.0 (3.0, 17.0) months. One patient (4%) had fever, and 14 cases (50%) exhibited limping gait. HLA-B27 positivity was found in 18 cases (64%), and 18 cases (64%) had a family history of ankylosing spondylitis. The case group had higher white blood cell count (WBC), neutrophil ratio, erythrocyte sedimentation rate (ESR), C-reactive protein (CRP) levels, as well as a higher proportion of unilateral involvement on magnetic resonance imaging and bone destruction on CT compared to the control group ((11.1±6.2)×109 vs. (7.3±2.3)×109/L, 0.64±0.10 vs. 0.55±0.12, 72 (34, 86) vs. 18 (5, 41) mm/1 h, 24.6 (10.1, 67.3) mg/L vs. 3.6 (0.8, 15.0) mg/L, 11/12 vs. 36% (10/28), 9/12 vs. 11% (3/28), t=2.90, 3.07, Z=-2.94, -3.28, χ2=10.55, 16.53, all P<0.05). Conclusions: Pediatric infectious sacroiliitis often presents as unilateral involvement with a short disease history. Elevated WBC, CRP, and ESR, as well as a high rate of bone destruction, are also common characteristics.
Male
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Female
;
Humans
;
Child
;
Sacroiliitis/diagnostic imaging*
;
Spondylitis, Ankylosing/diagnosis*
;
Case-Control Studies
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Sacroiliac Joint/diagnostic imaging*
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Radiography
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Magnetic Resonance Imaging
;
Fever
5.Clinical features and prognosis of 118 children with histiocytic necrotizing lymphadenitis.
Dan ZHANG ; Gai Xiu SU ; Feng Qi WU ; Jia ZHU ; Min KANG ; Ying Jie XU ; Ming LI ; Jian Ming LAI
Chinese Journal of Pediatrics 2023;61(6):533-537
Objective: To explore the clinical features and prognosis of children with histiocytic necrotizing lymphadenitis (HNL). Methods: The clinical data of 118 children with HNL diagnosed and treated in the Department of Rheumatology and Immunology of Children's Hospital, Capital Institute of Pediatrics from January 2014 to December 2021 were retrospectively analyzed. The clinical symptoms, laboratory examination, imaging examination, pathological findings, treatment and follow-up were analyzed. Results: Among the 118 patients, 69 were males and 49 were females. The age of onset was 10.0 (8.0, 12.0) years, ranging from 1.5 to 16.0 years. All the children had fever lymph node enlargement, blood system involvement in 74 cases (62.7%), skin injury in 39 cases (33.1%). The main manifestations of laboratory examination were increased erythrocyte sedimentation rate in 90 cases (76.3%), decreased hemoglobin in 58 cases (49.2%), decreased white blood cells in 54 cases (45.8%) and positive antinuclear antibody in 35 cases (29.7%). Ninety-seven cases (82.2%) underwent B-mode ultrasound of lymph nodes, showing nodular lesions with low echo in the neck; 22 cases (18.6%) underwent cervical X-ray and (or) CT; 7 cases (5.9%) underwent cervical magnetic resonance imaging. Lymph node biopsy was performed in all 118 cases, and the pathological results did not support malignant diseases such as lymphoma or Epstein-Barr virus infection, suggesting HNL. Fifty-seven cases (48.3%) recovered without treatment, 61 cases (51.7%) received oral steroid therapy, and 4 cases (3.4%) received indomethacin as anal stopper. The 118 cases were followed up for 4 (2, 6) years, ranging from 1 to 7 years, 87 cases (73.7%) had one onset and did not develop into other rheumatological diseases, and 24 cases (20.3%) had different degrees of recurrence, 7 cases (5.9%) had multiple system injuries, and all of the tested autoantibodies were positive for medium and high titers. All of them developed into other rheumatic immune diseases, among which 5 cases developed into systemic lupus erythematosus and 2 cases developed into Sjogren's syndrome; 7 cases were given oral steroid therapy, including 6 cases plus immunosuppressant and 2 cases receiving methylprednisolone 20 mg/kg shock therapy. Conclusions: The first-onset HNL portion is self-healing, hormone-sensitive and has a good prognosis. For HNL with repeated disease and multiple system injury, antinuclear antibody titer should be monitored during follow-up, and attention should be paid to the possibility of developing into other rheumatological diseases, with poor prognosis.
Female
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Male
;
Humans
;
Child
;
Histiocytic Necrotizing Lymphadenitis/drug therapy*
;
Antibodies, Antinuclear
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Epstein-Barr Virus Infections
;
Retrospective Studies
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Herpesvirus 4, Human
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Prognosis
;
Steroids
6.Predictive value of the proportion of hibernating myocardium in total perfusion defect on reverse remodeling in patients with HFrEF underwent coronary artery bypass graft.
Yao LU ; Jian CAO ; En Jun ZHU ; Ming Xin GAO ; Tian Tian MOU ; Ying ZHANG ; Xiao Fen XIE ; Yi TIAN ; Ming Kai YUN ; Jing Jing MENG ; Xiu Bin YANG ; Yong Qiang LAI ; Ran DONG ; Xiao Li ZHANG
Chinese Journal of Cardiology 2023;51(4):384-392
Objective: To evaluate the predictive value of the proportion of hibernating myocardium (HM) in total perfusion defect (TPD) on reverse left ventricle remodeling (RR) after coronary artery bypass graft (CABG) in patients with heart failure with reduced ejection fraction (HFrEF) by 99mTc-methoxyisobutylisonitrile (MIBI) single photon emission computed tomography (SPECT) myocardial perfusion imaging (MPI) combined with 18F-flurodeoxyglucose (FDG) gated myocardial imaging positron emission computed tomography (PET). Methods: Inpatients diagnosed with HFrEF at the Cardiac Surgery Center, Anzhen Hospital of Capital Medical University from January 2016 to January 2022 were prospectively recruited. MPI combined with 18F-FDG gated PET was performed before surgery for viability assessment and the patients received follow-up MPI and 18F-FDG gated PET at different stages (3-12 months) after surgery. Δ indicated changes (post-pre). Left ventricular end-systolic volume (ESV) reduced at least 10% was defined as RR, patients were divided into reverse remodeling (RR+) group and the non-reverse group (RR-). Binary logistic regression analysis was used to identify predictors of RR. Receiver operating characteristic (ROC) curve analysis was performed and the area under the curve (AUC) was calculated to assess the cut-off value for predicting RR. Additionally, we retrospectively enrolled inpatients with HFrEF at the Cardiac Surgery Center, Anzhen Hospital of Capital Medical University from January 2021 to January 2022 as the validation group, who underwent MPI and 18F-FDG gated PET before surgery. Echocardiography was performed before CABG and after CABG (3-12 months). In the validation group, the reliability of obtaining the cut-off value for the ROC curve was verified. Results: A total of 28 patients with HFrEF (26 males; age (56.9±8.7) years) were included in the prospective cohort. HM/TPD was significantly higher in the RR+ group than in the RR- group ((51.8%±17.9%) vs. (35.7%±13.9%), P=0.016). Binary logistic regression analysis revealed that HM/TPD was an independent predictor of RR (Odds ratio=1.073, 95% Confidence interval: 1.005-1.145, P=0.035). ROC curve analysis revealed that HM/TPD=38.3% yielded the highest sensitivity, specificity, and accuracy (all 75%) for predicting RR and the AUC was 0.786 (P=0.011). Meanwhile, a total of 100 patients with HFrEF (90 males; age (59.7±9.6) years) were included in the validation group. In the validation group, HM/TPD=38.3% predicted RR in HFrEF patients after CABG with the highest sensitivity, specificity and accuracy (82%, 60% and 73% respectively). Compared with the HFrEF patients in the HM/TPD<38.3% group (n=36), RR and cardiac function improved more significantly in the HM/TPD≥38.3% group (n=64) (all P<0.05). Conclusions: Preoperative HM/TPD ratio is an independent factor for predicting RR in patients with HFrEF after CABG, and HM/TPD≥38.3% can accurately predict RR and the improvement of cardiac function after CABG.
Male
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Humans
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Middle Aged
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Aged
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Stroke Volume
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Heart Failure
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Fluorodeoxyglucose F18
;
Retrospective Studies
;
Reproducibility of Results
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Prospective Studies
;
Coronary Artery Bypass
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Ventricular Dysfunction, Left
;
Tomography, Emission-Computed, Single-Photon
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Perfusion
;
Myocardium
7.Treatment of 11 cases of juvenile idiopathic arthritis by intra-articular injection of adalimumab.
Ying CHI ; Jian Ming LAI ; Gai Xiu SU ; Min KANG ; Sheng Nan LI ; Dan ZHANG ; Xin Ning WANG
Chinese Journal of Pediatrics 2022;60(3):237-241
Objective: To evaluate the efficacy and safety of intra-articular injection of adalimumab (ADA) in the treatment of refractory oligoarticular juvenile idiopathic arthritis (JIA). Methods: This was a retrospective study. Clinical data on age, gender, and symptoms of joint swelling and pain were collected from 11 children with refractory oligoarticular JIA involving only knee joints admitted to Department of Rheumatism and Immunology of Children's Hospital, Capital Institute of Pediatrics from November 2019 to October 2020. The physician and parent-child evaluation of disease activity, the number of active joints, and the level of erythrocyte sedimentation rate (ESR) at different treatment time points were analyzed at every 4-week observation point after drug administration, and the non-parametric Kruskal-Wallis test was used to compare the differences in clinical evaluation indicators and changes in laboratory tests at different treatment times. The follow-up period was 6 months. Results: Among the 11 children, 5 were boys and 6 were girls. The age was 3.0 (2.8) years. All 11 children had symptoms of joint swelling and pain as well as limitation of movement. After 3 intra-articular injections of ADA, the joint symptoms of 11 children were better than before treatment; the joint symptoms of 7 children disappeared completely, and no recurrence occurred during the 6-month follow-up period. At different treatment times, physician and parent-child evaluation of disease activity, a gradual decrease in the number of active joints in the children, ESR, and juvenile arthritis disease activity score with 27 joints were all statistically significant (χ2=53.99, 59.37, 32.87, 40.07, 54.00, all P<0.001).No significant adverse drug reactions were observed in any of the 11 children during treatment and follow-up. Conclusion: Intra-articular injection of ADA in the treatment of refractory oligoarticular JIA has a significant effect in controlling joint symptoms and is relatively safe.
Adalimumab/therapeutic use*
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Arthritis, Juvenile/drug therapy*
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Child
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Child, Preschool
;
Female
;
Glucocorticoids/therapeutic use*
;
Humans
;
Injections, Intra-Articular
;
Male
;
Retrospective Studies
;
Treatment Outcome
8.Textual Research on Perillae in Famous Classical Formulas
Jin-xiu QIAN ; Wu-wei MENG ; Hui -hui LIU ; Shi-bin CHEN ; Jia-chen ZHAO ; Yi-han WANG ; Yan JIN ; Wei ZHANG ; Hua-sheng PENG ; Qiu-jie CAI ; Bing LI ; Hong-jun YANG ; Hua-min ZHANG ; Zhi-lai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):55-67
Based on the ancient literature of all dynasties, this article makes a systematic textual research on the name, origin, producing area, quality, harvesting and processing of Zisu (Perillae) in the famous classical formulas, so as to clarify the information of the drug in different historical periods and provide a reference for the development and utilization of the related formulas. The main origin of Perillae in the ancient literature was Perilla frutescens var. frutescens (purple leaf type), followed by P. frutescens var. acuta (purple leaf type), but not Baisu. Modern chemical composition studies also show that there are obvious differences between Perillae and Baisu, which provides a scientific basis for distinguishing them. Although they are often treated as a species in plant classification, P. frutescens var. frutescens (purple leaf type) is recommended in the development of famous classical formulas, and Baisu should be avoided. Perillae is widely distributed, but its producing area did not record in most of the literature in the past dynasties, or the producing area is described as everywhere today. In the period of the Southern and Northern dynasties, the medicinal parts of Perillae included stems, leaves and seeds, and doctors in the Ming dynasty began to pay attention to the differentiation of different medicinal parts. The harvesting and processing methods of Perillae in the past dynasties are close to that of today. Perillae Fructus is mostly stir-fried and ground into medicine, Perillae Folium and Perillae Caulis are mainly simple cleansing. In production, we can refer to the 2020 edition of Chinese Pharmacopoeia.
9.Herbal Textual Research on Jujubae Fructus in Famous Classical Formulas
Jin-xiu QIAN ; Wu-wei MENG ; Hui-hui LIU ; Shi-bin CHEN ; Jia-chen ZHAO ; Yi-han WANG ; Yan JIN ; Wei ZHANG ; Hua-sheng PENG ; Qiu-jie CAI ; Bing LI ; Hong-jun YANG ; Hua-min ZHANG ; Zhi-lai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):296-305
This paper made a systematic textual research on the historical evolution and changes of the name, origin, producing area, harvesting and processing methods of Jujubae Fructus used in famous classical formulas by referring to the ancient literature, so as to provide a basis for the sampling and research of the formulas containing the medicinal materials. According to textual research, there are many names of Jujubae Fructus, most of which are named by characters or producing areas, which are called Dazao. Ziziphus jujuba has always been the mainstream variety in all dynasties, and Z. jujuba var. inemmis has also been used. Considering that the differences between the two are not obvious, we can use Z. jujuba and Z. jujuba var. inemmis as the origins of Dazao. The germplasm resources of Jujubae Fructus are rich, which are distributed all over the country. Qingzhou (now Shandong), Jinzhou (now Shanxi) Jiangzhou (now Shanxi), Puzhou (now Shanxi) have been recorded as authentic producing areas of Jujubae Fructus in the past dynasties, especially in Shandong. At the beginning of the 21st century, the planting of Jujubae Fructus in Xinjiang gradually developed, and now has a high market recognition, becoming an emerging production area of high-quality samples. Harvest period of Jujubae Fructus is mostly August in the past dynasties, and this is basically the same as today. The main processing method is simple cleansing and drying. Through textual research, it is suggested that Jujubae Fructus in famous classical formulas should be mainly from Shandong, Shanxi and other traditional high-quality producing areas, the processing method should follow the 2020 edition of Chinese Pharmacopoeia for simple cleansing and drying.
10.Herbal Textual Research on Magnoliae Officinalis Cortex in Famous Classical Formulas
Jin-xiu QIAN ; Wu-wei MENG ; Hui-hui LIU ; Shi-bin CHEN ; Jia-chen ZHAO ; Yi-han WANG ; Yan JIN ; Wei ZHANG ; Hua-sheng PENG ; Qiu-jie CAI ; Bing LI ; Hong-jun YANG ; Hua-min ZHANG ; Zhi-lai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):306-317
Based on the ancient literature of all dynasties, this article makes a systematic textual research on the name, origin, producing area, quality, harvesting and processing of Magnoliae Officinalis Cortex used in the famous classical formulas, and clarifies its information of each link in different historical periods, so as to provide a reference and basis for the development and utilization of the related formulas. The results showed that the main varieties of Magnoliae Officinalis Cortex were Magnolia officinalis or M. officinalis var. biloba. The main production areas are Hubei, Sichuan, Chongqing and other places, forming the famous authentic medicine. The processing methods of the past dynasties are mainly cleansing and processing with ginger. In the formulas clearly marked with ginger processing, ginger-processed products is suggested to choose. If not clearly marked, raw or ginger-processed products can be used as needed.

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