1.Prediction of Pulmonary Disease Progression in Patients with COVID-19 Based on CT Radiomics
Zhu-ping SU ; Hai-bao WANG ; Si-wei WANG ; Ruo-mei LI ; Qing-hong CHENG ; Zong-gen GAO ; Dong-feng LIU ; Meng-qi ZHANG
Journal of Sun Yat-sen University(Medical Sciences) 2023;44(2):286-294
ObjectivesBased on the changes of lung lesions in patients with COVID-19 at different stages, a nomogram model describing CT image features was established by radiomics method to explore its efficacy in predicting the progression of the disease. MethodsThis retrospective study enrolled 136 patients with COVID-19 pneumonia who received at least two CTs including three cohorts (training cohort and validation cohort 1 and 2). Patients in the training cohort were divided into three groups according to time between onset of fever symptoms and the first CT. The clinical manifestations and CT features of each group were analyzed and compared. A nomogram to predict disease progression was constructed according to the CT features of the patients, and its performance was evaluated. ResultsThe training cohort consisted of 41 patients.A nomogram was generated to predict disease progression based on three CT features: irregular strip shadow, air bronchial sign, and the proportion of lesions with irregular shape ≥50%. AUC(95%CI)=0.906(0.817,0.995).The C index of the training cohort was 0.906, and the C index of the internal verification was 0.892. AUC(95%CI)of the validation cohort 1 (34 cases) =0.889(0.793,0.984);AUC(95%CI)of the validation cohort 2 (61 cases)=0.876(0.706,1.000).The calibration curves show that the predicted values of the nomogram are in good agreement with the observed values. ConclusionThe nomogram model based on CT radiomics can predict the outcome of lung lesions in patients with high sensitivity and specificity.According to the changes of CT image characteristics of patients with COVID-19, lung lesions will be improved when the proportion of irregular cable shadow, air bronchogram and irregular lesions is greater than 50%.
2.Incidence of extrauterine growth retardation and its risk factors in very preterm infants during hospitalization: a multicenter prospective study.
Wei SHEN ; Zhi ZHENG ; Xin-Zhu LIN ; Fan WU ; Qian-Xin TIAN ; Qi-Liang CUI ; Yuan YUAN ; Ling REN ; Jian MAO ; Bi-Zhen SHI ; Yu-Mei WANG ; Ling LIU ; Jing-Hui ZHANG ; Yan-Mei CHANG ; Xiao-Mei TONG ; Yan ZHU ; Rong ZHANG ; Xiu-Zhen YE ; Jing-Jing ZOU ; Huai-Yu LI ; Bao-Yin ZHAO ; Yin-Ping QIU ; Shu-Hua LIU ; Li MA ; Ying XU ; Rui CHENG ; Wen-Li ZHOU ; Hui WU ; Zhi-Yong LIU ; Dong-Mei CHEN ; Jin-Zhi GAO ; Jing LIU ; Ling CHEN ; Cong LI ; Chun-Yan YANG ; Ping XU ; Ya-Yu ZHANG ; Si-Le HU ; Hua MEI ; Zu-Ming YANG ; Zong-Tai FENG ; San-Nan WANG ; Er-Yan MENG ; Li-Hong SHANG ; Fa-Lin XU ; Shao-Ping OU ; Rong JU
Chinese Journal of Contemporary Pediatrics 2022;24(2):132-140
OBJECTIVES:
To investigate the incidence of extrauterine growth retardation (EUGR) and its risk factors in very preterm infants (VPIs) during hospitalization in China.
METHODS:
A prospective multicenter study was performed on the medical data of 2 514 VPIs who were hospitalized in the department of neonatology in 28 hospitals from 7 areas of China between September 2019 and December 2020. According to the presence or absence of EUGR based on the evaluation of body weight at the corrected gestational age of 36 weeks or at discharge, the VPIs were classified to two groups: EUGR group (n=1 189) and non-EUGR (n=1 325). The clinical features were compared between the two groups, and the incidence of EUGR and risk factors for EUGR were examined.
RESULTS:
The incidence of EUGR was 47.30% (1 189/2 514) evaluated by weight. The multivariate logistic regression analysis showed that higher weight growth velocity after regaining birth weight and higher cumulative calorie intake during the first week of hospitalization were protective factors against EUGR (P<0.05), while small-for-gestational-age birth, prolonged time to the initiation of total enteral feeding, prolonged cumulative fasting time, lower breast milk intake before starting human milk fortifiers, prolonged time to the initiation of full fortified feeding, and moderate-to-severe bronchopulmonary dysplasia were risk factors for EUGR (P<0.05).
CONCLUSIONS
It is crucial to reduce the incidence of EUGR by achieving total enteral feeding as early as possible, strengthening breastfeeding, increasing calorie intake in the first week after birth, improving the velocity of weight gain, and preventing moderate-severe bronchopulmonary dysplasia in VPIs.
Female
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Fetal Growth Retardation
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Gestational Age
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Hospitalization
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Humans
;
Incidence
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Infant
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Infant, Newborn
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Infant, Premature
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Infant, Very Low Birth Weight
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Prospective Studies
;
Risk Factors
3.Mechanism of Xiao Qinglongtang Regulating Lung Water Transport-related Proteins Based on Theory of Lung Controlling Water Movement
Di ZHANG ; Dong-mei ZHANG ; Rui-min LU ; Jing JI ; Zong-ying XU ; Xu WANG ; Meng CHEN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(8):1-11
ObjectiveTo observe the regulatory effect of Xiao Qinglongtang and its ingredients on lung water transport-related proteins, and to explain the biological connotation of lung governing water movement, based on which the regulatory mechanism of Xiao Qinglongtang will be explored. MethodAccording to the composition rules of classical formula, Xiao Qinglongtang (11.22 g·kg-1), Guizhi Gancao (2.70 g·kg-1), Shaoyao Gancao (2.70 g·kg-1), Jiangxinwei (3.90 g·kg-1)and Banxia Muahuang (0.032 7 g·kg-1) were prepared. The pathological model of syndrome of cold fluid accumulated in lung of rats was established by the "coldness of body + drinking cold + cold bath" method, and Xiao Qinglongtang and its ingredients were administrated to intervene with the model rats. Lung function parameters of forced vital capacity (FVC), functional residual capacity (FRC), mean mid-expiratory flow (MMEF), inspiratory time (tI), and inspiratory time (tE) were determined by lung function analyzer. Hematoxylin and eosin (HE) staining was used to observe the changes in pathological morphology. The expression of aquaporin (AQP)1, AQP5, epithelial sodium channel α subunit(α-ENaC) and Na+-K+-ATPase in lung tissues of rats, the content of tumor necrosis factor -α(TNF-α), the mRNA expression of cyclic adenosine monophosphate (cAMP), protein kinase A (PKA) and cAMP-response element binding protein (CREB), and the protein expression of cAMP, PKA, CREB, and phosphorylated-CREB (p-CREB) were detected by immunohistochemistry (IHC), enzyme-linked immunosorbent assay (ELISA), Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR), and Western blot, respectively. ResultCompared with normal group, functions of FVC, FRC and MMEF in model group were significantly decreased (P<0.01), and the time of tI and tE was significantly prolonged (P<0.05,P<0.01). The content of TNF-α in lung tissue was significantly increased (P<0.01). The mRNA and protein expressions of cAMP, PKA and CREB in lung tissue were significantly decreased (P<0.01). The expression of AQP5 and α-ENAC in lung tissue decreased significantly. The alveolar cavity of rats was filled with edema fluid, surrounding tissue hyperemia, inflammatory cell infiltration, bronchial mucosa epithelial adhesion. Compared with model group, Xiao Qinglongtang and its fangyuan group could significantly enhance the FVC, FRC and MMEF functions of model rats (P<0.05,P<0.01), and tI and tE time were shortened (P<0.05,P<0.01). The content of TNF-α in lung tissues of Xiao Qinglongtang group, Guizhi Gancao group and Banxia Mahuang group was significantly decreased (P<0.01). The mRNA expressions of cAMP, PKA and CREB in Xiao Qinglongtang group were significantly up-regulated (P<0.01), and the mRNA expressions of cAMP and PKA in Guizhi Gancao, Jiangxinwei and Banxia Mahuang groups were significantly up-regulated (P<0.01). The protein expressions of cAMP, PKA and CREB in Xiao Qinglongtang group, Guizhi Gancao group, Jiangxinwei group and Banxia Mahuang group were significantly up-regulated (P<0.01), and the protein expression of CREB in Shaoyao Gancao group was significantly up-regulated(P<0.05). Xiao Qinglongtang could up-regulate the positive expression of AQP5 and α-ENAC, and Guizhi Gancao group could up-regulate the positive expression of α-ENAC. Xiao Qinglongtang and its fangyuan can reduce the lung edema, inflammatory cell infiltration and bronchial mucosal adhesion of model rats. ConclusionXiao Qinglongtang and its ingredients can reduce lung edema and inhibit inflammation by improving the expression of lung water transport-related proteins AQP1, AQP5, and α-ENaC through cAMP/PKA pathway, thereby restoring the lung functions in rats with syndrome of cold fluid accumulated in lung. Na+-K+-ATPase may play an auxiliary role in the regulation of lung water transport. This provides a certain objective basis for preliminarily elucidating the connotation of lung governing water movement from the perspective of lung water transport-related proteins.
4.Measurement of morphological features of Oncomelania hupensis shells in Yunnan Province
Jing SONG ; Yi DONG ; Chun-hong DU ; Zong-ya ZHANG ; Mei-fen SHEN ; Yun ZHANG ; Ji-hua ZHOU ; Shi-zhu LI
Chinese Journal of Schistosomiasis Control 2022;34(4):341-351
Objective To investigate the morphological variation of Oncomelania hupensis shells in Yunnan Province, so as to provide insights into the understanding of O. hupensis genetic evolution and control. Methods According to the O. hupensis density, geographical location, altitude, water system and environmental type, 12 administrative villages were sampled from 10 schistosomiasis-endemic counties (districts) in 3 prefectures (cities) of Yunnan Province as snail collection sites. From December 2021 to January 2022, about 200 snails were collected from each collection site, among which thirty adult snails (6 to 7 spirals) were randomly selected from each site, and the 11 morphological indexes of snail shells were measured and subjected to cluster analysis and principal component analysis. Results Of O. hupensis snails from 12 localities of Yunnan Province, the longest shell (7.33 mm) was detected in snails from Yongle Village, Eryuan County, with the shortest (4.68 mm) in Dongyuan Village, Gucheng District, and the largest angle of apex (59.47°) was measured in snails from Caizhuang Village, Midu County, with the smallest (41.40°) in Qiandian Village, Eryuan County. The mean coefficient of variation was 9.075% among O. hupensis snails from 12 localities of Yunnan Province, with the largest coefficient of variation seen in the thickness of the labra brim (29.809%). Among O. hupensis snails from 12 localities of Yunnan Province, the mean Euclidean distance was 2.26, with the shortest Euclidean distance seen between O. hupensis snails from Qiandian Village of Eryuan County and Wuxing Village of Dali City (0.26), and the largest found between O. hupensis snails from Caizhuang Village of Midu County and Cangling Village of Chuxiong County (8.17). Cluster analysis and principal component analysis classified O. hupensis snails from 12 localities of Yunnan Province into three categories, including the O. hupensis snail samples from Caizhuang Village of Midu County, O. hupensis snail samples from Cangling Village of Chuxiong County, and O. hupensis snail samples from Qiandian Village of Eryuan County, Wuxing Village of Dali City, Yangwu Village of Yongsheng County, Xiaoqiao Village of Xiangyun County, Yongle Village of Eryuan County, Xiaocen Village of Dali City, Anding Village of Nanjian County, Dongyuan Village of Gucheng District, Lianyi Village of Heqing County, and Dianzhong Village of Weishan County. The variations in these three categories of snail samples were mainly measured in the principal component 2 related to the angle of apex and the thickness of the labra brim. Conclusions The variations in the Euclidean distance and morphological features of shells of O. hupensis from 12 localities of Yunnan Province gradually rise with the decrease in the latitude of the collection sites. The angle of apex is an indicator for the growth of O. hupensis whorl.
5.Molecular epidemiological characteristics of human rhinovirus in patients with upper respiratory tract infection in Qingdao in the winter of 2020
Yiqiu WAN ; Ru CAI ; Fachun JIANG ; Kexin ZONG ; Ruifang WANG ; Bingtian SHI ; Juan SONG ; Jing JIA ; Dong XIA ; Yanhai WANG ; Guoyong MEI ; Jun HAN
Chinese Journal of Microbiology and Immunology 2022;42(4):310-316
Objective:To analyze the epidemiological characteristics and genotypes of human rhinovirus (HRV) in patients with upper respiratory tract infection in Qingdao in the winter of 2020.Methods:Throat swab samples were collected from 101 patients with upper respiratory tract infection in Qingdao from November 2020 to January 2021. Quantitative PCR was used to detect 15 common respiratory viruses in the samples. HRV-positive samples were further analyzed with RT-PCR to amplify and sequence HRV VP4/VP2 gene. A phylogenetic tree was constructed based on the sequencing results and homology analysis was conducted.Results:Six common respiratory viruses were detected in the 101 patients. Thirty-four cases (34/101, 33.66%) were single pathogen infection and two cases were multiple infection (2/101, 1.98%). The positive rate of HRV was the highest (21.78%, 22/101). Twenty HRV VP4/VP2 sequences were successfully amplified. Phylogenetic analysis showed that there were 16 strains of HRV-A subtype and four strains of HRV-C subtype and 14 serotypes were involved.Conclusions:HRV was one of the leading viral pathogens causing upper respiratory tract infection in Qingdao in the winter of 2020 and the predominant subtype was HRV-A.
6.Preparation and characterization of near-infrared responsive sinomenine hydrochloride reservoir microneedles.
Jing-Yan WANG ; Yan-Ju ZHANG ; Huan ZHANG ; Wen-Wen ZHAO ; Zong-Yang LIU ; Hai-Lun WANG ; Dong MEI ; Qing WU
China Journal of Chinese Materia Medica 2022;47(18):4919-4926
The present study designed and prepared near-infrared responsive sinomenine hydrochloride(SIN) reservoir microneedles and evaluated the feasibility of this type of microneedles in increasing the drug loading and transdermal absorption by characterizing their mechanical properties and in vitro release characteristics.SIN was selected as the model drug, and methoxy poly(ethylene glycol) poly(caprolactone)(mPEG-PCL) copolymers and indocyanine green(ICG) were employed as amphiphilic block copolymers and light inductor to prepare near-infrared responsive nanoparticles.Based on the preparation principle of bubble microneedles, near-infrared responsive SIN reservoir microneedles were designed and prepared.The features of the near-infrared responsive SIN reservoir microneedles were characterized by measuring the morphology, length, mechanical properties, and skin penetration of microneedles.Meanwhile, the drug release performance of reservoir microneedles was evaluated by in vitro release assay.The results showed that the prepared SIN microneedles were conical, with an exposed tip height of about 650 μm.Each needle could load about 0.5 mg of drugs per square centi-meter, and this type of microneedle showed good mechanical properties and performance in skin penetration.The results of the in vitro release assay showed that the 24 h cumulative release per unit area and release rate of the microneedle were 825.61 μg·cm~(-2) and 74.3%, respectively, which indicated that its release kinetics was in line with the first-order kinetic model.This study preliminarily proved that the reservoir microneedle could effectively increase the drug loading with good mechanical properties and release perfor-mance.
Drug Delivery Systems/methods*
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Drug Liberation
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Indocyanine Green
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Morphinans
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Needles
;
Polyethylene Glycols
7.Long-term outcomes and failure patterns of definitive radiotherapy for cervical esophageal carcinoma.
Xuan LIU ; Jing Wei LUO ; Zong Mei ZHOU ; Run Ye WU ; Ye ZHANG ; Kai WANG ; Xue Song CHEN ; Yuan QU ; Xiao Dong HUANG ; Xi WANG ; Nan BI ; Qin Fu FENG ; Ji Ma LYU ; Dong Fu CHEN ; Ze Fen XIAO ; Jian Ping XIAO ; Jun Lin YI ; Li GAO
Chinese Journal of Oncology 2022;44(10):1125-1131
Objective: To evaluate the long-term outcomes, failure patterns and prognostic factors of definitive radiotherapy in patients with cervical esophageal carcinoma (CEC). Methods: We retrospectively reviewed the clinical data of 148 CEC patients who treated with definitive radiotherapy in Cancer Hospital of Chinese Academy of Medical Sciences from January 2001 to December 2017. The median radiation dose was 66 Gy (59.4-70 Gy) and 33.1% of patients received concurrent chemotherapy. The Kaplan-Meier method was used to calculate survival rates. The log rank test was used for survival comparison and univariate prognostic analysis. The Cox model was used for multivariate prognostic analysis. Results: The median follow-up time was 102.6 months. The median survival time, 2- and 5-year overall survival (OS) were 22.7 months, 49.9% and 28.3%. The median, 2- and 5-year progression-free survival were 12.6 months, 35.8% and 25.8%. The 2- and 5-year locoregional recurrence-free survival were 59.1% and 50.8%. The 2- and 5-year distant metastases-free survival were 74.6% and 65.9%. Multivariate analysis showed that EQD(2)>66 Gy was the only independent prognostic indicator for OS (P=0.040). The median survival time and 5-year OS rate significantly improved in patients who received EQD(2)>66 Gy than those who received≤66 Gy (31.2 months vs. 19.2 months, 40.1% vs. 19.1%, P=0.027). A total of 87 patients (58.8%) developed tumor progression. There were 50 (33.8%), 23 (15.5%) and 39 (26.4%) patients developed local, regional recurrence and distant metastases, respectively. Eleven patients (7.4%) underwent salvage surgery, and the laryngeal preservation rate for entire group was 93.9%. Conclusions: Definitive radiotherapy is an effective treatment for cervical esophageal carcinoma with the advantage of larynx preservation. Local recurrence is the major failure pattern. EQD(2)>66 Gy is associated with the improved overall survival.
Humans
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Retrospective Studies
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Esophageal Neoplasms/pathology*
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Carcinoma/drug therapy*
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Prognosis
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Treatment Outcome
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Chemoradiotherapy/methods*
;
Radiotherapy Dosage
8.Comparison of application effects of colonoscopy, fecal immunochemical test and a novel risk-adapted screening approach in colorectal cancer screening in Xuzhou population.
Yun Xin KONG ; Dong DONG ; Hong Da CHEN ; Min DAI ; Lang ZHUO ; Pei An LOU ; Ting CAI ; Si Ting CHEN ; Jian Qiang PAN ; Yi Huan GAO ; Hang LU ; Zong Mei DONG ; Hong Ying ZHAO ; Xiao Hu LUO ; Guohui CHEN
Chinese Journal of Preventive Medicine 2022;56(8):1074-1079
Objective: To compare the application effect of the colonoscopy, fecal immunochemical test (FIT) and novel risk-adapted screening approach in colorectal cancer screening in Xuzhou population. Methods: From May 2018 to April 2019, 4 280 subjects aged 50-74 were recruited from Gulou district, Yunlong district and Quanshan district of Xuzhou. They were randomly assigned to the colonoscopy group (n=863), FIT group (n=1 723) and novel risk-adapted screening approach group (n=1 694) according to the ratio of 1∶2∶2. For the novel risk-adapted screening approach group, after the risk assessment, high-risk subjects were invited to undergo colonoscopy and low-risk subjects were invited to undergo FIT examination. All FIT positive subjects were invited to undergo colonoscopy. Colonoscopy participation rate [(the number of colonoscopies completed/the number of colonoscopies invited to participate)×100%], detection rate of colorectal lesions [(the number of diagnosed patients/the number of colonoscopies completed)×100%], colonoscopy resource load (the number of colonoscopies completed/the number of diagnosed advanced tumors) and FIT resource load in each group were calculated and compared. Results: The age of all subjects was (61±6) years old, including 1 816 males (42.43%). There was no statistically significant difference in the socio-demographic characteristics of the subjects in different screening groups. The colonoscopy participation rate was 22.60% (195/863) in the colonoscopy group, 57.04% (77/135) in the FIT group, and 33.94% (149/439) in the novel risk-adapted screening approach group, respectively. The colonoscopy participation rate was higher in the FIT group than in the colonoscopy group and the novel risk-adapted screening approach group (P<0.001). The colonoscopy participation rate of novel risk-adapted screening group was significantly higher than the colonoscopy group (P<0.001). The detection rates of advanced tumors were 6.67% (13/195), 9.09% (7/77) and 8.72% (13/149), respectively, and the difference was not statistically significant (P>0.05). The colonoscopy resource load (95%CI) was 15 (13-17) in the colonoscopy group, 11 (9-14) in the FIT group and 11 (10-13) in the novel risk-adapted screening approach group, respectively. Among them, the colonoscopy resource load of high-risk individuals in the novel risk-adapted screening approach group was 12 (9-15). FIT resource loads (95%CI) were 207 (196-218) and 88 (83-94) in the FIT group and the novel risk-adapted screening approach group. Conclusion: The combined application of risk-adapted screening approach and FIT may have a good application effect in colorectal cancer screening.
Aged
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Colonoscopy
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Colorectal Neoplasms/pathology*
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Early Detection of Cancer
;
Feces
;
Female
;
Humans
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Male
;
Mass Screening
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Middle Aged
;
Occult Blood
9.Particle design for improving content uniformity of Hewei Jiangni Capsules.
Wei MEI ; Liang FENG ; Ya-Jun SHI ; Jun-Bo ZOU ; Xiao-Fei ZHANG ; Zong-Ping ZHAO ; Dong-Yan GUO ; Xiao-Bin JIA
China Journal of Chinese Materia Medica 2021;46(23):6045-6052
Targeting the poor powder characteristics of the contents in Hewei Jiangni Capsules, this study characterized the powder properties of the contents and employed particle design technique for improving the content quality. The content composite particles of Hewei Jiangni Capsules prepared by the particle design technique were evaluated by scanning electron microscopy(SEM), followed by infrared ray(IR), content uniformity, and in vitro dissolution detection. It was found that there was a good correlation between the crushed particle size of slices and the crushing time, and the calcined Haematitum was responsible for the poor content uniformity. After the fine powder of calcined Haematitum was super-finely ground for 8.5 min and those of the other contents in the capsule for 1 min, they were prepared into the composite particles, whose property characterizations were compared with those of the physical mixtures. The content uniformity of the prepared composite particles was significantly improved, and the preparation process was stable and reliable. The adoption of particle design technology to correct the poor uniformity of the physical mixture, solve the pharmaceutical defects of Hewei Jiangni Capsules, and improve the quality of prescriptions has provided important reference for the clinical application and development of Chinese medicinal preparations.
Capsules
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Microscopy, Electron, Scanning
;
Particle Size
;
Powders
10. A Rapid Protocol for Screening Genetically Modified Soybeans Based on Positive Plasmid Molecule Containing Multiple Targets
Zong-Yong SHI ; Xuan LIU ; Dong-Mei XU ; Zong-Yong SHI ; Xuan LIU ; Dong-Mei XU ; Yu-Qi ZHANG ; Jian-Hua GAO ; Xia-Ying LI ; Zi-Yan CHEN ; Jin-Gang LIANG ; Hao-Qian WANG ; Xiu-Jie ZHANG ; Hong-Tao WEN ; Jian-Hua GAO
Chinese Journal of Biochemistry and Molecular Biology 2021;37(11):1540-1554
Recently we witness the rising number of genetically modified (GM) soybean (Glycine max) events approved for importing from abroad and developed domestically, so it is urgent to establish a rapid screening protocol that can cover more events with less detection targets and fit the national condition. Additionally, in order to control the detection workload, it is also necessary to construct a multi-targets plasmid (MTP) molecule that can be used as the positive material. In this study, the information of the transgenic elements in 29 GM soybean events was collected and the combinations and frequencies of these elements were analyzed, to establish a novel screening protocol. It includes eight detecting targets, CaMV 35S promoter (P-35S), NOS terminator (T-nos), herbicide tolerance gene pat, E9 terminator (T-E9), insecticidal gene cry1Ac, AHAS promoter (P-AHAS), pin Ⅱ terminator (T-pin Ⅱ), and the event-specific sequence of the transgenic event DP305423, and an endogenous reference gene of soybean Lectin. After validation, the 29 GM soybean events described above can be screened by detection of the nine targets. This is referred to as the “8+1” protocol for GM soybean screening. Then these targeted sequences described in the protocol were simultaneously inserted into a cloning vector to construct the corresponding MTP pDDSC-1910. Finally, we tested whether it could be a positive plasmid. As expected, PCR analysis using pDDSC-1910 as a template showed that specific amplicons were observed with high sensitivity. Therefore, the “8+1” screening protocol for GM soybean was established, and the positive plasmid molecule pDDSC-1910 containing corresponding targets was successfully constructed. These results would facilitate the efficient screening and detection of transgenic soybeans.

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