1.Multicomponent Quantitative Analysis Model of Near Infrared Spectroscopy Based on Convolution Neural Network
Shui YU ; Ke-Wei HUAN ; Lei WANG ; Xiao-Xi LIU ; Xue-Yan HAN
Chinese Journal of Analytical Chemistry 2024;52(5):695-705
Near infrared spectroscopy(NIRS)has emerged as an indispensable analytical technology for quality monitoring in industrial and agricultural production.It is widely used in quantitative analysis in areas such as food,agriculture and medicine.To meet the requirements of industrial and agricultural production,it is particularly important to develop a NIRS quantitative analysis model that can predict the multicomponent of different samples.In this study,the multicomponent quantitative analysis model of NIRS based on convolution neural network(MulCoSpecNet)was proposed.MulCoSpecNet was composed of an encoding and decoding module,an expert module,a gate module,a multicomponent quantitative prediction module,and a hyperparameter optimizer.The spectral noise and random errors were mitigated,and the signal-to-noise ratio was enhanced through up-sampling and down-sampling in the encoding and decoding module.Diverse weightings were employed by the expert module and gate module to construct distinct sub-spectra.The model prediction accuracy and generalization ability were enhanced by the multicomponent quantitative prediction module,which employed convolutional and pooling operations.The hyperparameters in the hyperparameter space were synchronously optimized by the hyperparameter optimizer.By taking public NIRS datasets of grain and corn as examples,the prediction results of MulCoSpecNet were compared with partial least squares(PLS),extreme learning machine(ELM),support vector regression(SVM)and back propagation neural network(BP).The results showed that compared to PLS,the prediction accuracy of MulCoSpecNet to grain and corn were increased by 25.5%?45.2%and 10.0%?35.7%,respectively.Compared to ELM,the prediction accuracy of MulCoSpecNet were increased by 17.8%?38.6%and 18.2%?37.2%,respectively.Compared to SVM,the prediction accuracy of MulCoSpecNet were increased by 33.6%?47.0%and 31.3%?50.7%,respectively.Compared to BP,the prediction accuracy of MulCoSpecNet were increased by 2.0%?58.5%and 29.6%?48.6%,respectively.The issues of low prediction accuracy and poor generalization ability were effectively solved by the MulCoSpecNet,which was a NIRS multicomponent prediction model based on convolutional neural network.It provided a theoretical foundation for establishing non-destructive and high-precision NIRS multicomponent quantitative analysis model.
2.Relationship between Geriatric Nutritional Risk Index and postoperative pulmonary complications in elderly patients undergoing thoracoscopic lung resection
Wei HU ; Weikang SHUI ; Ya GAO ; Wenwen MA ; Shanshan ZHU
Chinese Journal of Anesthesiology 2024;44(9):1086-1092
Objective:To evaluate the relationship between the Geriatric Nutritional Risk Index (GNRI) and postoperative pulmonary complications (PPCs) in elderly patients undergoing thoracoscopic lung resection.Methods:Two hundred and ninety-one elderly patients of either sex, aged ≥60 yr, of American Society of Anesthesiologists Physical Status classificationⅠ-Ⅲ, undergoing elective thoracoscopic lung resection at Xuzhou Cancer Hospital from July 2022 to September 2023, were selected. Patients were divided into high GNRI group or low GNRI group based on the optimal cutoff value of GNRI (represented as a continuous variable) determined by the receiver operating characteristic curve to predict PPCs. The occurrence of PPCs was compared between the two groups within the first 7 postoperative days. The relationship between GNRI and PPCs was evaluated by the logistic regression analysis. The nonlinear correlation between GNRI score (expressed as a continuous variable) and PPCs was investigated by the restricted cubic spline. The accuracy of the GNRI, Assess Respiratory Risk in Surgical Patients in Catalonia (ARISCAT) score, and combination of the two in predicting the occurrence of PPCs was evaluated by the areas under the ROC curve (95% confidence interval[ CI]). Results:A total of 269 patients were finally included, with 114 in high GNRI group (GNRI≥100.9) and 155 in low GNRI group (GNRI<100.9). Compared with high GNRI group, the incidence of PPCs was significantly increased compared with low GNRI group (42.6% vs 16.7%, P<0.001). The multivariate logistic regression analysis showed that low GNRI was a risk factor for PPCs, while elevated GNRI score was a protective factor for PPCS in elderly patients undergoing thoracoscopic lung resection ( P<0.05). The restricted cubic spline showed a linear correlation between GNRI score and PPCs ( P=0.947). The areas under the receiver operating characteristic curves of the GNRI, ARISCAT score, and combination of the two in predicting PPCs were 0.646 (95% CI 0.589-0.704), 0.619 (95% CI 0.564-0.674) and 0.708 (95% CI 0.647-0.769), respectively. Conclusions:Low GNRI is an independent risk factor for PPCs in elderly patients undergoing thoracoscopic lung resection, while elevated GNRI score is a protective factor. The combination of GNRI and ARISCAT score can predict the occurrence of PPCs.
3.Clinicopathological analysis of adrenal intravascular large B-cell lymphoma
Jiaxin LIN ; Ran WEI ; Ruohong SHUI ; Hongfen LU ; Xiaoqiu LI ; Baohua YU
China Oncology 2024;34(11):1020-1027
Background and purpose:Primary adrenal intravascular large B-cell lymphoma(IVLBCL)is rare and highly aggressive.Unfortunately,comprehensive and sufficient understanding of the disease is lacking.This study investigated the clinicopathological and molecular genetic characteristics of adrenal IVLBCL.Methods:Adrenal IVLBCL cases diagnosed from 2012 to 2023 were collected from Department of Pathology,Fudan University Shanghai Cancer Center.The clinical and histopathological features,immunophenotype,treatment and prognosis were analyzed.The molecular genetic characteristics were detected using next-generation sequencing(NGS).This study was approved by the Ethics Committee of Fudan University Shanghai Cancer Center(Ethics number:050432-4-2307E).Results:All of the 5 patients were male,with median age 52 years(ranged 50-82 years).Two cases had low-grade fever,1 case had abdominal pain,1 case was found by physical examination,and the information of the remaining one was unknown.Peripheral blood test showed elevated serum lactate dehydrogenase in 2 cases and adrenal dysfunction in 2 cases.On initial diagnosis,imaging tests displayed adrenal enlargement or masses with increased fluorodeoxyglucose(FDG)uptake.Bilateral adrenal glands were involved in 4 cases and only the right adrenal gland was involved in the other case.Morphologically,large atypical lymphocytes were confined to blood vessels,and fibrinous necrosis was observed in some cases.Immunohistochemical study revealed that CD20 was positive in all cases.Ki-67 proliferation index was high,all above 80%.80%(4/5)of the cases were of non-germinal-center B-cell-like(non-GCB)phenotype,100%(4/4)of the cases had MYC/BCL2 double expression.Endothelial cell markers staining indicated that most of the tumor cells were confined within the blood vessels in all cases.Follow-up data were available in 3 patients.One patient who underwent only surgical resection died 5 months after diagnosis,one achieved complete remission after surgery plus R-CHOP,and the other diagnosed by biopsy achieved a partial remission after R-CHOP.The 1-year overall survival rate was 66.7%,and overall survival was 5-87 months.NGS testing in 1 case showed missense mutations in MYD88 V217F,TP53,CDH1,ARID1B,MSH3,MLH3,PTPRK,CD22 and FLCN.Conclusion:Adrenal IVLBCL is rare and tends to occur in the middle-aged and elderly male.The majority of our patients were non-GCB phenotype,often accompanied by MYC/BCL2 double expression,and MYD88 non-L265P mutation was detected.Early diagnosis of adrenal IVLBCL is difficult due to its diverse clinical symptoms and lack of specificity.It is of great importance to accumulate more cases and further understand the clinicopathological and molecular genetic characteristics of this rare disease,which might not only help with early diagnosis,timely treatment and improvement of prognosis,but also provide a theoretical basis for further understanding the pathogenesis and development of the disease and exploring therapeutic targets.
4.Predicting the death trend of stroke in Minhang District,Shanghai from 2023 to 2027 based on grey GM(1,1)model
Lin-Li CHEN ; Shui-Li XUAN ; Jing-Yi NI ; Jia-Qi GUO ; Wei LIU ; Hui-Lin XU ; Yi-Bin ZHOU
Fudan University Journal of Medical Sciences 2024;51(6):915-920,930
Objective To study the trend of stroke mortality in Minhang District,Shanghai from 2012 to 2022 and to predict stroke mortality from 2023 to 2027.Methods Annual percentage change(APC)of stroke deaths in Minhang District,Shanghai from 2012 to 2022 was calculated,and then Joinpoint linear regression model was used to analyze the time trend of stroke deaths.A grey GM(1,1)model was constructed based on the stroke mortality rate in Minhang District,Shanghai from 2012 to 2022.The model was used to predict and analyze the stroke mortality rate in Minhang District,Shanghai from 2023 to 2027.The fitting effect of the model was evaluated using relative error and grade deviation.Results From 2012 to 2022,the overall mortality rate of stroke in Minhang District,Shanghai was on the rise for both males and females(total population:APC=2.50%,P<0.001;male:APC=3.41%,P<0.001;female:APC=1.46%,P=0.008).The grey GM(1,1)model was used to predict the increasing trend of stroke mortality rate in Minhang District from 2023 to 2027.The crude mortality rate of stroke in the entire population in 2027 would be 97.55/100000,with 112.31/100000 for males and 83.33/100000 for females.The fitting effect of the model was tested and evaluated to meet high requirements.Conclusion In the past decade,the mortality rate of stroke in Minhang District,Shanghai has shown a significant upward trend.The 5-year prediction results showed that the mortality rate will still on the rise year by year.
5.Study on micro wave ablation of lung tumor based on real anatomical model
Ju LIU ; Hong-Jian GAO ; Qi WANG ; Yu-Bo ZHANG ; Hui-Jing HE ; Wei-Wei WU ; Shui-Cai WU
Chinese Medical Equipment Journal 2024;45(9):27-34
Objective To plan microwave antenna puncture direction effectively and realize personalized preoperative simulation by exploring microwave ablation(MWV)outcomes of lung cancer based on real anatomical model.Methods Firstly,a personalized MWA simulation model consisting of the lung tissue,tumor and vascular system was constructed based on the lung CT data of real patients.Secondly,the MWA effect was simulated by coupling 2 physical fields including an electromagnetic field and a biological heat transfer field,so as to determine the volume of the ablation thermocoagulation zone and the temperature distribution of the lung tissue.Finally,the effects of the vascularized network on the ablation results were quantitatively evaluated in terms of conductivity and blood perfusion,and the ablation results were analyzed with different distances between the large vessels and the antennae(5 and 10 mm from the antennae tips)and puncture angles(large vessels parallelling or intersecting with the antennae tips).Results The vascularized network reduced the volume of the thermocoagulation zone by 0.5%to 3.7%,and blood perfusion made the ablation temperature and the volume of the thermocoagulation zone decreased significantly.The cooling effect gradually diminished with the increase of the distance between the large vessels and the antenna.With the same treatment parameters,the thermocoagulation zone formed when the large vessels paralleled with the antenna was obviously larger than that when the vessles intersected with the antenna.Conclusion Personalized MWA simulation analysis based on real CT data contributes to clarifying the temperature distribution and damage estimation close to the actual situation,which provides guidance and reference for precise treatment of the lung tumor and determination of microwave antenna puncture direction.[Chinese Medical Equipment Journal,2024,45(9):27-34]
6.Metformin and statins reduce hepatocellular carcinoma risk in chronic hepatitis C patients with failed antiviral therapy
Pei-Chien TSAI ; Chung-Feng HUANG ; Ming-Lun YEH ; Meng-Hsuan HSIEH ; Hsing-Tao KUO ; Chao-Hung HUNG ; Kuo-Chih TSENG ; Hsueh-Chou LAI ; Cheng-Yuan PENG ; Jing-Houng WANG ; Jyh-Jou CHEN ; Pei-Lun LEE ; Rong-Nan CHIEN ; Chi-Chieh YANG ; Gin-Ho LO ; Jia-Horng KAO ; Chun-Jen LIU ; Chen-Hua LIU ; Sheng-Lei YAN ; Chun-Yen LIN ; Wei-Wen SU ; Cheng-Hsin CHU ; Chih-Jen CHEN ; Shui-Yi TUNG ; Chi‐Ming TAI ; Chih-Wen LIN ; Ching-Chu LO ; Pin-Nan CHENG ; Yen-Cheng CHIU ; Chia-Chi WANG ; Jin-Shiung CHENG ; Wei-Lun TSAI ; Han-Chieh LIN ; Yi-Hsiang HUANG ; Chi-Yi CHEN ; Jee-Fu HUANG ; Chia-Yen DAI ; Wan-Long CHUNG ; Ming-Jong BAIR ; Ming-Lung YU ;
Clinical and Molecular Hepatology 2024;30(3):468-486
Background/Aims:
Chronic hepatitis C (CHC) patients who failed antiviral therapy are at increased risk for hepatocellular carcinoma (HCC). This study assessed the potential role of metformin and statins, medications for diabetes mellitus (DM) and hyperlipidemia (HLP), in reducing HCC risk among these patients.
Methods:
We included CHC patients from the T-COACH study who failed antiviral therapy. We tracked the onset of HCC 1.5 years post-therapy by linking to Taiwan’s cancer registry data from 2003 to 2019. We accounted for death and liver transplantation as competing risks and employed Gray’s cumulative incidence and Cox subdistribution hazards models to analyze HCC development.
Results:
Out of 2,779 patients, 480 (17.3%) developed HCC post-therapy. DM patients not using metformin had a 51% increased risk of HCC compared to non-DM patients, while HLP patients on statins had a 50% reduced risk compared to those without HLP. The 5-year HCC incidence was significantly higher for metformin non-users (16.5%) versus non-DM patients (11.3%; adjusted sub-distribution hazard ratio [aSHR]=1.51; P=0.007) and metformin users (3.1%; aSHR=1.59; P=0.022). Statin use in HLP patients correlated with a lower HCC risk (3.8%) compared to non-HLP patients (12.5%; aSHR=0.50; P<0.001). Notably, the increased HCC risk associated with non-use of metformin was primarily seen in non-cirrhotic patients, whereas statins decreased HCC risk in both cirrhotic and non-cirrhotic patients.
Conclusions
Metformin and statins may have a chemopreventive effect against HCC in CHC patients who failed antiviral therapy. These results support the need for personalized preventive strategies in managing HCC risk.
7.Differential Analysis of Macular Structure and Microcirculation in Both Eyes of Patients With Myopic Anisometropia.
Ben-Liang SHU ; Shui-Qin HUANG ; Shu-Min XIONG ; Bin WEI ; Qin-Yi HUANG ; Xiao-Rong WU
Acta Academiae Medicinae Sinicae 2023;45(5):768-772
Objective To compare the macular structure and microcirculation in both eyes of the patients with myopic anisometropia.Methods Optical coherence tomography angiography(OCTA)was employed to scan the macular areas in both eyes of 44 patients with myopic anisometropia.The patients were assigned into high and low groups based on the refractive diopter,and the parameters such as retinal thickness,choroidal thickness,vascular density,and perfusion density in the macular areas of both eyes were compared between the two groups.Results Other macular areas except the central and external nasal areas and the choroid of the fovea in the high group were thinner than those in the low group(all P<0.05).There was no statistically significant difference in retinal vascular density or perfusion density in different areas between the two groups(all P>0.05).Conclusion In the patients with myopic anisometropia,most areas of the retina in the case of high myopia is thinner than that in the case of low myopia,while there is no difference in retinal vascular density or perfusion density in both eyes.
Humans
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Anisometropia
;
Choroid/blood supply*
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Microcirculation
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Myopia
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Retina
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Tomography, Optical Coherence/methods*
8.Clinical and imaging features of acute encephalopathy with biphasic seizures and late reduced diffusion in children.
Mei Jiao ZHANG ; Li LIN ; Wen Hui WANG ; Wen Hui LI ; Cui Jie WEI ; Han XIE ; Qing Ping ZHANG ; Ye WU ; Hui XIONG ; Shui Zhen ZHOU ; Bin YANG ; Xin Hua BAO
Chinese Journal of Pediatrics 2023;61(11):989-994
Objective: To explore the clinical and imaging features of acute encephalopathy with biphasic seizures and late reduced diffusion(AESD) in children. Methods: For the case series study, 21 children with AESD from Peking University First Hospital, Provincial Children's Hospital Affiliated to Anhui Medical University, Children's Hospital of Fudan University, and Shanxi Children's Hospital who were diagnosed and treated from October 2021 to July 2023 were selected. Clinical data were collected to summarize their clinical information, imaging, and laboratory tests, as well as treatment and prognostic characteristics. Descriptive statistical analysis was applicated. Results: Of the 21 cases with AESD, 11 were males and 10 were females, with the age of onset of 2 years and 6 months (1 year and 7 months, 3 years and 6 months). Of the 21 cases, 18 were typical cases with biphasic seizures. All typical cases had early seizures within 24 hours before or after fever onset. Among them, 16 cases had generalized seizures, 2 cases had focal seizures, and 7 cases reached the status epilepticus. Of the 21 cases, 3 atypical cases had late seizures in biphasic only. The late seizures in the 21 cases occurred on days 3 to 9. The types of late seizures included focal seizures in 12 cases, generalized seizures in 6 cases, and both focal and generalized seizures in 3 cases. Diffusion-weighted imaging (DWI) test on days 3 to 11 showed reduced diffusion of subcortical white matter which was named "bright tree sign" in all cases. The diffuse cerebral atrophy predominantly presented in the front-parietal-temporal lobes was found in 19 cases between day 12 and 3 months after the onset of the disease. Among 21 cases, 20 had been misdiagnosed as autoimmune encephalitis, central nervous system infection, febrile convulsions, posterior reversible encephalopathy syndrome, acute disseminated encephalomyelitis, and hemiconvulsion-hemiplegia-epilepsy syndrome. All the cases received high-dose gammaglobulin and methylprednisolone pulse therapy with poor therapeutic effect. By July 2023, 18 cases were under follow-up. Among them, 17 cases were left with varying degrees of neurologic sequelae, including 11 cases with post-encephalopathic epilepsy; 1 recovered completely. Conclusions: AESD is characterized by biphasic seizures clinically and "bright tree sign" on DWI images. Symptomatic and supportive treatments are recommended. The immunotherapy is ineffective. The prognosis of AESD is poor, with a high incidence of neurological sequelae and a low mortality.
Male
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Female
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Child
;
Humans
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Infant
;
Child, Preschool
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Posterior Leukoencephalopathy Syndrome/complications*
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Seizures/etiology*
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Brain Diseases/diagnostic imaging*
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Status Epilepticus
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Seizures, Febrile/diagnostic imaging*
9.Incidence and prognosis of olfactory and gustatory dysfunctions related to infection of SARS-CoV-2 Omicron strain: a national multi-center survey of 35 566 population.
Meng Fan LIU ; Rui Xia MA ; Xian Bao CAO ; Hua ZHANG ; Shui Hong ZHOU ; Wei Hong JIANG ; Yan JIANG ; Jing Wu SUN ; Qin Tai YANG ; Xue Zhong LI ; Ya Nan SUN ; Li SHI ; Min WANG ; Xi Cheng SONG ; Fu Quan CHEN ; Xiao Shu ZHANG ; Hong Quan WEI ; Shao Qing YU ; Dong Dong ZHU ; Luo BA ; Zhi Wei CAO ; Xu Ping XIAO ; Xin WEI ; Zhi Hong LIN ; Feng Hong CHEN ; Chun Guang SHAN ; Guang Ke WANG ; Jing YE ; Shen Hong QU ; Chang Qing ZHAO ; Zhen Lin WANG ; Hua Bin LI ; Feng LIU ; Xiao Bo CUI ; Sheng Nan YE ; Zheng LIU ; Yu XU ; Xiao CAI ; Wei HANG ; Ru Xin ZHANG ; Yu Lin ZHAO ; Guo Dong YU ; Guang Gang SHI ; Mei Ping LU ; Yang SHEN ; Yu Tong ZHAO ; Jia Hong PEI ; Shao Bing XIE ; Long Gang YU ; Ye Hai LIU ; Shao wei GU ; Yu Cheng YANG ; Lei CHENG ; Jian Feng LIU
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2023;58(6):579-588
Objective: This cross-sectional investigation aimed to determine the incidence, clinical characteristics, prognosis, and related risk factors of olfactory and gustatory dysfunctions related to infection with the SARS-CoV-2 Omicron strain in mainland China. Methods: Data of patients with SARS-CoV-2 from December 28, 2022, to February 21, 2023, were collected through online and offline questionnaires from 45 tertiary hospitals and one center for disease control and prevention in mainland China. The questionnaire included demographic information, previous health history, smoking and alcohol drinking, SARS-CoV-2 vaccination, olfactory and gustatory function before and after infection, other symptoms after infection, as well as the duration and improvement of olfactory and gustatory dysfunction. The self-reported olfactory and gustatory functions of patients were evaluated using the Olfactory VAS scale and Gustatory VAS scale. Results: A total of 35 566 valid questionnaires were obtained, revealing a high incidence of olfactory and taste dysfunctions related to infection with the SARS-CoV-2 Omicron strain (67.75%). Females(χ2=367.013, P<0.001) and young people(χ2=120.210, P<0.001) were more likely to develop these dysfunctions. Gender(OR=1.564, 95%CI: 1.487-1.645), SARS-CoV-2 vaccination status (OR=1.334, 95%CI: 1.164-1.530), oral health status (OR=0.881, 95%CI: 0.839-0.926), smoking history (OR=1.152, 95%CI=1.080-1.229), and drinking history (OR=0.854, 95%CI: 0.785-0.928) were correlated with the occurrence of olfactory and taste dysfunctions related to SARS-CoV-2(above P<0.001). 44.62% (4 391/9 840) of the patients who had not recovered their sense of smell and taste also suffered from nasal congestion, runny nose, and 32.62% (3 210/9 840) suffered from dry mouth and sore throat. The improvement of olfactory and taste functions was correlated with the persistence of accompanying symptoms(χ2=10.873, P=0.001). The average score of olfactory and taste VAS scale was 8.41 and 8.51 respectively before SARS-CoV-2 infection, but decreased to3.69 and 4.29 respectively after SARS-CoV-2 infection, and recovered to 5.83and 6.55 respectively at the time of the survey. The median duration of olfactory and gustatory dysfunctions was 15 days and 12 days, respectively, with 0.5% (121/24 096) of patients experiencing these dysfunctions for more than 28 days. The overall self-reported improvement rate of smell and taste dysfunctions was 59.16% (14 256/24 096). Gender(OR=0.893, 95%CI: 0.839-0.951), SARS-CoV-2 vaccination status (OR=1.334, 95%CI: 1.164-1.530), history of head and facial trauma(OR=1.180, 95%CI: 1.036-1.344, P=0.013), nose (OR=1.104, 95%CI: 1.042-1.171, P=0.001) and oral (OR=1.162, 95%CI: 1.096-1.233) health status, smoking history(OR=0.765, 95%CI: 0.709-0.825), and the persistence of accompanying symptoms (OR=0.359, 95%CI: 0.332-0.388) were correlated with the recovery of olfactory and taste dysfunctions related to SARS-CoV-2 (above P<0.001 except for the indicated values). Conclusion: The incidence of olfactory and taste dysfunctions related to infection with the SARS-CoV-2 Omicron strain is high in mainland China, with females and young people more likely to develop these dysfunctions. Active and effective intervention measures may be required for cases that persist for a long time. The recovery of olfactory and taste functions is influenced by several factors, including gender, SARS-CoV-2 vaccination status, history of head and facial trauma, nasal and oral health status, smoking history, and persistence of accompanying symptoms.
Female
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Humans
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Adolescent
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SARS-CoV-2
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Smell
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COVID-19/complications*
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Cross-Sectional Studies
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COVID-19 Vaccines
;
Incidence
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Olfaction Disorders/etiology*
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Taste Disorders/etiology*
;
Prognosis
10.Cloning and expression analysis of ANR genes from different species of Lonicera japonica Thunb.
Yong-liang YU ; Dan-dan LU ; Zheng-wei TAN ; Hong-qi YANG ; Lei LI ; Lan-jie XU ; Qing YANG ; Wei DONG ; Su-fang AN ; Shui-zhu GUO ; Song GAO ; Hui-zhen LIANG
Acta Pharmaceutica Sinica 2023;58(11):3449-3460
Anthocyanidin reductase (ANR) is one of the key enzyme in the flavonoid biosynthetic pathway, and its catalytic activity is important for the synthesis of plant anthocyanin. In this study, specific primers were designed according to the transcriptome data of

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