1.Near Infrared Spectral Analysis Based on Data Augmentation Strategy and Convolutional Neural Network
Yun ZHENG ; Si-Yu YANG ; Tao WANG ; Zhuo-Wen DENG ; Wei-Jie LAN ; Yong-Huan YUN ; Lei-Qing PAN
Chinese Journal of Analytical Chemistry 2024;52(9):1266-1276
Near infrared spectroscopy(NIRS)technology combined with chemometrics algorithms has been widely used in quantitative and qualitative analysis of food and medicine.However,traditional chemometrics methods,especially linear classification methods,often yield unsatisfactory results when addressing multi-class classification problems.Convolutional neural network(CNN)is adept at extracting deep-level features from data and suitable for handling non-linear relationships.The modeling performance of CNN depends on the size and diversity of sample,while the collection and preprocessing of NIRS sample data is often time-consuming and labor-intensive.This study proposed a NIRS qualitative analysis method based on data augmentation strategies and CNN.The data augmentation strategy included two steps.Firstly,applying Bootstrap resampling and generative adversarial network(GAN)methods to augment three NIRS datasets(Medicine,coffee and grape).Secondly,combining the original samples(Y)with the Bootstrap augmented samples(B)and GAN augmented samples(G)to obtain three augmented datasets(Y-B,Y-G and Y-B-G).Based on this,a CNN model structure suitable for these datasets was designed,consisting of 2 one-dimensional convolutional layers,1 max-pooling layer,and 1 fully connected layer.The results showed that compared to the optimal models of partial least squares discriminant analysis(PLS-DA),support vector machine(SVM),and back propagation neural network(BP),the CNN model based on Y-B dataset achieved average accuracy improvements of 3.998%,9.364%,and 4.689%for medicine(Binary classification);the CNN model based on the Y-B-G dataset achieved average accuracy improvements of 6.001%,2.004%,and 7.523%for coffee(7-class classification);and the CNN model based on the Y-B dataset achieved average accuracy improvements of 33.408%,51.994%,and 34.378%for grapes(20-class classification).It was evident that the models established based on data augmentation strategies and CNN demonstrated better classification accuracy and generalization performance with different datasets and classification categories.
2.Identification of an LDLR variant in a Chinese familial hypercholesterolemia and its relation to ROS/NLRP3-Mediated pyroptosis in hepatic cells.
Wen-Zhuo CHENG ; Wei-Hua WANG ; Ai-Ping DENG ; Xiao DANG ; Chao LIU ; Xian-Can WANG ; Ju-Yi LI ; Si JIN
Journal of Geriatric Cardiology 2023;20(5):341-349
BACKGROUND:
Familial hypercholesterolemia (FH) is a common autosomal dominant hereditary disease. Its early diagnosis and intervention significantly improve the patient's quality of life. However, there are few types of research on the FH pathogenic genes in China.
METHODS:
In this study, we recruited a family diagnosed with FH and used whole exome sequencing (WES) to analyze the proband variants. Intracellular cholesterol level, reactive oxygen species (ROS) level, and the expression of pyroptosis-related genes were detected after overexpression of wild-type or variant LDLR in L02 cells.
RESULTS:
A heterozygous missense variant predicted to be deleterious to LDLR (c.1879G > A, p.Ala627Thr) was identified in the proband. Mechanistically, intracellular cholesterol level, ROS level, and the expression of pyroptosis-related genes, nucleotide-binding oligomerization domain-like receptor family protein 3 (NLRP3) inflammasome and components (caspase 1, apoptosis-associated speck-like protein containing a caspase recruitment domain (ASC) and NLRP3), gasdermin D (GSDMD), interleukin (IL) -18, IL-1β was elevated in the variant LDLR group, which was attenuated by inhibition of ROS.
CONCLUSIONS
FH is associated with a variant (c.1879G>A, p.Ala627Thr) in the LDLR gene. Regarding the mechanism, the ROS/NLRP3-mediated pyroptosis in hepatic cells may contribute to the pathogenesis of the LDLR variant.
3.Effect of diurnal temperature range on the number of elderly inpatients with ischemic stroke in Hunan Province.
Hao ZHOU ; Shi Wen WANG ; Jing Cheng SHI ; Jing DENG ; Qian Shan SHI ; Jing Min LAI ; Gui Zhen XIAO ; Zhuo Ya TONG
Chinese Journal of Preventive Medicine 2023;57(4):528-534
Objective: To study the effect of diurnal temperature range on the number of elderly inpatients with ischemic stroke in Hunan Province. Method: Demographic and disease data, meteorological data, air quality data, population, economic and health resource data of elderly inpatients with ischemic stroke were collected in 122 districts/counties of Hunan Province from January to December 2019. The relationships between the diurnal temperature range and the number of elderly inpatients with ischemic stroke were analyzed by using the distributed lag non-linear model, including the cumulative lag effect of the diurnal temperature range in different seasons, extremely high diurnal temperature range and extremely low diurnal temperature range. Results: In 2019, 152 875 person-times were admitted to the hospital for ischemic stroke in the elderly in Hunan Province. There was a non-linear relationship between the diurnal temperature range and the number of elderly patients with ischemic stroke, with different lag periods. In spring and winter, with the decrease in diurnal temperature range, the risk of admission of elderly patients with ischemic stroke increased (Ptrend<0.001, Ptrend=0.002);in summer, with the increase in diurnal temperature range, the risk of admission of elderly patients with ischemic stroke increased (Ptrend=0.024);in autumn, the change in the diurnal temperature range would not cause a change in admission risk (Ptrend=0.089). Except that the lag effect of the extremely low diurnal temperature range in autumn was not obvious, the lag effect occurred in other seasons under extremely low and extremely high diurnal temperature ranges. Conclusion: The high diurnal temperature range in summer and the low diurnal temperature range in spring and winter will increase the risk of admission of elderly patients with ischemic stroke, and the risk of admission of elderly patients with ischemic stroke will lag under the extremely low and extremely high diurnal temperature ranges in the above three seasons.
Humans
;
Aged
;
Temperature
;
Ischemic Stroke
;
Inpatients
;
Cold Temperature
;
Hot Temperature
;
Seasons
;
China/epidemiology*
4.Expert consensus on the strategy and measures to interrupt the transmission of schistosomiasis in China
Shan LÜ ; Chao LÜ ; Yin-Long LI ; Jing XU ; Qing-Biao HONG ; Jie ZHOU ; Jian-Feng ZHANG ; Li-Yong WEN ; Jian-Feng ZHANG ; Shing-Qing ZHANG ; Dan-Dan LIN ; Jian-Bing LIU ; Guang-Hui REN ; Yi DONG ; Yang LIU ; Kun YANG ; Zhi-Hua JIANG ; Zhuo-Hui DENG ; Yan-Jun JIN ; Han-Guo XIE ; Yi-Biao ZHOU ; Tian-Ping WANG ; Yi-Wen LIU ; Hong-Qing ZHU ; Chun-Li CAO ; Shi-Zhu LI ; Xiao-Nong ZHOU
Chinese Journal of Schistosomiasis Control 2021;33(1):10-14
Since 2015 when the transmission of schistosomiasis was controlled in China, the country has been moving towards elimination of schistosomiasis, with the surveillance-response as the main interventions for schistosomiasis control. During the period of the 13th Five-Year Plan, the transmission of schistosomiasis had been interrupted in four provinces of Sichuan, Jiangsu, Yunnan and Hubei and the prevalence of schistosomiasis has been at the historically lowest level in China. As a consequence, the goal set in The 13th Five-Year National Schistosomiasis Control Program in China is almost achieved. However, there are multiple challenges during the stage moving towards elimination of schistosomiasis in China, including the widespread distribution of intermediate host snails and complicated snail habitats, many types of sources of Schistosoma japonicum infections and difficulty in management of bovines and sheep, unmet requirements for the current schistosomiasis control program with the currently available tools, and vulnerable control achievements. During the 14th Five-Year period, it is crucial to consolidate the schistosomiasis control achievements and gradually solve the above difficulties, and critical to provide the basis for achieving the ultimate goal of elimination of schistosomiasis in China. Based on the past experiences from the national schistosomiasis control program and the challenges for schistosomiasis elimination in China, an expert consensus has been reached pertaining to the objectives, control strategy and measures for The 14th Five-Year National Schistosomiasis Control Program in China, so as to provide insights in to the development of The 14th Five-Year National Schistosomiasis Control Program in China.
5. Change of ultrasonographic signs during urate lowering therapy in patients with gout
Yu WANG ; Wen HUAN ; Xue-rong DENG ; Zhuo-li ZHANG
Chinese Journal of Practical Internal Medicine 2019;39(03):274-277
OBJECTIVE: To explore related factors of changes in gouty patients by ultrasonography after initiation of uric acid lowering therapy. METHODS: There were 72 gout patients enrolled who admitted to First hospital of Peking University from December 2012 to June 2017. All the patients had clinical and ultrasound examination at both knees, ankles and feet joints at the baseline. Regular uric acid lowering therapy started for one year. The endpoint was the last time who repeat the ultrasound examination during the follow up.According with uric acid level and its measuring time, the area under the curve was calculated to reflect the uric acid burden. RESULTS: In the 216 jonts of 72 patients, double contour sign were detectable in 112/216(51.85%), tophi were detectable in71/216(32.87%).Among MTP Joints, DCS was detected in 32/144(22.22%), and tophi in 47/144(32.64%). Among Knees joints, DCS was detected in 33/144(22.92%), tophi in 4/144(2.78%). Among ankle joints, DCS was detected in 47/144(32.64%), tophi in 20/144(13.89%).DCS disappearance occurred in 38/55(69.09%) joints positive for DCS at baselineTime-to-disappearance was 148 days(985~133 days). Tophi disappeared completely in 18/45 joints(40%). Time-to-disappearance was 382.5 days(686~397.25 days). There was no significant difference in age, BMI, duration of disease and complications between DCS persisted group and DCS disappearance group.SUA in the DCS disappeared group at baseline, second, third, fourth and ninth months of follow-up. was significantly lower than that of the non-disappeared group. SUA load in the DCS group was significantly lower than the non-disappeared group. Post hoc tests showed that SUA levels fell significantly from baseline through fourth month of follow-up in DCS disappearance group, and SUA of the sixth months was the lowest. CONCLUSION: To screen for specific features of gout such as DCS or tophi by US at initiation of ULT and during follow-up is a useful, and effective way to detect the lowering and often disappearance of burden of urate load in gouty joints.
6.Observation on therapeutic effect of " acupuncture" on premature ovarian insufficiency of kidney deficiency.
Jin-Wen ZHANG ; Yuan-Sheng LIU ; Rong DENG ; Yue-Bao GUO ; Bing YAN ; Peng-Dian CHEN ; Zhuo-Xin YANG
Chinese Acupuncture & Moxibustion 2019;39(6):579-582
OBJECTIVE:
To observe the clinical efficacy of " acupuncture" and oral estradiol and dydrogesterone tablets (femoston) on premature ovarian insufficiency of kidney deficiency.
METHODS:
A total of 50 patients with premature ovarian insufficiency of kidney deficiency were randomized into an observation group and a control group, 25 cases in each one.In the observation group, " acupuncture" was applied at Baihui (GV 20), Zhongwan (CV 12), Guanyuan (CV 4), Qihai (CV 6), Zhongji (CV 3), Yaoyangguan (GV 3), Yaoshu (GV 2), Mingmen (GV 4), etc. once every 2 days, 1 month as a course. In the control group, femoston was prescribed for oral administration, one tablet per time, once a day, 1 month as a course. Both of the two groups were given consecutive treatment for 3 courses. Before and after treatment, the clinical symptoms, menstrual improvement as well as the changes of estradiol (E), luteotrophic hormone (LH) and follicle-stimulating hormone (FSH) in serum were observed in the two groups.
RESULTS:
After treatment, the clinical symptoms and menstrual conditions were improved (<0.01), the levels of FSH and LH were significantly reduced (<0.01), and the levels of E were significantly increased in the two groups (<0.01). There were no significant difference in menstrual improvement rate and menstrual improvement time between the observation group and the control group (<0.05), the recurrence rate of menopause and clinical symptom score improvement in the observation group were superior to the control group (<0.05). In the observation group, the level of E in serum was lower and the levels of FSH and LH in serum were significantly lower than those in the control group (<0.05, <0.01). In the observation group, the rate of adverse reaction was 4.0% (1/25), which was lower than 36.0% (9/25) in the control group (<0.05).
CONCLUSION
" acupuncture" has better therapeutic effect for premature ovarian insufficiency of kidney deficiency. It is superior to femoston in improving clinical symptoms and recurrence rate of menopause as well as reducing the levels of FSH and LH.
Acupuncture Points
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Acupuncture Therapy
;
Female
;
Follicle Stimulating Hormone
;
Humans
;
Kidney Diseases
;
therapy
;
Primary Ovarian Insufficiency
;
therapy
7.Current Status of Surgical Treatment of Biliary Diseases in Elderly Patients in China.
Zong-Ming ZHANG ; Jia-Hong DONG ; Fang-Cai LIN ; Qiu-Sheng WANG ; Zhi XU ; Xiao-Dong HE ; Chong ZHANG ; Zhuo LIU ; Li-Min LIU ; Hai DENG ; Hong-Wei YU ; Bai-Jiang WAN ; Ming-Wen ZHU ; Hai-Yan YANG ; Meng-Meng SONG ; Yue ZHAO
Chinese Medical Journal 2018;131(15):1873-1876
Aged
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Biliary Tract Diseases
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surgery
;
China
;
Humans
8.Carcinoma showing thymus-like element: report of a case.
Wei-hua LEI ; Min-hua TAN ; Zhi-xiong HU ; Jin-hui GUO ; Wei CHEN ; Qi-chang ZOU ; Zhuo-mei CHENG ; Chao-hua DENG ; Dong-ling TAN ; Wen-tian ZHU
Chinese Journal of Pathology 2012;41(2):137-138
Adult
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CD5 Antigens
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metabolism
;
Carcinoma, Papillary
;
metabolism
;
pathology
;
Carcinoma, Squamous Cell
;
metabolism
;
pathology
;
surgery
;
Choristoma
;
metabolism
;
pathology
;
Diagnosis, Differential
;
Female
;
Hamartoma
;
metabolism
;
pathology
;
Humans
;
Proto-Oncogene Proteins c-kit
;
metabolism
;
Thymoma
;
metabolism
;
pathology
;
Thymus Gland
;
pathology
;
Thymus Neoplasms
;
metabolism
;
pathology
;
Thyroid Neoplasms
;
metabolism
;
pathology
;
surgery
;
Thyroidectomy
;
methods
9.Effects of allogenic bone marrow mesenchymal stem cell transplantation on electrophysiological abnormality and left ventricular remodeling in rats with myocardial infarction
Jinyi LI ; Guoqiang ZHONG ; Yan HE ; Lina WEN ; Honghong KE ; Zhuo WEI ; Yan DENG ; Zhifu WU
Chinese Journal of Tissue Engineering Research 2009;13(27):5211-5216
BACKGROUND: Stem cell transplantation in repairing infarct myocardium and in improving cardiac function has been widely accepted. However, whether transplanted cells and host cells formed an effective electricity and mechanical couple, whether a relevant independent electrical system with contractile function formed or whether severe malignant ventricular arrhythmia formed, are still unclear.OBJECTIVE: To investigate electrophysiological abnormaltiy and left ventricular remodeling in rats with myocardial infarction following allogenic bone marrow mesenchymal stem cell (BMSC) transplantation.DESIGN, TIME AND SETTING: The randomized controlled animal study was performed at the Experimental Center, Guangxi Medical University from December 2005 to October 2008.MATERIALS: A total of 120 healthy Wistar rats were equally randomized into normal control, sham operation, saline control and cell transplantation groups. Healthy Wister rats aged 1 month were selected to harvest bone marrow.METHODS: At the third passage, rat BMSCs were collected and treated with 5-aza, and differentiated into cerdiomyocytes.BMSCs were labeled with DAPI at 2 hours before transplantation. In the saline control and cell transplantation groups, rat models of myocardial infarction were established by ligating the left anterior descending coronary artery. In the sham operation group, the coronary artery was not ligated, but only braid. At 7 days following ligation, BMSCs in the cell transplantation group at 2×10-1/L were infused into the edge and center of myocardial infarct region by multipoint injection. Rats in the other three groups were subjected to an equal volume of saline.MAIN OUTCOME MEASURES: Electrocardiogram and cardiac electrophysiology were performed. Ultrasonic cardiography was used to detect left ventricular function. Infarct size was determined. DAPl-labeled donor cell migration and distribution was observed with a fluorescence microscope.RESULTS: BMSCs could differentiate into cardiacmuscle cell-like cells which were capable of pulsing spontaneously, expressing cardiactoponin T and forming myofilament in vitro. Compared with the saline control group, PR interval, QRS duration and ventdcular effective refractory period shortened, ventricular fibrillation threshold increased at 4, 8 and 12 weeks (P < 0.05); left ventricular internal diameter at end-systole reduced, and left ventricular ejection fraction and shortening traction was significantly increased (P< 0.05). At 8 and 12 weeks, infarct size was significantly smaller (P < 0.05). At 4 weeks, DAPl-labeled BMSCs could be seen under the fluorescence microscope, and still could he detected at 12 weeks. However, the fluorescence became weak with prolonged time.CONCLUSION: BMSCs have the plasticity of differentiating into cardiac muscle cell-like cells, which can modulate theelectrophysiological abnormality and left ventricular remodeling following myocardial infarction.
10.Pituitary stalk interruption syndrome due to trauma: analysis of 2 cases
Zhuo-Na YIN ; Wen-Sheng JIN ; Wei-Guo XU ; Ai-Min DENG ; Song ZHANG ; Tian-Dong LI ; Li-Xin HAN
Chinese Journal of Neuromedicine 2009;8(8):848-850
Objective To analyze the clinical characteristics of pituitary stalk interruption syndrome (PSIS) for its better understanding. Methods The clinical manifestations and endocrine alterations were analyzed retrospectively in 2 PSIS cases, and the literatures concerning this disease were reviewed. Results Both of the 2 adult patients had definite history of head injuries, and one of them exhibited nervous system sequelae. The diagnoses remained erroneous for 15 and 2 years, respectively. This disease was characterized by gradual clinical hypopituitarism, and both of the 2 patients were admitted for pituitary crisis, which occurred for several times in 1 case;neither of the patients had diabetes insipidus. Endocrine examination suggested hypofunction of the thyroid gland, sexual gland and adrenal glands due to hypopituitarism. Magnetic resonance imaging revealed pituitary atrophy, pituitary stalk interruption and posterior lobe hyperintensity in the infundibular recess. So far only 2 juvenile cases of traumatic PSIS were reported, which had distinct differences from early-onset PSlS and from simple traumatic hypopituitarism without pituitary stalk interruption. Conclusion Traumatic PSIS is a rare clinical entity. In cases of endocrine alterations following head injury, traumatic PSIS might be suspected and appropriate treatment should be administered.

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