1.COPD identification using maximum intensity projection of lung field CT images and deep convolution neural network
Yanan WU ; Shouliang QI ; Haowen PANG ; Mengqi LI ; Yingxi WANG ; Shuyue XIA ; Qi WANG
Chinese Journal of Health Management 2022;16(7):457-463
Objective:To propose a model using the maximum intensity projection (MIP) of lung field computed tomography (CT) images and deep convolution neural network (CNN) and explore its value in identifying chronic obstructive pulmonary disease (COPD).Methods:A total of 201 subjects were selected from the Second Hospital of Dalian Medical University from January 2010 to May 2021. All subjects were included according to the inclusion criteria and were divided into COPD group (101 cases) and healthy controls group (100 cases). Each patient underwent a high-resolution CT scan of the chest and pulmonary function test. First, the lung field was extracted from CT images and the intrapulmonary MIP images were acquired. Second, with these MIP images as input, the model for identifying COPD was constructed based on a modified residual network (ResNet). Finally, the influence of the number of residual blocks on the performance of the models was investigated. Accuracy, sensitivity, specificity, positive predictive value, negative predictive value, receiver operating characteristic (ROC) curve and area under the curve (AUC) were used to evaluate the identification efficiency.Results:The accuracy, sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV) of ResNet26 was 76.1%, 76.2%, 76.0%, 76.2%, and 76.0%, respectively; and the AUC of the test was 0.855 (95% CI: 0.799-0.901). The accuracy, sensitivity, specificity, PPV, NPV of ResNet50 was 77.6%, 76.2%, 79.0%, 78.6%, and 76.7%, respectively; and the AUC of the test was 0.854 (95% CI: 0.797-0.900). The accuracy, sensitivity, specificity, PPV, NPV of ResNet26d was 82.1%, 83.2%, 81.0%, 81.6%, and 82.7%, respectively; and the AUC of the test was 0.885 (95% CI: 0.830-0.926). Conclusions:The COPD identification model via MIP images from CT images within the lung and deep CNN is successfully constructed and achieves accurate COPD identification. And it can provide an effective tool for COPD screening.
2.Quantitative Analysis of Syndromes in 558 Cases of Kidney Yang Deficiency Syndrome Based on Factor Analysis
Shuyue WANG ; Zongjiang ZHAO ; Xinxue ZHANG ; Zuzhen YAN ; Yan ZHANG ; Zhimei ZHANG ; Tingting JIAO ; Qi WU ; Yunhua LIU ; Sitong WANG ; Xinjiang ZHANG ; Kaidong ZHOU
World Science and Technology-Modernization of Traditional Chinese Medicine 2023;25(7):2304-2312
Objective Through factor analysis of the quantified syndrome information of 558 cases of kidney yang deficiency syndrome,the constructing feature of kidney yang deficiency syndrome was revealed,which provides clinical data support for the objectification,standardization and normalization of kidney Yang deficiency syndrome.Methods Firstly,the frequency analysis of symptoms,tongue and pulse signs of 558 patients with kidney Yang deficiency syndrome was carried out,and then the main syndrome information of the patients with kidney Yang deficiency syndrome was quantified.Finally,the common factors and their representative variables of kidney Yang deficiency syndrome were screened out through factor analysis,and the constructing feature of kidney Yang deficiency syndrome was analyzed combined with TCM syndrome knowledge.Results Eight common factors with eigenvalues greater than 1 were extracted by principal component analysis,and the cumulative contribution rate was 60.483%.After the factor rotation,the representative variables with the absolute value of load coefficient greater than 0.45 in each common factor were selected.The representative variables of F1 are afraid of cold and fond of warmth(0.947)and intolerance to cold(0.932).The representative variables of F2 are waist pain(0.754),waist and knee weakness(0.720)and cold in waist and knees(0.466).The representative variables of F3 are depression(0.749),insomnia(0.711)and diarrhoea(0.470).The representative variables of F4 are thin fur(0.819)and white fur(0.768).The representative variable of F5 are tinnitus and deafness(0.687),frequent nocturnal urination(0.591)and decreased libido(0.587).The representative variables of F6 are pulse sinking(0.766)and pulse weakness(0.736).The representative variables of F7 is thready pulse(0.942).The representative variable of F8 is pale tongue(0.961).External syndrome of disease location involved in these common factors are waist,bone,brain,ear,anterior Yin,posterior Yin and reproductive function.The disease nature involved in these common factors is deficiency and cold.Conclusion The basic constituent units of kidney Yang deficiency syndrome include disease location syndrome elements and disease nature syndrome elements.The disease location is kidney,and the abnormal changes of kidney location are mainly external symptoms of waist,bone,brain,ear,anterior Yin,posterior Yin and reproductive function.Its disease nature is deficiency and cold.Yang deficiency leads to external cold.Yang Qi deficiency can not warm the body surface resulting in the appearance of external cold syndrome.
3.Breast conserving surgery: a cross-sectional survey of 110 breast-conserving surgery centers in China
Shuyue ZHENG ; Yonghui SU ; Rong GUO ; Bingqiu XIU ; Jia WANG ; Qi ZHANG ; Weiru JI ; Lun LI ; Benlong YANG ; Yingying ZHANG ; Zhimin SHAO ; Jiong WU
Chinese Journal of General Surgery 2020;35(4):314-318
Objective:To determine national trends for breast conserving surgery and to explore the factors affecting the scale of breast conserving surgery in China.Methods:A questionnaire survey was mailed to 110 hospitals with an year′s volume of more than 200 breast cancer surgeries in each center in China concerning hospital variations and percentage of breast conserving surgery.Results:The overall proportion of breast conserving surgery is 21.9% for operable breast cancer in China. There is a significant positive correlation between local Gross Domestic Product (GDP) and the rate of breast conserving surgery ( P=0.001). Hospitals with higher annual operation volume have higher breast-conserving ratios( P=0.042). Compared with non-teaching hospitals, more patients with stage I breast cancer underwent breast conserving surgery in teaching hospitals ( P=0.021). After breast-conserving surgery, the proportion of positive margins needing reoperation had a lower percentage and in cancer hospitals it was the lowest ( P=0.023). The method of pathological evaluation and the remedy strategy for positive margin was not related to per capita GDP and hospital category ( P>0.05). Conclusions:This survey demonstrates the current practices of breast conserving surgery in China. Local GDP, hospital category and tumor stage were factors influencing breast conserving surgery. Breast conserving surgery in China is still at a low level compared with developed countries.
4.Single-cell Sequencing Reveals Clearance of Blastula Chromosomal Mosaicism in In Vitro Fertilization Babies
Gao YUAN ; Zhang JINNING ; Liu ZHENYU ; Qi SHUYUE ; Guo XINMENG ; Wang HUI ; Cheng YANFEI ; Tian SHUANG ; Ma MINYUE ; Peng HONGMEI ; Wen LU ; Tang FUCHOU ; Yao YUANQING
Genomics, Proteomics & Bioinformatics 2022;(6):1224-1231
Although chromosomal mosaic embryos detected by trophectoderm(TE)biopsy offer healthy embryos available for transfer,high-resolution postnatal karyotyping and chromosome testing of the transferred embryos are insufficient.Here,we applied single-cell multi-omics sequenc-ing for seven infants with blastula chromosomal mosaicism detected by TE biopsy.The chromo-some ploidy was examined by single-cell genome analysis,with the cellular identity being identified by single-cell transcriptome analysis.A total of 1616 peripheral leukocytes from seven infants with embryonic chromosomal mosaicism and three control ones with euploid TE biopsy were analyzed.A small number of blood cells showed copy number alterations(CNAs)on seem-ingly random locations at a frequency of 0%-2.5%per infant.However,none of the cells showed CNAs that were the same as those of the corresponding TE biopsies.The blastula chromosomal mosaicism may be fully self-corrected,probably through the selective loss of the aneuploid cells dur-ing development,and the transferred embryos can be born as euploid infants without mosaic CNAs corresponding to the TE biopsies.The results provide a new reference for the evaluations of trans-ferring chromosomal mosaic embryos in certain situations.
5.Mechanism of Different Dosage Forms of Kaixinsan in Improving Mitochondrial Function for Prevention and Treatment of Cognitive Disorder Based on AMPK/PGC-1α/SIRT3 Pathway
Shuyue KANG ; Yanzi YU ; Jiaqun SUN ; Wenxuan CHEN ; Yaqin YANG ; Qi WANG ; Weirong LI ; Limei YAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):15-24
ObjectiveTo explore the effects of different dosage forms of Kaixinsan (KXS) on the morphology and function of mitochondria in rat models of Alzheimer's disease (AD) and potential mechanisms of action. MethodsMale SD rats were randomly assigned to a sham group, model group, treatment groups receiving KXS decoction, powders, and granules (3.08 g·kg-1), as well as donepezil group (0.51×10-3 g·kg-1), with 10 rats in each group. AD model was created using intracerebroventricular injection of streptozocin (STZ). After 30 days of administration, behavioral assessments were conducted, and mitochondrial morphology was observed using transmission electron microscopy. Mitochondrial respiratory chain complex content was measured via enzyme-linked immunosorbent assay (ELISA). Changes in mitochondrial membrane potential were measured via JC-1 staining, and superoxide dismutase (SOD) activity and reactive oxygen species (ROS) levels were measured via biochemical assays. The mRNA expression of adenosine 5'-monophosphate-activated protein kinase (AMPK), peroxisome proliferator-activated receptor gamma coactivator-1α (PGC-1α), and silent information regulator 3 (SIRT3) was detected by real-time fluorescent quantitative polymerase chain reaction (Real-time PCR), and Western blot was used to examine the protein expression levels of optic atrophy protein1 (OPA1), mitochondrial fission protein 1 (FIS1), AMPK, p-AMPK, PGC-1α, and SIRT3. ResultsCompared with the sham group, rats in the model group had significantly lower recognition index, spontaneous alternation rate, escape latency, number of platform crossings, time spent in the target quadrant, and percentage of distance traveled in the target quadrant distance (P<0.05, P<0.01). Significant mitochondrial damage was observed in the hippocampal tissue, with a marked decrease in mitochondrial respiratory chain complex content (P<0.01) and reduced mitochondrial membrane potential (P<0.05). Additionally, the SOD activity was reduced, while ROS levels were elevated (P<0.01). The mRNA expression of PGC-1α and SIRT3 was significantly downregulated (P<0.01), along with decreased protein expression levels of OPA1, p-AMPK/AMPK, PGC-1α, and SIRT3, whereas FIS1 protein expression was significantly upregulated (P<0.05, P<0.01). Compared with the model group, rats in KXS-treated groups (various dosage forms) showed significant improvement in behavioral indexes (P<0.05, P<0.01), reduced hippocampal mitochondrial damage, and more organized mitochondrial cristae. Mitochondrial respiratory chain complex content was significantly increased (P<0.05, P<0.01), and mitochondrial membrane potentials were elevated (P<0.05). SOD activity was elevated, and ROS levels were significantly reduced (P<0.05, P<0.01). Furthermore, the mRNA expression of PGC-1α and SIRT3 was upregulated, with increased protein levels of OPA1, p-AMPK/AMPK, PGC-1α, and SIRT3, while FIS1 protein expression levels were significantly reduced (P<0.05, P<0.01). Across the KXS-treated groups, the granule group showed a higher spontaneous alternation rate than the decoction and powder groups (P<0.05). ConclusionKXS decoction, powders, and granules can improve the learning and memory ability of rats, with granules being the most effective. The mechanism of action may involve activation of the AMPK/PGC-1α/SIRT3 signaling pathway, improvement of the mitochondrial function, and subsequent amelioration of the brain energy metabolism disorders.
6.Mechanism of Different Dosage Forms of Kaixinsan in Improving Mitochondrial Function for Prevention and Treatment of Cognitive Disorder Based on AMPK/PGC-1α/SIRT3 Pathway
Shuyue KANG ; Yanzi YU ; Jiaqun SUN ; Wenxuan CHEN ; Yaqin YANG ; Qi WANG ; Weirong LI ; Limei YAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):15-24
ObjectiveTo explore the effects of different dosage forms of Kaixinsan (KXS) on the morphology and function of mitochondria in rat models of Alzheimer's disease (AD) and potential mechanisms of action. MethodsMale SD rats were randomly assigned to a sham group, model group, treatment groups receiving KXS decoction, powders, and granules (3.08 g·kg-1), as well as donepezil group (0.51×10-3 g·kg-1), with 10 rats in each group. AD model was created using intracerebroventricular injection of streptozocin (STZ). After 30 days of administration, behavioral assessments were conducted, and mitochondrial morphology was observed using transmission electron microscopy. Mitochondrial respiratory chain complex content was measured via enzyme-linked immunosorbent assay (ELISA). Changes in mitochondrial membrane potential were measured via JC-1 staining, and superoxide dismutase (SOD) activity and reactive oxygen species (ROS) levels were measured via biochemical assays. The mRNA expression of adenosine 5'-monophosphate-activated protein kinase (AMPK), peroxisome proliferator-activated receptor gamma coactivator-1α (PGC-1α), and silent information regulator 3 (SIRT3) was detected by real-time fluorescent quantitative polymerase chain reaction (Real-time PCR), and Western blot was used to examine the protein expression levels of optic atrophy protein1 (OPA1), mitochondrial fission protein 1 (FIS1), AMPK, p-AMPK, PGC-1α, and SIRT3. ResultsCompared with the sham group, rats in the model group had significantly lower recognition index, spontaneous alternation rate, escape latency, number of platform crossings, time spent in the target quadrant, and percentage of distance traveled in the target quadrant distance (P<0.05, P<0.01). Significant mitochondrial damage was observed in the hippocampal tissue, with a marked decrease in mitochondrial respiratory chain complex content (P<0.01) and reduced mitochondrial membrane potential (P<0.05). Additionally, the SOD activity was reduced, while ROS levels were elevated (P<0.01). The mRNA expression of PGC-1α and SIRT3 was significantly downregulated (P<0.01), along with decreased protein expression levels of OPA1, p-AMPK/AMPK, PGC-1α, and SIRT3, whereas FIS1 protein expression was significantly upregulated (P<0.05, P<0.01). Compared with the model group, rats in KXS-treated groups (various dosage forms) showed significant improvement in behavioral indexes (P<0.05, P<0.01), reduced hippocampal mitochondrial damage, and more organized mitochondrial cristae. Mitochondrial respiratory chain complex content was significantly increased (P<0.05, P<0.01), and mitochondrial membrane potentials were elevated (P<0.05). SOD activity was elevated, and ROS levels were significantly reduced (P<0.05, P<0.01). Furthermore, the mRNA expression of PGC-1α and SIRT3 was upregulated, with increased protein levels of OPA1, p-AMPK/AMPK, PGC-1α, and SIRT3, while FIS1 protein expression levels were significantly reduced (P<0.05, P<0.01). Across the KXS-treated groups, the granule group showed a higher spontaneous alternation rate than the decoction and powder groups (P<0.05). ConclusionKXS decoction, powders, and granules can improve the learning and memory ability of rats, with granules being the most effective. The mechanism of action may involve activation of the AMPK/PGC-1α/SIRT3 signaling pathway, improvement of the mitochondrial function, and subsequent amelioration of the brain energy metabolism disorders.
7.Correlations of Characteristics of Kidney Yang Deficiency Syndrome with Clinical Indicators and Risk Factors of Chronic Kidney Disease
Qi WU ; Xinxue ZHANG ; Tingting JIAO ; Xinjiang ZHANG ; Shuyue WANG ; Yunhua LIU ; Pengfei ZHENG ; Sitong WANG ; Kaidong ZHOU ; Zongjiang ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(19):204-213
ObjectiveTo study the correlations of the characteristics of kidney Yang deficiency syndrome in patients with chronic kidney disease (CKD) with clinical indicators and to explore the risk factors of kidney Yang deficiency in CKD. MethodThe differentiation of traditional Chinese medicine (TCM) syndrome classified the 225 CKD patients who met the inclusion criteria into two groups: one group of kidney Yang deficiency syndrome (99 patients) and one group of non-kidney Yang deficiency syndrome (126 patients). The symptoms, tongue manifestation, pulse manifestation, and accompanied symptoms of the kidney Yang deficiency syndrome group were recorded. The syndrome characteristics were summarized by factor analysis and clustering analysis. The levels of hemoglobin, red blood cell count, urinary protein, urinary glucose, creatinine, urea nitrogen and glomerular filtration rate were compared between the kidney Yang deficiency syndrome group, the non-kidney Yang deficiency syndrome group and the normal control group by ANOVA and non-parametric test. The binary logistic regression model was employed to analyze the correlations of lifestyle, body mass index (BMI) with syndrome. ResultThe high-frequency symptoms of CKD patients with kidney Yang deficiency syndrome were waist pain, fear of cold, favor of warm, lethargy, fear of cold at waist and knees, etc. The patients mainly presented deep pulse, thready pulse, or weak pulse, and the tongue with white coating, greasy coating, or thin coating. A total of 13 common factors were obtained, which can be classified into 5 categories. The patients with kidney Yang deficiency syndrome mainly had symptoms in limbs (especially lower limbs), chest, bladder, fleshy exterior, and stomach, with the main manifestations of deficiency-cold, Qi deficiency, fluid retention, and blood stasis. The clustering analysis classified the patients into 11 categories, which reflected that kidney Yang deficiency syndrome mainly presented the symptoms of Qi deficiency, blood stasis, and fluid retention, with fleshy exterior, limbs, spleen, stomach, ears, mind, and bladder involved. The results of clustering analysis and factor analysis were consistent, both of which indicated that the patients were weak with deficiency-cold, accompanied by fluid retention and blood stasis. Frequency analysis also showed that common symptoms mainly included Qi deficiency, fluid retention, cold-dampness, and blood stasis. Compared with the non-kidney Yang deficiency group, the kidney Yang deficiency group showed a large proportion of patients in stage 3-5 CKD, elevated urea nitrogen (P<0.05), decreased glomerular filtration rate, hemoglobin, and red blood cell count (P<0.05), and increased qualitative grade of urine protein. In addition, the results of regression analysis showed that female, little or no exercise, and diet preference were the risk factors for kidney Yang deficiency syndrome in CKD (P<0.05). ConclusionThe disease location and manifestations have correspondence in the CKD patients with kidney Yang deficiency syndrome. The TCM symptoms are correlated with clinical indicators. Hemoglobin, red blood cell count, glomerular filtration rate, urea nitrogen, and urine protein can reflect the connotation of kidney Yang deficiency syndrome in CKD to a certain extent. Additionally, related risk factors in life can affect the occurrence of kidney Yang deficiency syndrome in CKD.
8.Comparative study of physical therapist allocation, education and training, and professional accreditation system in East Asia
Xingru LIN ; Yingzhe ZHAO ; Ya LIU ; Shuyue SUN ; Peiwu GUO ; Fang WU ; Xiaoyao OUYANG ; Qi JING ; Jianhua ZHANG
Chinese Journal of Rehabilitation Theory and Practice 2022;28(11):1334-1341
ObjectiveTo compare the current development of physical therapists in China, Japan and South Korea. MethodsThe condition of configuration, education and practice of physical therapists in China, Japan and South Korea were browsed from the official websites and existing data. ResultsThe allocation, education and training mechanism, and the professional accreditation system needs to be optimized in China. ConclusionThe physical therapists should be allocated based on rehabilitation service settings and needing, trained based on the World Health Organization's Rehabilitation Competency Framework and the International Classification of Functioning, Disability and Health, and the professional system should be constructed based on the World Health Organization's Rehabilitation Competency Framework and national professional admission systems.