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Automatic counting of retinal ganglion cells in the entire mouse retina based on improved YOLOv5
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作者 Jing Zhang Yi-Bo Huo +9 位作者 Jia-Liang Yang Xiang-Zhou Wang Bo-Yun Yan Xiao-Hui Du Ru-Qian Hao Fang Yang Juan-Xiu Liu Lin Liu Yong Liu Hou-Bin Zhang 《Zoological Research》 SCIE CAS CSCD 2022年第5期738-749,共12页
Glaucoma is characterized by the progressive loss of retinal ganglion cells (RGCs),although the pathogenic mechanism remains largely unknown.To study the mechanism and assess RGC degradation,mouse models are often use... Glaucoma is characterized by the progressive loss of retinal ganglion cells (RGCs),although the pathogenic mechanism remains largely unknown.To study the mechanism and assess RGC degradation,mouse models are often used to simulate human glaucoma and specific markers are used to label and quantify RGCs.However,manually counting RGCs is time-consuming and prone to distortion due to subjective bias.Furthermore,semi-automated counting methods can produce significant differences due to different parameters,thereby failing objective evaluation.Here,to improve counting accuracy and efficiency,we developed an automated algorithm based on the improved YOLOv5 model,which uses five channels instead of one,with a squeeze-and-excitation block added.The complete number of RGCs in an intact mouse retina was obtained by dividing the retina into small overlapping areas and counting,and then merging the divided areas using a non-maximum suppression algorithm.The automated quantification results showed very strong correlation (mean Pearson correlation coefficient of 0.993) with manual counting.Importantly,the model achieved an average precision of 0.981.Furthermore,the graphics processing unit (GPU) calculation time for each retina was less than 1 min.The developed software has been uploaded online as a free and convenient tool for studies using mouse models of glaucoma,which should help elucidate disease pathogenesis and potential therapeutics. 展开更多
关键词 Retinal ganglion cell Cell counting Glaucomatous optic neuropathies Deep learning Improved YOLOv5
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T lymphocyte proportion in Alzheimer’s disease prognosis
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作者 Matthew Willman Gopi Patel Brandon Lucke-Wold 《World Journal of Clinical Cases》 SCIE 2024年第26期6001-6003,共3页
Bai et al investigate the predictive value of T lymphocyte proportion in Alzheimer's disease(AD)prognosis.Through a retrospective study involving 62 AD patients,they found that a decrease in T lymphocyte proportio... Bai et al investigate the predictive value of T lymphocyte proportion in Alzheimer's disease(AD)prognosis.Through a retrospective study involving 62 AD patients,they found that a decrease in T lymphocyte proportion correlated with a poorer prognosis,as indicated by higher modified Rankin scale scores.While the study highlights the potential of T lymphocyte proportion as a prognostic marker,it suggests the need for larger,multicenter studies to enhance generalizability and validity.Additionally,future research could use cognitive exams when evaluating prognosis and delve into immune mechanisms underlying AD progression.Despite limitations inherent in retrospective designs,Bai et al's work contributes to understanding the immune system's role in AD prognosis,paving the way for further exploration in this under-researched area. 展开更多
关键词 Alzheimer's disease T lymphocyte T lymphocyte proportion Alzheimer's disease prognosis Modified rankin scale Immune cell count ELECTROENCEPHALOGRAM Immune function
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Clinical comprehensive treatment protocol for managing diabetic foot ulcers:A retrospective cohort study
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作者 Yan-Bin Wang Yan Lv +3 位作者 Guang-Yu Li Ji-Ting Zheng Qing-Xin Jiang Ran Wei 《World Journal of Clinical Cases》 SCIE 2024年第17期2976-2982,共7页
BACKGROUND Diabetic foot ulcers(DFUs)are a common complication of diabetes,often leading to severe infections,amputations,and reduced quality of life.The current standard treatment protocols for DFUs have limitations ... BACKGROUND Diabetic foot ulcers(DFUs)are a common complication of diabetes,often leading to severe infections,amputations,and reduced quality of life.The current standard treatment protocols for DFUs have limitations in promoting efficient wound healing and preventing complications.A comprehensive treatment approach targeting multiple aspects of wound care may offer improved outcomes for patients with DFUs.The hypothesis of this study is that a comprehensive treatment protocol for DFUs will result in faster wound healing,reduced amputation rates,and improved overall patient outcomes compared to standard treatment protocols.AIM To compare the efficacy and safety of a comprehensive treatment protocol for DFUs with those of the standard treatment protocol.METHODS This retrospective study included 62 patients with DFUs,enrolled between January 2022 and January 2024,randomly assigned to the experimental(n=32)or control(n=30)group.The experimental group received a comprehensive treatment comprising blood circulation improvement,debridement,vacuum sealing drainage,recombinant human epidermal growth factor and anti-inflammatory dressing,and skin grafting.The control group received standard treatment,which included wound cleaning and dressing,antibiotics administration,and surgical debridement or amputation,if necessary.Time taken to reduce the white blood cell count,number of dressing changes,wound healing rate and time,and amputation rate were assessed.RESULTS The experimental group exhibited significantly better outcomes than those of the control group in terms of the wound healing rate,wound healing time,and amputation rate.Additionally,the comprehensive treatment protocol was safe and well tolerated by the patients.CONCLUSION Comprehensive treatment for DFUs is more effective than standard treatment,promoting granulation tissue growth,shortening hospitalization time,reducing pain and amputation rate,improving wound healing,and enhancing quality of life. 展开更多
关键词 Diabetic foot ulcers Comprehensive treatment protocol Clinical study White blood cell count Wound healing Amputation rate
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Sensitivity of diagnosis of spontaneous bacterial peritonitis is higher with the automated cell count method
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作者 Juan G Acevedo-Haro Waddah Mohamed +8 位作者 Prebashan Moodley Oliver Bendall Kris Bennett Nigel Keelty Sally Chan Sam Waddy Joanne Hosking Wayne Thomas Robert Tilley 《World Journal of Hepatology》 2024年第11期1265-1281,共17页
BACKGROUND Spontaneous bacterial peritonitis(SBP)is one of the most important complications of patients with liver cirrhosis entailing high morbidity and mortality.Making an accurate early diagnosis of this infection ... BACKGROUND Spontaneous bacterial peritonitis(SBP)is one of the most important complications of patients with liver cirrhosis entailing high morbidity and mortality.Making an accurate early diagnosis of this infection is key in the outcome of these patients.The current definition of SBP is based on studies performed more than 40 years ago using a manual technique to count the number of polymorphs in ascitic fluid(AF).There is a lack of data comparing the traditional cell count method with a current automated cell counter.Moreover,current international guidelines do not mention the type of cell count method to be employed and around half of the centers still rely on the traditional manual method.AIM To compare the accuracy of polymorph count on AF to diagnose SBP between the traditional manual cell count method and a modern automated cell counter against SBP cases fulfilling gold standard criteria:Positive AF culture and signs/symptoms of peritonitis.METHODS Retrospective analysis including two cohorts:Cross-sectional(cohort 1)and case-control(cohort 2),of patients with decompensated cirrhosis and ascites.Both cell count methods were conducted simultaneously.Positive SBP cases had a pathogenic bacteria isolated on AF and signs/symptoms of peritonitis.RESULTS A total of 137 cases with 5 positive-SBP,and 85 cases with 33 positive-SBP were included in cohort 1 and 2,respectively.Positive-SBP cases had worse liver function in both cohorts.The automated method showed higher sensitivity than the manual cell count:80%vs 52%,P=0.02,in cohort 2.Both methods showed very good specificity(>95%).The best cutoff using the automated cell counter was polymorph≥0.2 cells×10^(9)/L(equivalent to 200 cells/mm^(3))in AF as it has the higher sensitivity keeping a good specificity.CONCLUSION The automated cell count method should be preferred over the manual method to diagnose SBP because of its higher sensitivity.SBP definition,using the automated method,as polymorph cell count≥0.2 cells×10^(9)/L in AF would need to be considered in patients admitted with decompensated cirrhosis. 展开更多
关键词 Spontaneous bacterial peritonitis DIAGNOSIS CIRRHOSIS Bacterial infection Automated cell count method Manual cell count method Ascitic fluid
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Blood cell counts and nonalcoholic fatty liver disease: Evidence from Mendelian randomization analysis
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作者 Bin Hu Ai-Hong Wan +7 位作者 Xi-Qiao Xiang Yuan-Hao Wei Yi Chen Zhen Tang Chang-De Xu Zi-Wei Zheng Shao-Ling Yang Kun Zhao 《World Journal of Hepatology》 2024年第8期1145-1155,共11页
BACKGROUND Previous research has highlighted correlations between blood cell counts and chronic liver disease.Nonetheless,the causal relationships remain unknown.AIM To evaluate the causal effect of blood cell traits ... BACKGROUND Previous research has highlighted correlations between blood cell counts and chronic liver disease.Nonetheless,the causal relationships remain unknown.AIM To evaluate the causal effect of blood cell traits on liver enzymes and nonalcoholic fatty liver disease(NAFLD)risk.METHODS Independent genetic variants strongly associated with blood cell traits were extracted from a genome-wide association study(GWAS)conducted by the Blood Cell Consortium.Summary-level data for liver enzymes were obtained from the United Kingdom Biobank.NAFLD data were obtained from a GWAS meta-analysis(8434 cases and 770180 controls,discovery dataset)and the Fingen GWAS(2275 cases and 372727 controls,replication dataset).This analysis was conducted using the inverse-variance weighted method,followed by various sensitivity analyses.RESULTS One SD increase in the genetically predicted haemoglobin concentration(HGB)was associated with aβof 0.0078(95%CI:0.0059-0.0096),0.0108(95%CI:0.0080-0.0136),0.0361(95%CI:0.0156-0.0567),and 0.0083(95%CI:00046-0.0121)for alkaline phosphatase(ALP),alanine aminotransferase(ALT),aspartate aminotransferase,and gammaglutamyl transferase,respectively.Genetically predicted haematocrit was associated with ALP(β=0.0078,95%CI:0.0052-0.0104)and ALT(β=0.0057,95%CI:0.0039-0.0075).Genetically determined HGB and the reticulocyte fraction of red blood cells increased the risk of NAFLD[odds ratio(OR)=1.199,95%CI:1.087-1.322]and(OR=1.157,95%CI:1.071-1.250).The results of the sensitivity analyses remained significant.CONCLUSION Novel causal blood cell traits related to liver enzymes and NAFLD development were revealed through Mendelian randomization analysis,which may facilitate the diagnosis and prevention of NAFLD. 展开更多
关键词 Blood cell counts Liver enzymes Nonalcoholic fatty liver disease Genome-wide association Mendelian randomization study Causal relationship
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Rapid Detection of Somatic Cell Count Based on Hybrid Variable Selection Method
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作者 Shen Weizheng Cui Xiang +6 位作者 Wang Yan Nie Debao Zhang Qinggang Zheng Wei Sun Jian Yang Xin Dai Baisheng 《Journal of Northeast Agricultural University(English Edition)》 CAS 2024年第3期59-73,共15页
Somatic cell count detection is the daily work of dairy farms to monitor the health of cows.The feasibility of applying near-infrared spectroscopy to somatic cell count detection was researched in this paper.Milk samp... Somatic cell count detection is the daily work of dairy farms to monitor the health of cows.The feasibility of applying near-infrared spectroscopy to somatic cell count detection was researched in this paper.Milk samples with different somatic cell counts were collected and preprocessing methods were studied.Variable selection algorithm based on hybrid strategy and modelling method based on ensemble learning were explored for somatic cell count detection.Detection model was used to diagnose subclinical mastitis and the results showed that near-infrared spectroscopy could be a tool to realize rapid detection of somatic cell count in milk. 展开更多
关键词 near-infrared spectroscopy somatic cell count MASTITIS rapid detection
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Lithium promotes proliferation and suppresses migration of Schwann cells 被引量:5
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作者 Xiao-Kun Gu Xin-Rui Li +1 位作者 Mei-Ling Lu Hui Xu 《Neural Regeneration Research》 SCIE CAS CSCD 2020年第10期1955-1961,共7页
Schwann cell proliferation,migration and remyelination of regenerating axons contribute to regeneration after peripheral nervous system injury.Lithium promotes remyelination by Schwann cells and improves peripheral ne... Schwann cell proliferation,migration and remyelination of regenerating axons contribute to regeneration after peripheral nervous system injury.Lithium promotes remyelination by Schwann cells and improves peripheral nerve regeneration.However,whether lithium modulates other phenotypes of Schwann cells,especially their proliferation and migration remains elusive.In the current study,primary Schwann cells from rat sciatic nerve stumps were cultured and exposed to 0,5,10,15,or 30 mM lithium chloride(LiCl)for 24 hours.The effects of LiCl on Schwann cell proliferation and migration were examined using the Cell Counting Kit-8,5-ethynyl-2′-deoxyuridine,Transwell and wound healing assays.Cell Counting Kit-8 and 5-ethynyl-2′-deoxyuridine assays showed that 5,10,15,and 30 mM LiCl significantly increased the viability and proliferation rate of Schwann cells.Transwell-based migration assays and wound healing assays showed that 10,15,and 30 mM LiCl suppressed the migratory ability of Schwann cells.Furthermore,the effects of LiCl on the proliferation and migration phenotypes of Schwann cells were mostly dose-dependent.These data indicate that lithium treatment significantly promotes the proliferation and inhibits the migratory ability of Schwann cells.This conclusion will inform strategies to promote the repair and regeneration of peripheral nerves.All of the animal experiments in this study were ethically approved by the Administration Committee of Experimental Animal Center of Nantong University,China(approval No.20170320-017)on March 2,2017. 展开更多
关键词 5-ethynyl-2′-deoxyuridine Cell counting Kit-8 cell viability LITHIUM MIGRATION peripheral nerve PROLIFERATION regeneration Schwann cell wound healing assay
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Aquaporin-1 down regulation associated with inhibiting cell viability and inducing apoptosis of human lens epithelial cells 被引量:5
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作者 Hong-Hua Zheng Guo-Xing Xu +2 位作者 Jian Guo Li-Cheng Fu Yao Yao 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2016年第1期15-20,共6页
AIM:To investigate the role of Aquaporin-1(AQP-1)in lens epithelial cells(LECs)and its potential target genes.AQP-1 is specifically expressed in LECs of eyes and is significant for lens homeostasis and transparen... AIM:To investigate the role of Aquaporin-1(AQP-1)in lens epithelial cells(LECs)and its potential target genes.AQP-1 is specifically expressed in LECs of eyes and is significant for lens homeostasis and transparency maintenance.Herein,AQP-1 expression in LECs was investigated to evaluate its influence on cell survival in association with its potential role in cataract formation.·M ETHODS:LECs were transfected with lentivirus carrying AQP-1 small interfering RNA(si RNA).Real-time polymerase chain reaction(PCR)and Western blotting were conducted to detect AQP-1 expression in LECs from different groups.Meanwhile,cell counting kit-8(CCK-8)assay and flow cytometry were performed to measure LEC proliferation and apoptosis,respectively.·RESULTS:AQP-1 expression was significantly reduced in LECs,both at m RNA and protein levels(〈0.05),after si RNA treatment.Decreased cell viability was detected by CCK-8 assay in LECs with si RNA interference,compared to control cells(〈0.05).The apoptosis rate significantly increased in cells after si RNA interference(〈0.05).·CONCLUSION:The decreased cell viability following AQP-1 down regulation is largely due to its induction of apoptosis of LECs.AQP-1 reduction might lead to changes of physiological functions in LECs,which might be associated with the occurrence and development of cataracts. 展开更多
关键词 AQUAPORIN-1 small interfering RNA lensepithelial cells proliferation APOPTOSIS cell counting kit-8 flow cytometry
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A counting method for complex overlapping erythrocytes-based microscopic imaging 被引量:2
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作者 Xudong Wei Yiping Cao +1 位作者 Guangkai Fu Yapin Wang 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2015年第6期25-35,共11页
Red blood cell(RBC)counting is a standard medical test that can help diagnose various conditions and diseases.Manual counting of blood cells is highly tedious and time consuming.However,new methods for counting blood ... Red blood cell(RBC)counting is a standard medical test that can help diagnose various conditions and diseases.Manual counting of blood cells is highly tedious and time consuming.However,new methods for counting blood cells are customary employing both electronic and computer-assisted techniques.Image segmentation is a classical task in most image processing applications which can be used to count blood cells in a microscopic image.In this research work,an approach for erythrocytes counting is proposed.We employed a classification before counting and a new segmentation idea was implemented on the complex overlapping clusters in a microscopic smear image.Experimental results show that the proposed method is of higher counting accuracy and it performs much better than most counting algorithms existed in the situation of three or more RBCs overlapping complexly into a group.The average total erythrocytes counting accuracy of the proposed method reaches 92.9%. 展开更多
关键词 Cell counting image processing image segmentation overlap erythrocyte cell classification K-MEANS
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Morphometric study on Leydig cells in capsulotomized testis of rats 被引量:1
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作者 QinDN LungMA 《Asian Journal of Andrology》 SCIE CAS CSCD 2002年第1期49-53,共5页
AIM: To further clarify the changes occurred in the testicular capsulotomized rats. METHODS: In testicular capsulotomized and sham-operated rats, the cross sectional area, the nucleus diameter and the number of Leydig... AIM: To further clarify the changes occurred in the testicular capsulotomized rats. METHODS: In testicular capsulotomized and sham-operated rats, the cross sectional area, the nucleus diameter and the number of Leydig cells were morphologically analyzed by the Vidas Image Processing System connected to a microscope. RESULTS: In the capsulotomized animals, the cross sectional area of Leydig cells was gradually increased from 30 days onwards. There was no obvious change in the nucleus diameter of Leydig cells. However, The Leydig cell number was significantly increased from day 30 onwards. CONCLUSION: In rats, testicular capsulotomy may induce hyperplasia/hypertrophy of Leydig cells in the testis. 展开更多
关键词 ANIMALS Cell Count Cell Nucleus Image Processing Computer-Assisted Leydig cells Male RATS Rats Sprague-Dawley TESTIS
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Mast cells and human hepatocellular carcinoma 被引量:1
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作者 FabioGrizzi BarbaraFranceschini +3 位作者 NicolaDioguardl MaurizioChiriva-Internati YoungLiu PaulL.Hermonat 《World Journal of Gastroenterology》 SCIE CAS CSCD 2003年第7期1469-1473,共5页
AIM: To investigate the density of mast cells (MCs) in human hepatocellular carcinoma (HCC), and to determine whether the MCs density has any correlations with histopathological grading, staging or some baseline patie... AIM: To investigate the density of mast cells (MCs) in human hepatocellular carcinoma (HCC), and to determine whether the MCs density has any correlations with histopathological grading, staging or some baseline patient characteristics.METHODS: Tissue sections of 22 primary HCCs were histochemically stained with toluidine blue, in order to be able to quantify the MCs in and around the neoplasm using a computer-assisted image analysis system. HCC was staged and graded by two independent pathologists. To identify the sinusoidal capillarisation of each specimen 3μm thick sections were histochemically stained with sirius red, and semi-quantitatively evaluated by two independent observers. The data were statistically analysed using Spearman′s correlation and Student′s t-test when appropriate.RESULTS: MCs density did not correlate with the age or sex of the patients, the serum alanine aminotransferase (ALT) or aspartate aminotransferase (AST) levels, or the stage or grade of the HCC. No significant differences were found between the MCs density of the patients with and without hepatitis C virus infection, but they were significantly higher in the specimens showing marked sinusoidal capillarisation.CONCLUSION: The lack of any significant correlation between MCs density and the stage or grade of the neoplastic lesions suggests that there is no causal relationship between MCs recruitment and HCC. However, as capillarisation proceeds concurrently with arterial blood supply during hepatocarcinogenesis, MCs may be considered of primary importance in the transition from sinusoidal to capillary-type endothelial cells and the HCC growth. 展开更多
关键词 Aged Aged 80 and over CAPILLARIES Carcinoma Hepatocellular Cell Count FEMALE Humans Liver Neoplasms MALE Mast cells Middle Aged Neoplasm Staging Research Support Non-U.S. Gov't
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Automatic counting method for complex overlapping erythrocytes based on seed prediction in microscopic imaging 被引量:1
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作者 Xudong Wei Yiping Cao 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2016年第5期48-56,共9页
Blood cell counting is an important medical test to help medical staffs diagnose various symptoms and diseascs.An automatic segmentation of complex overlapping erythrocytes based on seed prediction in microscopic imag... Blood cell counting is an important medical test to help medical staffs diagnose various symptoms and diseascs.An automatic segmentation of complex overlapping erythrocytes based on seed prediction in microscopic imaging is proposed.The four main innovations of this ressearch are as.follows:(1)Regions of erythrocytes extracted rapidly and accurately based on the G component.(2)K-means algorithm is applied on edge detection of overlapping erythrocytes.(3)Traces of erythrocytes'biconcave shape are utilized to predict erythrocyte's position in overlapping clus-ters.(4)A new automatic counting method which aims at complex overlapping erythrocytes is presented.The experimental results show that the proposed method is efficient and accurate with very little running time.The average accuracy of the proposed method reaches 97.0%. 展开更多
关键词 Image segmentation ERYTHROCYTE cell counting K-MEANS seed prediction
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Effects of curcumin nanoparticles on proliferation and VEGF expression of human retinal pigment epithelial cells 被引量:1
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作者 Hai-Sheng Zheng Yu-Qing Lan +2 位作者 Xing-Wu Zhong Huai-Sheng Zhou Jia-Yao Xu 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2022年第6期905-913,共9页
AIM:To investigate the effects of curcumin(Cur)nanoparticles loaded with chitosan derivatives grafted by deoxycholic acid(Chit-DC)on human retinal pigment epithelial(h RPE)cell proliferation and vascular endothelial g... AIM:To investigate the effects of curcumin(Cur)nanoparticles loaded with chitosan derivatives grafted by deoxycholic acid(Chit-DC)on human retinal pigment epithelial(h RPE)cell proliferation and vascular endothelial growth factor(VEGF)m RNA expression.METHODS:Cur nanoparticles were synthesized with Chit-DC as the carrier and Cur as the supported drug.Cell counting kit-8(CCK-8)method was used to detect the effects of different concentrations of Cur/Chit-DC,Chit-DC,and Cur on the proliferation of h RPE cells for different times.The changes of Cur/Chit-DC and Cur on h RPE cell cycle were determined by flow cytometry.Semi-quantitative reverse transcription-polymerase chain reaction(RT-PCR)was used to detect the m RNA expression levels of VEGF in h RPE cells treated with Cur,Chit-DC and Cur/Chit-DC at 10μg/m L for 24 h.RESULTS:Different concentrations of Chit-DC nanoparticle treated h RPE cells had no significant difference in terms of optical density(OD)values compared with the control group at 24 h and 48 h.Moreover,there was no change in the cell morphology under a light microscope.After 24 h treatment with Cur/Chit-DC and Cur,the percentage of G0-G1 phase cells increased and the percentage of S phase cells decreased in all concentration groups.Cur/Chit-DC and Cur in all concentration groups inhibited the proliferation of h RPE cells in a time and dose dependent manner,and reduced the expression level of VEGF m RNA.CONCLUSION:The Cur/Chit-DC nanoparticles can release Cur continuously and have sustained release function.Both Cur/Chit-DC nanoparticles and Cur could inhibit h RPE cells cultured in vitro,and could reduce the expression level of VEGF m RNA in h RPE cells. 展开更多
关键词 CURCUMIN retinal pigment epithelial cells vascular endothelial growth factor cell counting kit-8 polymerase chain reaction
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Cell counting for in vivo flow cytometry signals with baseline drift
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作者 Xiaoling Wang Yuanzhen Suo +3 位作者 Dan Wei Hao He Fan Wu Xunbin Wei 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2017年第3期133-142,共10页
In biomedical research fields,the in vio Aow cytometry(IVFC)is a widely used technology which is able to monitor target cells dynamically in living animals.Although the setup of IVFC system has been well established,b... In biomedical research fields,the in vio Aow cytometry(IVFC)is a widely used technology which is able to monitor target cells dynamically in living animals.Although the setup of IVFC system has been well established,baseline drift is still a challenge in the process of quantifying circulating cells.Previous methods,i.e.,the dynamic peak picking method,counted cells by setting a static threshold without considering the baseline drift,leading to an inaccurate cell quantification.Here,we developed a method of cell counting for IVFC data with baseline drift by interpolation fitting,automatic segmentation and wavelet-based denoising.We demonstrated its performance for IVFC signals with three types of representative baseline drift.Compared with non-baseline correction methods,this method showed a higher sensitivity and specificity,as well as a better result in the Pearson's correlation coefficient and the mean-squared error(MSE). 展开更多
关键词 In vivo fow cytometry cell counting baseline drift signal processing.
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Deep learning method for cell count from transmitted-light microscope 被引量:1
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作者 Mengyang Lu Wei Shi +3 位作者 Zhengfen Jiang Boyi Li Dean Ta Xin Liu 《Journal of Innovative Optical Health Sciences》 SCIE EI CSCD 2023年第5期115-127,共13页
Automatic cell counting provides an effective tool for medical research and diagnosis.Currently,cell counting can be completed by transmitted-light microscope,however,it requires expert knowledge and the counting accu... Automatic cell counting provides an effective tool for medical research and diagnosis.Currently,cell counting can be completed by transmitted-light microscope,however,it requires expert knowledge and the counting accuracy which is unsatisfied for overlapped cells.Further,the image-translation-based detection method has been proposed and the potential has been shown to accomplish cell counting from transmitted-light microscope,automatically and effectively.In this work,a new deep-learning(DL)-based two-stage detection method(cGAN-YOLO)is designed to further enhance the performance of cell counting,which is achieved by combining a DL-based fluorescent image translation model and a DL-based cell detection model.The various results show that cGAN-YOLO can effectively detect and count some different types of cells from the acquired transmitted-light microscope images.Compared with the previously reported YOLO-based one-stage detection method,high recognition accuracy(RA)is achieved by the cGAN-YOLO method,with an improvement of 29.80%.Furthermore,we can also observe that cGAN-YOLO obtains an improvement of 12.11%in RA compared with the previously reported image-translation-based detection method.In a word,cGAN-YOLO makes it possible to implement cell counting directly from the experimental acquired transmitted-light microscopy images with high flexibility and performance,which extends the applicability in clinical research. 展开更多
关键词 Automatic cell counting transmitted-light microscope deep-learning fluorescent image translation.
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Blood neutrophil extracellular traps:a novel target for the assessment of mammary health in transition dairy cows
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作者 Luyi Jiang Huizeng Sun +3 位作者 Fengfei Gu Jin He Fengqi Zhao Jianxin Liu 《Journal of Animal Science and Biotechnology》 SCIE CAS CSCD 2023年第3期1068-1079,共12页
Background:Mammary health is important for transition dairy cows and has been well recognized to exert decisive effects on animal welfare.However,the factors influencing mammary health are still unclear.Differential s... Background:Mammary health is important for transition dairy cows and has been well recognized to exert decisive effects on animal welfare.However,the factors influencing mammary health are still unclear.Differential somatic cell count(DSCC)could reflect the mastitis risk since it is the percentage of neutrophils plus lymphocytes in total somatic cells and could be reflective of mammary health of dairy cows.This work aimed to investigate the assessment and prognosis of the health of transition cows based on blood neutrophil extracellular traps(NETs).Results:Eighty-four transition Holstein dairy cows were selected.The serum was sampled in all the animals at week 1 pre-and postpartum,and milk was sampled at week 1 postpartum.Based on the DSCC in milk at week 1,cows with lower(7.4%±4.07%,n=15)and higher(83.3%±1.21%,n=15)DSCCs were selected.High DSCC cows had higher levels of red blood cell counts(P<0.05),hemoglobin(P=0.07),and hematocrit(P=0.05),higher concentrations of serum oxidative variables[reactive oxygen species(P<0.05),malondialdehyde(P<0.05),protein carbonyl(P<0.05),and 8-hydroxy-2-deoxyguanosine(P=0.07)],higher levels of serum and milk NETs(P<0.05)and blood-milk barrier indicators,including serumβ-casein(P=0.05)and milk immunoglobulin G2(P=0.09),than those of low DSCC cows.In addition,lower concentrations of serum nutrient metabolites(cholesterol and albumin)(P<0.05)and a lower level of serum deoxyribonuclease I(P=0.09)were observed in high DSCC cows than in low DSCC cows.Among the assessments performed using levels of the three prepartum serum parameters(NETs,deoxyribonuclease I andβ-casein),the area under the curve(0.973)of NETs was the highest.In addition,the sensitivity(1.00)and specificity(0.93)were observed for the discrimination of these cows using NETs levels with a critical value of 32.2 ng/mL(P<0.05).Conclusions:The formation of NETs in blood in transition dairy cows may damage the integrity of the blood-milk barrier and thereby increase the risk for mastitis in postpartum cows. 展开更多
关键词 Blood-milk barrier Differential somatic cell count Mastitis risk Neutrophil extracellular traps
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Heparin-binding protein combined with human serum albumin in early assessment of community-acquired pneumonia:A retrospective study
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作者 Jing Liu Ying Zhang +4 位作者 Yu-Wei Luo Yi-Yu Hong Shuo Wang Bin Liu Yan-Tao Zheng 《Journal of Acute Disease》 2023年第4期140-144,共5页
Objective:To investigate the application of heparin-binding protein along with albumin(HBP+ALB)in evaluating the severity of community-acquired pneumonia(CAP)and compares it with single HBP,white blood cells(WBCs),C-r... Objective:To investigate the application of heparin-binding protein along with albumin(HBP+ALB)in evaluating the severity of community-acquired pneumonia(CAP)and compares it with single HBP,white blood cells(WBCs),C-reactive protein(CRP),and procalcitonin(PCT).Methods:A total of 226 patients with CAP admitted to the Emergency Department of Zhujiang Hospital,Southern Medical University,Guangdong,China,between March 1,2021,and March 1,2022,were enrolled.The patients were grouped into two groups:mild CAP(n=175)and severe CAP(sCAP)(n=51).Patients'characteristics and laboratory data were obtained.ROC curve and the value of the area under the curve(AUC)were used to evaluate the predictive values of HBP,ALB,WBC,CRP,and PCT.Results:WBC count,CRP,PCT,HBP,creatinine,and D-dimer were higher in the sCAP group,while ALB was lower in the sCAP group(P<0.05)than those in the mild CAP group.The AUCs of WBC,CRP,PCT,HBP,and HBP+ALB were 0.633(95%CI:0.545-0.722,P<0.05),0.635(95%CI:0.542-0.729,P<0.05),0.705(95%CI:0.619-0.791,P<0.05),0.809(95%CI:0.736-0.883,P<0.05),and 0.889(95%CI:0.842-0.936,P<0.05),respectively.Conclusions:HBP+ALB has a higher predictive value than single HBP,PCT,CRP and WBC used alone for the early assessment of CAP. 展开更多
关键词 Community-acquired pneumonia Heparin-binding protein ALBUMIN PROCALCITONIN White blood cell count C-reactive protein
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Inflammatory response in confirmed non-diabetic foot and ankle infections:A case series with normal inflammatory markers
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作者 Amr Hassan Ahmed Shah Ahmed +2 位作者 Ahmed Barakat Jitendra Mangwani Helena White 《World Journal of Orthopedics》 2023年第3期136-145,共10页
BACKGROUND The distinction between foot and ankle wound healing complications as opposed to infection is crucial for the appropriate and efficacious allocation of antibiotic therapy.Multiple reports have focused on th... BACKGROUND The distinction between foot and ankle wound healing complications as opposed to infection is crucial for the appropriate and efficacious allocation of antibiotic therapy.Multiple reports have focused on the diagnostic accuracy of different inflammatory markers,however,mainly in the diabetic population.AIM To evaluate the diagnostic accuracy of white cell count(WCC)and C-reactive protein(CRP)as diagnostic tools for this distinction in the non-diabetic cohort.METHODS Data was reviewed from a prospectively maintained Infectious Diseases Unit database of 216 patients admitted at Leicester University Hospitals–United Kingdom with musculoskeletal infections over the period between July 2014 and February 2020(68 mo).All patients with confirmed diagnosis of diabetes were excluded while only those with confirmed microbiological or clinical diagnosis of foot or ankle infection were included in our study.For the included patients,we retrospectively retrieved the inflammatory markers(WCCs and CRP)at the time of presentation.Values of CRP 0-10 mg/L and WCC 4.0-11.0×109/L were considered normal.RESULTS After exclusion of patients with confirmed diabetes,25 patients with confirmed foot or ankle infections were included.All infections were confirmed microbiolo-gically with positive intra-operative culture results.7(28%)patients with osteomyelitis(OM)of the foot,11(44%)with OM of the ankle,5(20%)with ankle septic arthritis and 2(8%)patients with post-surgical wound infection were identified.Previous bony surgery was identified in 13(52%)patients,either a corrective osteotomy or an open reduction and internal fixation for a foot or ankle fracture with the infection developing on top of the existing metalwork.21(84%)patients did have raised inflammatory markers while 4(16%)patients failed to mount an inflammatory response even with subsequent debridement and removal of metal work.CRP sensitivity was 84%,while WCC sensitivity was only 28%.CONCLUSION CRP has a relatively good sensitivity in the diagnosis of foot and ankle infections in non-diabetic patients,whereas WCC is a poor inflammatory marker in the detection of such cases.In presence of clinically high level of suspicion of foot or ankle infection,a normal CRP should not rule out the diagnosis of OM. 展开更多
关键词 OSTEOMYELITIS Septic arthritis Surgical site infection Inflammatory markers C-reactive protein White cell count
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Udder Health Status of First Parity Dairy Cows in Early-Lactation Based on Somatic Cell Count Categories
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作者 Găvan Constantin Riza Mihaela 《Open Journal of Animal Sciences》 2023年第3期398-407,共10页
The main aim of this study was to investigate the prevalence of intramammary infection (IMI) in early-lactation of primiparous cows using milk recording cow composite somatic cell count (CSCC) categories (combining th... The main aim of this study was to investigate the prevalence of intramammary infection (IMI) in early-lactation of primiparous cows using milk recording cow composite somatic cell count (CSCC) categories (combining the first 2 milk recording results after calving). Another aim was to evaluate the milk urea (MU) content as a potential supplementary indicator to SCC or CSCC for the identification of IMI in primiparous cows after calving. This retrospective observational study was conducted on records of test-day of primiparous cows over a period of 6 years (January 2016 to December 2021. The SCC data for 158 Holstein Friesian primiparous cows, with their first milk recording 5 to 35 days after calving and their second milk recording 28 to 56 days in milk (DIM), were identified. Each primiparous cow was assigned a CSCC category (low-low, low-high, high-low or high-high) based on the CSCC at the first 2 milking recordings using the following cut-offs: ≤150,000 cells/ml (low), >150,000 cells/ml (high). The association between CSCC categories and MV content was analyzed using correlation models. At the first milk recording, a proportion of 63.29% was in the low SCC category, and the rest (36.71%) was in the high SCC category. At the second milk recording, a proportion of primiparous cows in CSCC categories was 59.49%, 3.80%, 27.85% and 8.86% in low-low, low-high, high-low and high-high, respectively. At the second milk recording, a proportion of 12.66% of primiparous cows was in the high CSCC category and a proportion of 87.34% of primiparous cows was in the low CSCC category, indicating a poor and a good udder health, respectively. The association of SCC with MU content in low and in high SCC categories at the first milk recording was positive and moderate (+0.49) and negative and strong (-0.97), respectively. The association of CSCC categories with MU contents at the second milk recording was inconclusive. We concluded that CSCC categories may be a useful tool for identifying success and problems regarding the udder health of primiparous cows in early lactation. 展开更多
关键词 Intramammary Infection Somatic Cell Count Composite Somatic Cell Count Milk Urea Content
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An Interconnection between Elevated SCC Levels in Milk around the First Artificial Insemination and Pregnancy Rate in Dairy Cows
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作者 Găvan Constantin 《Open Journal of Animal Sciences》 2023年第4期529-538,共10页
The aim of this study was to evaluate the impact of the somatic cell count (SCC) levels measured at 28-test-day intervals or pregnancy rate at the first artificial insemination of Holstein Friesian cows. All necessary... The aim of this study was to evaluate the impact of the somatic cell count (SCC) levels measured at 28-test-day intervals or pregnancy rate at the first artificial insemination of Holstein Friesian cows. All necessary information was taken from test day and farm records. Levels of SCC in milk, 30 days before, and 30 days after the first artificial insemination (FAI) date were divided into 4 categories and their interconnection with pregnancy rate (PR) at FAI was evaluated by applying logistic models. A SCC threshold of 150.000 cells/ml of milk was used to differentiate uninfected udders and infected udders of Holstein Friesian cows. A level of SCC > 150.000 cells/ml in milk, and a level of SCC < 150.000 cells/ml before and after FAI respectively were considered udders with new infections. A level of SCC > 150.000 cells/ml in milk before FAI as well as after FAI, was considered chronically infected udders or subclinical intramammary infections (IMI). Data from 792 FAIs from farm and test day records over a 4-year period (2019-2022) were evaluated. The outcome of this study revealed that the risk for low PR at the first AI was increased in cows with infected udders (OR = 1.33, CI 0.99 - 1.78), compared with uninfected udders. Increased levels of SCC after FAI had a negative effect on PR, while before FAI was not affected. To achieve a good PR, mastitis control measures must be fully adopted to a large extent around the first AI. 展开更多
关键词 Somatic Cell Count FERTILITY Pregnant Rate Test-Day-Milk Data
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