Next-generation sequencing(NGS) technology is capable of sequencing millions or billions of DNA molecules simultaneously.Therefore, it represents a promising tool for the analysis of molecular targets for the initial ...Next-generation sequencing(NGS) technology is capable of sequencing millions or billions of DNA molecules simultaneously.Therefore, it represents a promising tool for the analysis of molecular targets for the initial diagnosis of disease, monitoring of disease progression, and identifying the mechanism of drug resistance. On behalf of the Tumor Biomarker Committee of the Chinese Society of Clinical Oncology(CSCO) and the China Actionable Genome Consortium(CAGC), the present expert group hereby proposes advisory guidelines on clinical applications of NGS technology for the analysis of cancer driver genes for precision cancer therapy. This group comprises an assembly of laboratory cancer geneticists, clinical oncologists, bioinformaticians,pathologists, and other professionals. After multiple rounds of discussions and revisions, the expert group has reached a preliminary consensus on the need of NGS in clinical diagnosis, its regulation, and compliance standards in clinical sample collection. Moreover, it has prepared NGS criteria, the sequencing standard operation procedure(SOP), data analysis, report, and NGS platform certification and validation.展开更多
Thin film coating is a process of making liquid film cover and deposit base body surface by the way of dipping, spraying, sliding or spin coating, which is a kind of modern surface engineering. It plays an important r...Thin film coating is a process of making liquid film cover and deposit base body surface by the way of dipping, spraying, sliding or spin coating, which is a kind of modern surface engineering. It plays an important role in the actual processing, such as improving the surface properties, fine processing, and new surface properties. Analysis of the influence of substrating morphology and fluid flow properties itself on coating fluid motion has an important significance to optimize the thin film coating and improve the quality of the final film. The influence from uneven substrate surface’s geometry configuration on internal motion of the flow field in slip-coating is analyzed by using the FLUENT software as a calculation platform. A two-dimension model of slip coating under isosceles triangle and isosceles trapezoid substrate was established, and thin film coating fluid motions under different configuration parameters were simulated. It is pointed out that the key factor determining the turbulence generation and evolution is the parameter of substrating surface nature. The effects of the change of Reynolds number on turbulent appearance and action area are studied. The velocity contours of fluid field on different substrate surfaces are shown, and the impact of substrate geometry on the backwater region is analyzed.展开更多
The change in the coordination environment of the active sites of a fuel cell cathode catalyst provides a new modulation strategy for stimulating the catalyst’s oxygen reduction reaction activity.The thermodynamic an...The change in the coordination environment of the active sites of a fuel cell cathode catalyst provides a new modulation strategy for stimulating the catalyst’s oxygen reduction reaction activity.The thermodynamic and electronic properties of the FeCoN5A and FeCoN6A catalyst structures with nonmetallic A-doped(A=B,N,O,P,and S)coordination were calculated and analyzed based on density functional theory.The modulation order of G*OH by different A-doped FeCo bimetal pairs(BMPs)was as follows:S>P>O>N/C>B.There was a dynamic distribution of charges in the coordination environment during the adsorption of OH,which resulted in inversely proportional relationship with the charge transfer between the adsorbate OH,active site,first coordination layer,and second coordination layer in turn.Descriptors of the orbital energy levels of neighboring nonmetal atoms were constructed based on the p-electron number and electronegativity of the doped nonmetal A.The change of the orbital energy levels of the first coordination atom during the adsorption process caused the structure to exhibit different adsorption energies.This study provides new insights on the non-metallic modulation of the M-N-C coordination environment to improve the oxygen reduction reaction activity.展开更多
SARS-CoV-2 infection causes complicated clinical manifestations with variable multi-organ injuries,how-ever,the underlying mechanism,in particular immune responses in different organs,remains elusive.In this study,com...SARS-CoV-2 infection causes complicated clinical manifestations with variable multi-organ injuries,how-ever,the underlying mechanism,in particular immune responses in different organs,remains elusive.In this study,comprehensive transcriptomic alterations of 14 tissues from rhesus macaque infected with SARS-CoV-2 were analyzed.Compared to normal controls,SARS-CoV-2 infection resulted in dysregulation of genes involving diverse functions in various examined tissues/organs,with drastic transcriptomic changes in cerebral cortex and right ventricle.Intriguingly,cerebral cortex exhibited a hyperinflammatory state evidenced by sig-nificant upregulation of inflammation response-related genes.Meanwhile,expressions of coagulation,angio-genesis and fibrosis factors were also up-regulated in cerebral cortex.Based on our findings,neuropilin 1(NRP1),a receptor of SARS-CoV-2,was significantly elevated in cerebral cortex post infection,accompanied by active immune response releasing inflammatory factors and signal transmission among tissues,which enhanced infection of the central nervous system(CNS)in a positive feedback way,leading to viral encephalitis.Overall,our study depicts a multi-tissue/organ tran-scriptomic landscapes of rhesus macaque with early infection of SARS-CoV-2,and provides important insights into the mechanistic basis for COVID-19-asso-ciated clinical complications.展开更多
The mechanism of oxidation and degradation effect of phytate-modified biochar catalyzed persulfate on Ponceau 2R was investigated.Chemical-structural properties of phytate-modified biochar,such as surface morphology a...The mechanism of oxidation and degradation effect of phytate-modified biochar catalyzed persulfate on Ponceau 2R was investigated.Chemical-structural properties of phytate-modified biochar,such as surface morphology and surface oxygen-containing functional groups were characterized.The results suggest that modified biochar has better oxidation performance than unmodified biochar,and the modified biochar generated at 500℃pyrolysis temperature can catalyze peroxymonosulfate(PMS)system with high efficiency,in large pH and temperature scope.And the degradation mechanism of Ponceau 2R by biochar-catalyzed PMS generation(BC-PMS)system was researched.It revealed that PBC300(phytate-modified biochar pyrolyzed at 300℃),PBC500(phytate-modified biochar pyrolyzed at 500℃),and PBC700(phytate-modified biochar pyrolyzed at 700℃)may have metaphosphoric acid linked to oxygen atoms and metaphosphoric acid linked in a bridging manner on the surface of biochar,catalyzing the production of hydroxyl radicals by PMS.PBC700 catalyzes the production of singlet oxygen by PMS through its structural defects,and singlet oxygen is the main catalytic product of PBC700.展开更多
Background:Neuroendocrine carcinomas of the gastrointestinal tract(GINECs)remain a disease of grim prognosis with limited therapeutic options.Their molecular characteristics are still undefined.This study aimed to exp...Background:Neuroendocrine carcinomas of the gastrointestinal tract(GINECs)remain a disease of grim prognosis with limited therapeutic options.Their molecular characteristics are still undefined.This study aimed to explore the underlying genetic basis and heterogeneity of GI-NECs.Methods:Comprehensive genomic analysis using whole-exome sequencing was performed on 143 formalin-fixed,paraffin-embedded samples of surgically resected GI-NEC with a thorough histological evaluation.Mutational signatures,somatic mutations,and copy number aberrations were analyzed and compared across anatomic locations and histological subtypes.Survival analysis was conducted to identify the independent factors.Results:In total,143GI-NECswere examined:the stomach,87 cases(60.8%);the esophagus,29 cases(20.3%);the colorectum,20 cases(14.0%);and the small intestine,7 cases(4.9%).Eighty-three(58.0%)and 60(42.0%)cases were subclassified into small cell and large cell subtypes,respectively.GI-NECs showed distinct genetic alterations from their lung counterparts and non-neuroendocrine carcinomas in the same locations.Obvious heterogeneity of mutational signatures,somatic mutations,and copy number variations was revealed across anatomic locations rather than histological subtypes.Except for tumor protein p53(TP53)and retinoblastoma 1(RB1),the most frequently mutated genes in the stomach,esophagus,colorectum,and small intestine were low-density lipoprotein receptor-related protein 1B(LRP1B),notch receptor 1(NOTCH1),adenomatosis polyposis coli(APC),catenin beta 1(CTNNB1),respectively.Mutations in the WNT-β-catenin,NOTCH and erythroblastic leukemia viral oncogene B(ERBB)pathwayswere prevalently identified in gastric,esophageal,and colorectalNECs,respectively.Importantly,104(72.7%)GI-NECs harbored putative clinically relevant alterations,and non-gastric location and RB1 bi-allelic inactivation with copy number alterations were identified as two independent poor prognostic factors.Furthermore,we found that tumor cells in GI-NECs first gain clonal mutations in TP53,RB1,NOTCH1 and APC,followed by subsequent wholegenome doubling(WGD)and post-WGD clonal mutations in LRP1B,CUB and Sushi multiple domains 3(CSMD3),FAT tumor suppressor homolog 4(FAT4)and erb-b2 receptor tyrosine kinase 4(ERBB4),and finally develop subclonal mutations.Conclusions:GI-NECs harbor distinct genomic landscapes and demonstrate significant genetic heterogeneity across different anatomic locations.Moreover,potentially actionable alterations and prognostic factors were revealed for GI-NECs.展开更多
Professor Tonghua Liu(刘彤华)was an academician of the Chinese Academy of Engineering,a renowned medical scientist,pathologist,medical educator and professor of the Pathology Department in Peking Union Medical College...Professor Tonghua Liu(刘彤华)was an academician of the Chinese Academy of Engineering,a renowned medical scientist,pathologist,medical educator and professor of the Pathology Department in Peking Union Medical College Hospital(PUMCH)(Fig.1).She passed away from illness on July 8th,2018 at PUMCH.She was 89(PUMCH,2018).Prof.Liu was born on November 13th,1929 in Wuxi,Jiangsu Province.She studied at the Medical School of Saint John's University in Shanghai from 1947 to 1953(Fang et al.,2009).展开更多
Objective:The genomic landscapes of metastatic colorectal cancer(mCRC)have been extensively studied;however,the genetic mechanisms underlying the locoregional recurrence(LR)of CRC remain unclear.The objective of our s...Objective:The genomic landscapes of metastatic colorectal cancer(mCRC)have been extensively studied;however,the genetic mechanisms underlying the locoregional recurrence(LR)of CRC remain unclear.The objective of our study was to investigate genomic evolution during LR in CRC using high-throughput sequencing.Methods:Twenty-three CRC patients with matched primary and LR tissues were recruited from Nanfang Hospital and Zhejiang Cancer Hospital between January 2011 and December 2018.The last date of follow-up was March 2020.Tissue samples were analyzed by whole-exome sequencing and the genomic profiles were depicted by single nucleotide variation,mutational signature,copy number variation,clonal architecture,and other features.The evolutionary process was speculated with comparison of the genetic variations between primary and LR lesions.The disseminating clusters from primary to LR lesions were identified by variant allele frequency dynamics.Furthermore,the early-recurrent biomarker was explored by comparing the indel signature between early-and late-recurrent patients.The study was approved by the Institutional Review Board of Nanfang Hospital of Southern Medical University(approval No.2020010)on September 11,2020.Results:The results highlighted distinct origins of LR between patients with high microsatellite instability and microsatellite stability.LR lesions evolved independently in patients with high microsatellite instability,while LR lesions were highly clonally related to the primary lesions in patients with microsatellite stability.Late-acquired variations in LR lesions encompassed a wide range of driver genes involved in histone methylation,DNA replication,T cell activation,PDCD1 gain,and LMNA loss.Furthermore,clonal analysis of the disseminating cells identified a dominant polyclonal seeding pattern during LR.The indel signature ID4 was associated with significantly shorter disease-free survival in patients with relapsed CRC according to a public dataset.Conclusion:These findings pose a challenge for the development of new approaches targeting the interactions of multiple clones in the establishment of LR and in terms of optimizing the clinical management of susceptible patients.展开更多
Aiming at fast moving targets, such as ships, high-speed vehicles andathletes, this paper discusses a series of target detection algorithms based on neuralnetwork, YOLOv3 and background modeling. Compared KCF tracking...Aiming at fast moving targets, such as ships, high-speed vehicles andathletes, this paper discusses a series of target detection algorithms based on neuralnetwork, YOLOv3 and background modeling. Compared KCF tracking with SSDtracking, Gaussian filter was applied to remove noise from pictures, and edgepreserving filter was used to preserve edge features. Moreover, the algorithmcombining deepsort tracking algorithm with YOLOv3 detection algorithm canimprove the accuracy of YOLOv3 target detection, solve the problem of targetloss during target tracking, adjust the frame size in real time, and improve the fitwith the target position. Experiments show that the proposed algorithm based ondetection before tracking has strong learning ability and robustness to unknownenvironment.展开更多
基金supported by grants from Guangdong Provincial Key Lab of Translational Medicine in Lung Cancer (Grant No. 2017B030314120)General Research Project of Guangzhou Science and Technology Bureau (Grant No. 201607010391)+1 种基金National Key Research and Development Program of China (Grant No. 2016YFC1303800)Guangdong Provincial Applied S&T R&D Program (Grant No. 2016B020237006)
文摘Next-generation sequencing(NGS) technology is capable of sequencing millions or billions of DNA molecules simultaneously.Therefore, it represents a promising tool for the analysis of molecular targets for the initial diagnosis of disease, monitoring of disease progression, and identifying the mechanism of drug resistance. On behalf of the Tumor Biomarker Committee of the Chinese Society of Clinical Oncology(CSCO) and the China Actionable Genome Consortium(CAGC), the present expert group hereby proposes advisory guidelines on clinical applications of NGS technology for the analysis of cancer driver genes for precision cancer therapy. This group comprises an assembly of laboratory cancer geneticists, clinical oncologists, bioinformaticians,pathologists, and other professionals. After multiple rounds of discussions and revisions, the expert group has reached a preliminary consensus on the need of NGS in clinical diagnosis, its regulation, and compliance standards in clinical sample collection. Moreover, it has prepared NGS criteria, the sequencing standard operation procedure(SOP), data analysis, report, and NGS platform certification and validation.
文摘Thin film coating is a process of making liquid film cover and deposit base body surface by the way of dipping, spraying, sliding or spin coating, which is a kind of modern surface engineering. It plays an important role in the actual processing, such as improving the surface properties, fine processing, and new surface properties. Analysis of the influence of substrating morphology and fluid flow properties itself on coating fluid motion has an important significance to optimize the thin film coating and improve the quality of the final film. The influence from uneven substrate surface’s geometry configuration on internal motion of the flow field in slip-coating is analyzed by using the FLUENT software as a calculation platform. A two-dimension model of slip coating under isosceles triangle and isosceles trapezoid substrate was established, and thin film coating fluid motions under different configuration parameters were simulated. It is pointed out that the key factor determining the turbulence generation and evolution is the parameter of substrating surface nature. The effects of the change of Reynolds number on turbulent appearance and action area are studied. The velocity contours of fluid field on different substrate surfaces are shown, and the impact of substrate geometry on the backwater region is analyzed.
基金funded by the National Natural Science Foundation of China(Nos.61701288 and 51706128)the basic research plan of natural science in Shaanxi province(No.2021JM-485)the key scientific research project of Shaanxi provincial education department(No.20JS019).
文摘The change in the coordination environment of the active sites of a fuel cell cathode catalyst provides a new modulation strategy for stimulating the catalyst’s oxygen reduction reaction activity.The thermodynamic and electronic properties of the FeCoN5A and FeCoN6A catalyst structures with nonmetallic A-doped(A=B,N,O,P,and S)coordination were calculated and analyzed based on density functional theory.The modulation order of G*OH by different A-doped FeCo bimetal pairs(BMPs)was as follows:S>P>O>N/C>B.There was a dynamic distribution of charges in the coordination environment during the adsorption of OH,which resulted in inversely proportional relationship with the charge transfer between the adsorbate OH,active site,first coordination layer,and second coordination layer in turn.Descriptors of the orbital energy levels of neighboring nonmetal atoms were constructed based on the p-electron number and electronegativity of the doped nonmetal A.The change of the orbital energy levels of the first coordination atom during the adsorption process caused the structure to exhibit different adsorption energies.This study provides new insights on the non-metallic modulation of the M-N-C coordination environment to improve the oxygen reduction reaction activity.
基金supported by grants from National Key R&D Program of China(2020YFC0848900)CAS Key Research Projects of the Frontier Science(QYZDY-SSW-SMC027)+5 种基金National Natural Science Foundation of China(31625016 and 81788101)K.C.Wong Education Foundation(GJTD-2019-08)Chinese Academy of Medical Sciences(CAMS)Initiative for Innovative Medicine(2016-I2M-2-001,2017-I2M-2-006,2020-I2M-CoV19-003,2020-I2M-CoV19-007)the Youth Innovation Promotion Association,CAS(2018133)China National Postdoctoral Program for Innovative Talents(BX2021291)Shanghai Municipal Science and Technology Major Project(2017SHZDZX01).
文摘SARS-CoV-2 infection causes complicated clinical manifestations with variable multi-organ injuries,how-ever,the underlying mechanism,in particular immune responses in different organs,remains elusive.In this study,comprehensive transcriptomic alterations of 14 tissues from rhesus macaque infected with SARS-CoV-2 were analyzed.Compared to normal controls,SARS-CoV-2 infection resulted in dysregulation of genes involving diverse functions in various examined tissues/organs,with drastic transcriptomic changes in cerebral cortex and right ventricle.Intriguingly,cerebral cortex exhibited a hyperinflammatory state evidenced by sig-nificant upregulation of inflammation response-related genes.Meanwhile,expressions of coagulation,angio-genesis and fibrosis factors were also up-regulated in cerebral cortex.Based on our findings,neuropilin 1(NRP1),a receptor of SARS-CoV-2,was significantly elevated in cerebral cortex post infection,accompanied by active immune response releasing inflammatory factors and signal transmission among tissues,which enhanced infection of the central nervous system(CNS)in a positive feedback way,leading to viral encephalitis.Overall,our study depicts a multi-tissue/organ tran-scriptomic landscapes of rhesus macaque with early infection of SARS-CoV-2,and provides important insights into the mechanistic basis for COVID-19-asso-ciated clinical complications.
基金This work was supported by the National Key Research and Development Program of China(2016YFA0100701 and 2018YFA0107601)the National Natural Science Foundation of China(91640116,91940302,31622033,and 31821091)the Fundamental Research Funds for the Central Universities(3332018008).
基金the 13th Five-Year key research program of China(2017YFB0308303)Key Research&Development programs of Shaanxi Province(2018SF363)Key Research&Development programs of Weiyang District,Xian(202043).
文摘The mechanism of oxidation and degradation effect of phytate-modified biochar catalyzed persulfate on Ponceau 2R was investigated.Chemical-structural properties of phytate-modified biochar,such as surface morphology and surface oxygen-containing functional groups were characterized.The results suggest that modified biochar has better oxidation performance than unmodified biochar,and the modified biochar generated at 500℃pyrolysis temperature can catalyze peroxymonosulfate(PMS)system with high efficiency,in large pH and temperature scope.And the degradation mechanism of Ponceau 2R by biochar-catalyzed PMS generation(BC-PMS)system was researched.It revealed that PBC300(phytate-modified biochar pyrolyzed at 300℃),PBC500(phytate-modified biochar pyrolyzed at 500℃),and PBC700(phytate-modified biochar pyrolyzed at 700℃)may have metaphosphoric acid linked to oxygen atoms and metaphosphoric acid linked in a bridging manner on the surface of biochar,catalyzing the production of hydroxyl radicals by PMS.PBC700 catalyzes the production of singlet oxygen by PMS through its structural defects,and singlet oxygen is the main catalytic product of PBC700.
基金Chinese Academy of Medical Sciences Innovation Fund for Medical Sciences,Grant/Award Number:2021-I2M-1-002National High Level Hospital Clinical Research Funding,Grant/Award Number:2022-PUMCH-A-001National Natural Science Foundation of China,Grant/Award Numbers:82072747,82072749。
文摘Background:Neuroendocrine carcinomas of the gastrointestinal tract(GINECs)remain a disease of grim prognosis with limited therapeutic options.Their molecular characteristics are still undefined.This study aimed to explore the underlying genetic basis and heterogeneity of GI-NECs.Methods:Comprehensive genomic analysis using whole-exome sequencing was performed on 143 formalin-fixed,paraffin-embedded samples of surgically resected GI-NEC with a thorough histological evaluation.Mutational signatures,somatic mutations,and copy number aberrations were analyzed and compared across anatomic locations and histological subtypes.Survival analysis was conducted to identify the independent factors.Results:In total,143GI-NECswere examined:the stomach,87 cases(60.8%);the esophagus,29 cases(20.3%);the colorectum,20 cases(14.0%);and the small intestine,7 cases(4.9%).Eighty-three(58.0%)and 60(42.0%)cases were subclassified into small cell and large cell subtypes,respectively.GI-NECs showed distinct genetic alterations from their lung counterparts and non-neuroendocrine carcinomas in the same locations.Obvious heterogeneity of mutational signatures,somatic mutations,and copy number variations was revealed across anatomic locations rather than histological subtypes.Except for tumor protein p53(TP53)and retinoblastoma 1(RB1),the most frequently mutated genes in the stomach,esophagus,colorectum,and small intestine were low-density lipoprotein receptor-related protein 1B(LRP1B),notch receptor 1(NOTCH1),adenomatosis polyposis coli(APC),catenin beta 1(CTNNB1),respectively.Mutations in the WNT-β-catenin,NOTCH and erythroblastic leukemia viral oncogene B(ERBB)pathwayswere prevalently identified in gastric,esophageal,and colorectalNECs,respectively.Importantly,104(72.7%)GI-NECs harbored putative clinically relevant alterations,and non-gastric location and RB1 bi-allelic inactivation with copy number alterations were identified as two independent poor prognostic factors.Furthermore,we found that tumor cells in GI-NECs first gain clonal mutations in TP53,RB1,NOTCH1 and APC,followed by subsequent wholegenome doubling(WGD)and post-WGD clonal mutations in LRP1B,CUB and Sushi multiple domains 3(CSMD3),FAT tumor suppressor homolog 4(FAT4)and erb-b2 receptor tyrosine kinase 4(ERBB4),and finally develop subclonal mutations.Conclusions:GI-NECs harbor distinct genomic landscapes and demonstrate significant genetic heterogeneity across different anatomic locations.Moreover,potentially actionable alterations and prognostic factors were revealed for GI-NECs.
文摘Professor Tonghua Liu(刘彤华)was an academician of the Chinese Academy of Engineering,a renowned medical scientist,pathologist,medical educator and professor of the Pathology Department in Peking Union Medical College Hospital(PUMCH)(Fig.1).She passed away from illness on July 8th,2018 at PUMCH.She was 89(PUMCH,2018).Prof.Liu was born on November 13th,1929 in Wuxi,Jiangsu Province.She studied at the Medical School of Saint John's University in Shanghai from 1947 to 1953(Fang et al.,2009).
基金National Key R&D Program of China(No.2017YFC1309002)National Natural Science Foundation of China(Nos.81672821,81872041,81472313,81773101,81903002,and 82003059)+2 种基金China Postdoctoral Science Foundation(Nos.2019M652963 and 2020M682624)Key projects of Guangdong Natural Science Foundation(No.2018B0303110017)Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Cancer(No.2020B121201004).
文摘Objective:The genomic landscapes of metastatic colorectal cancer(mCRC)have been extensively studied;however,the genetic mechanisms underlying the locoregional recurrence(LR)of CRC remain unclear.The objective of our study was to investigate genomic evolution during LR in CRC using high-throughput sequencing.Methods:Twenty-three CRC patients with matched primary and LR tissues were recruited from Nanfang Hospital and Zhejiang Cancer Hospital between January 2011 and December 2018.The last date of follow-up was March 2020.Tissue samples were analyzed by whole-exome sequencing and the genomic profiles were depicted by single nucleotide variation,mutational signature,copy number variation,clonal architecture,and other features.The evolutionary process was speculated with comparison of the genetic variations between primary and LR lesions.The disseminating clusters from primary to LR lesions were identified by variant allele frequency dynamics.Furthermore,the early-recurrent biomarker was explored by comparing the indel signature between early-and late-recurrent patients.The study was approved by the Institutional Review Board of Nanfang Hospital of Southern Medical University(approval No.2020010)on September 11,2020.Results:The results highlighted distinct origins of LR between patients with high microsatellite instability and microsatellite stability.LR lesions evolved independently in patients with high microsatellite instability,while LR lesions were highly clonally related to the primary lesions in patients with microsatellite stability.Late-acquired variations in LR lesions encompassed a wide range of driver genes involved in histone methylation,DNA replication,T cell activation,PDCD1 gain,and LMNA loss.Furthermore,clonal analysis of the disseminating cells identified a dominant polyclonal seeding pattern during LR.The indel signature ID4 was associated with significantly shorter disease-free survival in patients with relapsed CRC according to a public dataset.Conclusion:These findings pose a challenge for the development of new approaches targeting the interactions of multiple clones in the establishment of LR and in terms of optimizing the clinical management of susceptible patients.
文摘Aiming at fast moving targets, such as ships, high-speed vehicles andathletes, this paper discusses a series of target detection algorithms based on neuralnetwork, YOLOv3 and background modeling. Compared KCF tracking with SSDtracking, Gaussian filter was applied to remove noise from pictures, and edgepreserving filter was used to preserve edge features. Moreover, the algorithmcombining deepsort tracking algorithm with YOLOv3 detection algorithm canimprove the accuracy of YOLOv3 target detection, solve the problem of targetloss during target tracking, adjust the frame size in real time, and improve the fitwith the target position. Experiments show that the proposed algorithm based ondetection before tracking has strong learning ability and robustness to unknownenvironment.