Facial Expression Recognition Model Depending on Optimized Support Vector Machine

In computer vision,emotion recognition using facial expression images is considered an important research issue.Deep learning advances in recent years have aided in attaining improved results in this issue.According to recent studies,multiple facial expressions may be included in facial photographs representing a particular type of emotion.It is feasible and useful to convert face photos into collections of visual words and carry out global expression recognition.The main contribution of this paper is to propose a facial expression recognitionmodel(FERM)depending on an optimized Support Vector Machine(SVM).To test the performance of the proposed model(FERM),AffectNet is used.AffectNet uses 1250 emotion-related keywords in six different languages to search three major search engines and get over 1,000,000 facial photos online.The FERM is composed of three main phases:(i)the Data preparation phase,(ii)Applying grid search for optimization,and(iii)the categorization phase.Linear discriminant analysis(LDA)is used to categorize the data into eight labels(neutral,happy,sad,surprised,fear,disgust,angry,and contempt).Due to using LDA,the performance of categorization via SVM has been obviously enhanced.Grid search is used to find the optimal values for hyperparameters of SVM(C and gamma).The proposed optimized SVM algorithm has achieved an accuracy of 99%and a 98%F1 score.

The Construction and Identification of Eukaryotic Expression Vector pEGFP-N1-hTERT

[Objective] The aim of this study is to construct eukaryotic expression vector pEGFP-N1-hTERT and observe its expression in eukaryotic cells.[Method]The eukaryotic expression vector pEGFP-N1-hTERT was constructed with pC1-neo-hTERT and pEGFP-N1 plasmids,and the accuracy of human telomerase reverse transcriptase(hTERT)gene fragment was confirmed by double enzyme digestion and DNA sequencing analysis.After transfecting pEGFP-N1-hTERT into rat fetal neural stem cells(NSCs),the protein localization of human telomerase reverse transcriptase were indirectly observed through green fluorescent protein in the cells,and the correctness of constructed pEGFP-N1-hTERT was certificated by RT-PCR and Western Blot analysis.[Result]The eukaryotic expression vector pEGFP-N1-hTERT had correct structure and could express in eukaryotic cells.[Conclusion]This study laid a foundation for the establishment of immortalized NSCs line in rats.

A Preliminary Analysis on the Construction and Expression of Eukaryotic Expression Vectors of Mytilin and Myticin from Mytilus coruscus

[Objective] The aim was to study the construction and expression of eukaryotic expression vectors of antibacterial peptides （mytilin and myticin） from Mytilus coruscus.[Method] By the screening of antibacterial peptide genes of mytilin and myticin of Mytilus coruscus,five antibacterial peptide genes were selected.Then,the relative eukaryotic expressing vectors were constructed by the use of PCR technique and DNA recombinant technology.Subsequently,they were transferred in to S78 Saccharomyces cerevisia by using LiAC transformation method,and then preliminary expressing analysis was carried out.[Result] Five eukaryotic expressing vectors of antibacterial peptides from Mytilus coruscus were successfully constructed,and the results of mRNA detection revealed that the five antibacterial peptides from Mytilus coruscus were successfully transcribed.[Conclusion] The results provide a basis for using genetic engineering to express antibacterial peptides of mytilin and myticin from Mytilus coruscus,and for developing the further study of antibacterial peptides from Mytilus coruscus based on this.

Reconstruction of a Food-grade Expression Vector in Lactococcus Lactis

[Objective]In order to improve expression vector of L.lactis at food grade and widen application range of original system.[Method] Taking pNZ8149 as basis,the promoter PnisA of pNZ8149 was inserted L.lactis MG1363 and SPusp45 of unknown secretory protein in downstream.Through PCR technology,specific primers were used to delete restriction sites between promoter sequence and signal peptide gene sequence and ensure better distance between SD sequence and start codon to construct secreting expression vector pNZS.The reporter gene gus was recombined into multiple cloning site of pNZS to construct pNZS-gus and L.lactis was transformed by electroporation.10 ng/ml nisin was used for induction culture,then culture solution was conducted GUS staining test.[Result]The new constructed L.lactis N3900/pNZS-gus system could express active GUS protein and GUS protein could be secreted out of cell.[Conclusion]The successful construction of this system lays foundation for secretion expression study of protein and oral vaccine research.

Construction and Identification of siRNA Expression Vector Targeting Nucleocapsid Protein N gene of PRRSV

[ Objective] The aim of this study was to investigate the construction and identification of siRNA expression vector targeting nucleocapsid protein N gone of PRRSV. [Method] Three siRNA oligonucleotides targeting nucleocapsid protein N gone sequence of PRRSV were designed or synthesized, and then inserted into CMV promoter downstream to clone into pSilencer 4,1 -CMV eukaryotic expression vector. The recombinant expression vector was identified by enzyme digestion and DNA sequencing. [ Result] The results showed that the siRNA interference recombinant plasmid vector pSilencer-N targeting nucleocapsid protein gone expression had been successfully constructed. [ Conclusion] This study lays a foundation for studies on the controlling PRRSV by RNA interference technique .

Construction of Double Cross-over Expression Vector for Chloroplast Multicistron in Brassica napus L.

[Objective] This study aimed to construct Brassica napus chloroplast multi- cistron double cross-over expression vector, to lay the foundation for the genetic engi- neering research of Brassica napus chloroplast. [Method] Two primers were designed based on the known Brassica napus chloroplast DNA sequences AF267640 and Z50868 in GenBank. By using PCR method, two Brassica napus L. chloroplast DNA fragments were obtained, which were named RbcL and ACCD. The two Brassica na- pus chloroplast DNA homologous fragments were then cloned into plasmid pMD18-T to obtain recombinant plasmid pHBM715. Tandem expression cassette harboring spectinomycin-resistant gene aadA, mannanase gene man and green fluorescent pro- tein gene gfp was cloned into the plasmid pHBM715, thereby constructing Brassica napus chloroplast multicistron double cross-over expression vector pHBM716, which was transformed into Escherichia coil for expression and identification. [Result] Plate qualitative analysis was conducted for the functional identification of expression cas- sette in the constructed Brassica napus chloroplast multicistron double cross-over ex- pression vector, results showed that the three genes of the same multicistron were all expressed in E. coil [Conclusion] This study successfully constructed Brassica napus chloroplast multicistron double cross-over expression vector, which laid the foundation for the genetic engineering of Brassica napus chloroplast.

Construction of Prokaryotic Expression Vectors of EBP1 Gene from Nervilia Fordii (Hance) Schltr.

[Objective] To construct prokaryotic expression vectors encoding gene Erb3binding protein （EBP1）, which plays important roles in regulating plant organ size from Nervilia fordii （Hance） Schltr. [Methods] PCR products of NfEBP1 with particular restriction sites and expression vectors, pET-28 and pET-16b were digested. Ligation, transformation and selection were performed to construct the recombinant plasmids pET-28-NfEBP1 and pET-16-NfEBP1. The recombinant plasmids were transformed into E. coli BL21 using heat -shock transformation. [Results] Recombinant plasmids pET-28-NfEBP1-1188 and pET-16-NfEBP1-1188 were constructed and transformed into expressional host cells, E. coli BL21, and validated by colony PCR, sequencing and double digestion. [Conclusion] Prokaryotic expression vectors of EBP1 gene from N. fordii were successfully constructed, which laid the foundation for characterization of the gene function.

Construction and Preliminary Identification of Eukaryotic Expression Vector of Cryptosporidium parvum miR-2980

[Objective] This study aimed to construct and preliminarily identify the eu- karyotic expression vector of Cryptosporidium parvum miR-2980. [Method] The cp-miR- 2980 precursor was amplified from C. parvum genomic DNA and cloned into pMD18- T vector. The amplified precursor was then subcloned into pVAX I vector and identi- fied with restriction endonuclease digestion and sequencing. The recombinant plasmid pVAX-miR2980 was transfected into HCT-8 cells. Total RNA was extracted and the expression of cp-miR-2980 was evaluated by RT-PCR detection. [Result] The results showed that the recombinant eukaryotic expression vector pVAX-miR2980 was suc- cessfully constructed, which can express cp-miR-2980 in HCT-8 cell. [Conclusion] This study laid the foundation for further exploring the biological function of cp-miR-2980.

Construction of Plant-based Expression Vector of Polyphosphate Kinase Gene

[Objective] The aim was to construct the fusion expression vector of polyphosphate kinase（PPK） and green fluorescent protein（GFP） genes.[Method] In this study,the primers were designed based on PPK gene sequence（L03719） of E.coli DH5α in Genbank.Genomic DNA of E.coli DH 5α was extracted as template for the amplification of PPK gene by PCR method.By using In-Fusion@ HD Cloning Kit,the PPK gene was directionally cloned into NcoI site of the pCAMBIA1302 vector.[Result] Sequencing results showed that the 2.0 kb long fragment of PPK gene was inserted into the plant-based expression vector pCAMBIA1302 in front of GFP gene.[Conclusion] The fusion expression vector of PPK and GFP genes were successfully constructed.

Construction of Plant Expression Vector for Recombinant Human Epidermal Growth Factor (hEGF)

ObjectiveThis study aimed to construct plant expression vector for recombinant human epidermal growth factor （hEGF） and further to provide a basis for the expression of hEGF in peanut hairy root system. MethodAccording to the hEGF sequence in GenBank, hEGF was synthesized artificially; subsequently, hEGF gene was ligated with green fluorescent protein （GFP） gene, and their ligation product was then amplified with primers flanked with corresponding endonuclease cleavage sites, followed by double digestion by Sal I and EcoR I of the amplified products; next, pRI 101 AN DNA was extracted and digested by both Sal I and EcoR I; susequently, the digestion products of hEGF and GFP ligation fragment by Sal I and EcoR I and the digestion products of pRI 101 AN plasmid DNA by Sal I and EcoR I were ligated, and their ligation product was transformed into Escherichia coli XL10-Gold, followed by extraction of DNA from the recombinants exhibiting green fluorescence, which was then identified by enzymatic digestion and PCR, and the verified recombinant plasmid DNA was named pBZG101. ResultHuman epidermal growth factor gene （hEGF） and green fluorescent protein gene （GFP） were successfully ligated, and their ligation fragment was successfully ligated to pRI 101 AN DNA, finally with the acquirement of the plant expression vector for recombinant human epidermal growth factor-（pBZG101）. ConclusionThe plant expression vector for recombinant human epidermal growth factor-（pBZG101）- was successfully constructed in this study.

Construction of Plant Virus Expression Vector pClYVV/CP/W and Expression of GFP

[ Objective] The study was to report the construction of plant virus expression vector pCIYVV/CP/W and the expression of green fluorescent protein（GFP） with pCIYVV/CP/W, and to develop effective plat virus vector for plant bioreactor to produce useful protein. [ Method] A section of multiple cloning sites among NIb/CP genes in pCIYVV genome and deoxyribonucleotide polylinker of cleavage recognition sequence containing viral protease Nla were cloned with infectivity full-length cDNA of clover yellow vein virus （CIYVV）, and pCIYVV/CP/W vector was constructed, GFP gene was inserted into pCIyVV/CP/W to construct the pCIYVV/CP/W/GFP vector. The transcription situation of recombinant virus clone was detected by RT-PCR, and targeted gene products expressed by recombinant virus clone were detected with western blot （WB）. [Result] The broad bean seedling inoculated with pCIYVV/CP/W/GFP expressed the same symptom as wild type CIYVV, morbidity was of 100%, the result showed that recombinant virus clone pCIYVV/CP/W/GFP didn＇t suppress, insertion of foreign gene didn＇t destroy the open reading frame of pCIYVV/CP/W. Foreign gene can keep living in F, progeny virus genorne steadily, recombinant virus clone pCIYVV/CP/W/GFP could steadily express GFP in progeny virus at least.[ Conclusion] The useful plant virus vector was provided for useful protein expressing.

Sequence Analysis of Transcription Factor AtWRKY35 and Construction of Prokaryotic Expression Vector

As members of a super gene family, WRKY transcription factors are widely distributed in higher plants. ln this study, bioinformatic analysis of WRKY35, a member of the WRKY gene family, was carried out. Results indicated that tran-scription factor WRKY35 harbors a WRKYGQK core domain and a Cys2His2 or Cys2His/Cys zinc finger in the 5’ end without transmembrane domain. After PCR amplification and restriction digestion, WRKY35 gene fragment was ligated to prokaryotic expression vector PET28. This study provided basis for expression anal-ysis of WRKY35 protein and subsequent functional identification of WRKY35 gene.

Construction of Maize Universal Expression Vector PGM-35Sbar and Maize Transformation

[Objective] The paper was to construct maize universal expression vector, in order to provide basis for using transgenic methods to improve abiotic stress tolerance of maize. [Method] Based on the transformation of existing pGreen0229 plant expression vector, phosphinothricin-resistant selectable marker-bar gene driving by CaMv35S promoter was constructed, which could be used to connect target gene of maize expression vector PGM-35Sbar, and transform Ji444 maize inbred lines by pollen tube pathway. [Result] The universal expression vector for PGM-35Sbar maize had been successfully constructed. When the maize plants were transformed, 14 resistant plants were obtained, and 12 plants were identified to be positive plants by PCR detection. [Conclusion] The study provided basis for rapid construction of maize expression vector containing specific target gene.

Establishment of the Agrobacterium-mediated Genetic Transformation System of Ginkgo biloba and the Construction of the Expression Vector of Gb-DXR

[Objective] The research aimed to provide reference for increasing the genetic transformation efficiency of Ginkgo biloba mediated by Agrobacterium.[Method] Taking the mature embryos of Ginkgo biloba seeds as explants,after 48 hours＇ pre-cultivation on MS medium in the absence of phytohormone,GUS gene was transmitted into embryos of Ginkgo biloba mediated by three kinds of Agrobacterium.Transient expression of GUS gene activity was observed through histochemical staining,and the influencing factors of the expression of GUS gene were analyzed.And the expression vector of 1-deoxy-D-xylulose-5-phosphate reductoisomerase in the biosynthesis approach of biobalide precursor of Ginkgo biloba was constructed.[Result] A more suitable genetic transformation scheme was obtained as follows：taking embryos of Ginkgo biloba as explants,using EHA105 Agrobacterium with pCAMBIA1304＋ for infection,co-culture for 3 days and GUS staining.The results showed that transient expression rate of GUS after transformation was higher.[Conclusion] The research provide a more effective method for further study on the transgene of Ginkgo biloba.

Cloning of H6H Gene from Atropa belladonna and Construction of the Efficient Plant Expression Vector

[Objective] The aim was to clone H6H gene from Atropa belladonna and construct an efficient plant expression vector.[Method] The coding sequence of H6H（Hyoscyamine 6β-hydroxylase）was cloned from Atropa belladonna with RT-PCR.Then,the sequence was subcloned into the reconstructed plant binary expression vector p2301 to construct the recombinant vector p2301-H6H,which was then introduced into Agrobacterium tumefaciens strain LBA4404 and Agrobacterium rhizogenes strain C58C1,respectively.[Result] The engineering bacteria p2301-H6H-LBA4404 and p2301-H6H-C58C1 which could be directly used in genetic improvement were obtained.[Conclusion] The present research provided basis for the increasing of alkaloid content of Atropa belladonna by plant genetic engineering technology.

Construction of OsWRKY17 Specific Expression Vector in Rice

[Objective] To study the physiological biochemical characteristic of Os- WRKY17 in rice and identify the subcellular location of OsWRKY17. [Method] The primer of the OsWRKY17 gene was designed according to the full-length sequence of OsWRKY17 in Genbank and was cloned by RT-PCR. The cloned fragment was then recombined with the green fluorescent protein gene of plasmid vector pBinGFP. The recombinant plasmid pBinGFP-OsWRKY17 was transformed into Arabidopsis through Agrobacterium tumefaciens strain GV3101. [Result] Colony PCR and diges- tion identification proved that the plant expression vector pBinGFP-OsWRKY17 was successfully constructed by the fusion of OsWRKY17 and GFP, and the expression vector was successfully transformed into the genome of Arabidopsis, there by ob- taining a resistant plant. [Conclusion] The construction of OsWRKY17 expression vector established the foundation for study on the physiological the biochemical char- acteristics of QsWRKY17.

Construction of Eukaryotic Expression Vector for Pig Ghrelin Gene

[Objective] This study aimed to investigate the functions of transgenic growth related gene in pig growth. [Method] A pair of primers containing Nhe I and Hind Ⅲ restriction sites were designed by referring to the pig Ghrelin mRNA sequence published in Genbank. Total RNA was extracted from the small intestine tissue of 13/17 Robertson translocation heterozygous pig, and then was purified and used as the template in later RT-PCR reaction to amplify the full-length pig Ghrelin gene. The correct pig Ghrelin gene fragment was cloned into the pMD19-T simple vector for sequencing analysis. The obtained full-length cDNA of pig Ghrelin gene fragment was digested with both Nhe I and Hind Ⅲ, and then was linked into the eukaryotic expression vector pEGFP-N1 to obtain the recombinant plasmid pEGFPGhrelin. The recombinant plasmid was transected into the fibroblast cells to detect the fluorescence labeled gene expression. [Result] The nucleotide sequence extracted from 13/17 Robertson translocation heterozygous pig was the same as expected; and the eukaryotic expression vector pEGFP-Ghrelin was successfully constructed. [Conclusion] The eukaryotic expression vector constructed in this study can be further used in research on transgenic pigs, but also lays foundation for research on the regulatory mechanism of Ghrelin gene.

Cloning of CBF3 Gene from Arabidopsis thaliana and Construction of Plant Expression Vector

[Objective] The aim was to clone CBF3 gene from Arabidopsis thaliana and construct plant expression vector pCAMBIA1301-Rd29A-CBF3.[Method] CBF3 gene and stress-inducible promoter Rd29A were amplified from the genomic DNA of A.thaliana for the construction of plant expression vector.[Result] Sequencing results showed that the cloned CBF3 gene had 750 bp,and showed 100% identity with the sequence published on GenBank.The promoter Rd29A had 1 425 bp,and showed 100% identity with the sequence published on GenBank.[Conclusion] Based on the binary vector pCAMBIA1301,the plant expression vector pCAMBIA1301-Rd29A-CBF3 was constructed successfully,which could materially improve the salt resistance,drought-tolerance,cold resistance of plants.

Construction of eukaryotic expression vector of HBV x gene

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Construction of PR domain eukaryotic expression vector and its inhibitory effect on esophageal cancer cells

Objective：PR domain is responsible for the tumor suppressing activity of RIZ1.The study aimed to construct human PR domain eukaryotic expression vectors,transfect human esophageal cancer cells （TE13）,and evaluate the anticancer activity of PR domain on human esophageal cancer TE13 cells.Methods：First,mRNA was extracted from human esophageal cancer tissue by RT-PCR,then reversetranscribed to cDNA.After amplifying from the DNA template,PR domain was linked to T vector.Second,after extraction,PR domain was cut using enzyme and linked to pcDNA3.1（＋）.Then,the plasmid was transfered to Trans1-T1 phage resistant competent cells,following by extracting the ultrapure plasmid,and transfecting into TE13 cells.In the end,the protein expression of pcDNA3.1（＋）/PR domain in TE13 was detected by Western blot,and the apoptosis of TE 13 by technique of flow cytometry.Results：More than 5,000 bp purposed band of pcDNA3.1（＋）/PR domain plasmid was found by agarose gel electrophoresis.After transfection,the PR domain （molecular weight of about 28 Da） was found only in 3,4 and 5 groups by Western blot.Flow cytometry assay showed apoptosis in experimental group was significantly more than that in the control group （P＜0.05）.Conclusions：The PR domain eukaryotic expression vector was constructed successfully.The protein of the PR domain could be expressed in esophageal cancer TE13 cells firmly after transfection,and a single PR domain could promote apoptosis of TE13 cells.