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Inte.natio.al Jo.rnal o. Bio.athe.atics 2014年第5期7卷 119-143页

作者： A. M. e.aiw R. M. Abukwaik e. o. alzahrani De.artme.t o. Mathe.atics Faculty of Science King Abdulaziz University P. O. Box 80203 Jeddah 21589 Saudi Arabia De.artme.t o. Mathe.atics Faculty of Science AI-Azhar University Assiut Egypt

In this pape., we.study the.glo.al pro.e.tie. o. a human immuno.e.icie.cy virus （HIV） infe.tio. mo.e. with cyto.o.ic T lympho.yte. （CTL） immune.re.po.se. The.mo.e. is a six-dime.sio.al that de.cribe. the.inte.actio. o. the.HIV with two.classe. o. targe. ce.ls, CD4＋ T ce.ls and macro.hage.. The.infe.tio. rate.is give. by saturatio. functio.al re.po.se. Two.type. o. distribute. time.de.ays are.inco.po.ate. into.the.mo.e. to.de.cribe.the.time.ne.de. fo. infe.tio. o. targe. ce.l and virus re.licatio.. Using the.me.ho. o. Lyapuno. functio.al, we.have.e.tablishe. that the.glo.al stability o. the.mo.e. is de.e.mine. by two.thre.ho.d numbe.s, the.basic infe.tio. re.ro.uctio. numbe. R0 and the.immune.re.po.se.activatio. numbe. R0. We.have.pro.e. that if R0 ≤ 1, the. the.uninfe.te. ste.dy state.is glo.ally asympto.ically stable.（GAS）, if R0≤ 1 〈 R0, the. the.infe.te. ste.dy state.witho.t CTL immune.re.po.se.is GAS, and if R0〉 1, the. the.infe.te. ste.dy state.with CTL immune.re.po.se.is GAS.

关键词： Glo.al stability HIV dynamics de.ay ce.l me.iate. immunity.

Immune.e.asio. strate.ie. use. by He.ico.acte. pylo.i

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Wo.ld Jo.rnal o. Gastro.0}te.o.o.y 2014年第36期20卷 12753-12766页

作者： Taslima T Lina Shatha alzahrani Jazmin Go.zale. Irina V Pinchuk e.le. J Be.wick Victo. e.Re.e. De.artme.t o. Micro.io.o.y and Immuno.o.y University of Texas Medical Branch Galveston TX 77555 United States MS-III Scho.l o. Me.icine University of Texas Medical Branch Galveston TX 77555 United States De.artme.t o. Inte.nal Me.icine University of Texas Medical Branch Galveston TX 77555 United States De.artme.ts o. Mo.e.ular Ge.e.ics and Micro.io.o.y University of New Mexico Health Sciences Center Albuquerque NM 87131 United States De.artme.ts o. Pe.iatrics and Micro.io.o.y and Immuno.o.y University of Texas Medical Branch Galveston TX 77555 United Statest

He.ico.acte. pylo.i(H. pylo.i) is pe.haps the.mo.t ubiquito.s and succe.sful human patho.e., since.it co.o.ize. the.sto.ach o. mo.e.than half o. humankind. Infe.tio. with this bacte.ium is co.mo.ly acquire. during childho.d. o.ce.infe.te., pe.ple.carry the.bacte.ia fo. de.ade. o. e.e. fo. life. if no. tre.te.. Pe.siste.t infe.tio. with this patho.e. cause. gastritis, pe.tic ulce. dise.se.and is also.stro.gly asso.iate. with the.de.e.o.me.t o. gastric cance.. De.pite.inductio. o. innate.and adaptive.immune.re.po.se. in the.infe.te. individual, the.ho.t is unable.to.cle.r the.bacte.ia. o.e.wide.y acce.te. hallmark o. H. pylo.i is that it succe.sfully and ste.lthily e.ade. ho.t de.e.se.me.hanisms. Tho.gh the.gastric muco.a is we.l pro.e.te. against infe.tio., H. pylo.i is able.to.re.ide.unde. the.mucus, attach to.gastric e.ithe.ial ce.ls and cause.pe.siste.t infe.tio. by e.ading immune.re.po.se. me.iate. by ho.t. In this re.ie., we.discuss ho. H. pylo.i avo.ds innate.and acquire. immune.re.po.se.e.e.e.ts, use. gastric e.ithe.ial ce.ls as me.iato.s to.manipulate.ho.t T ce.l re.po.se. and use. virule.ce.facto.s to.avo.d adaptive.immune.re.po.se. by T ce.ls to.e.tablish a pe.siste.t infe.tio.. We.also.discuss in this re.ie. ho. the.ge.e.ic dive.sity o. this patho.e. he.ps fo. its survival.

关键词： He.ico.acte. pylo.i Immune.re.po.se Patte.n re.o.nitio. re.e.to.s Phago.yte. T ce.ls Antige. pre.e.ting ce.ls Gastric e.ithe.ial ce.ls Vacuo.ating cyto.o.in T4SS

e.fe.t o. He.ico.acte. pylo.i o. gastric e.ithe.ial ce.ls

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Wo.ld Jo.rnal o. Gastro.0}te.o.o.y 2014年第36期20卷 12767-12780页

作者： Shatha alzahrani Taslima T Lina Jazmin Go.zale. Irina V Pinchuk e.le. J Be.wick Victo. e.Re.e. De.artme.t o. Micro.io.o.y and Immuno.o.y University of Texas Medical Branch Galveston TX 77555 United States MSIII School of Medicine University of Texas Medical Branch Galveston TX 77555 United States De.artme.t o. Inte.nal Me.icine University of Texas Medical Branch Galveston TX 77555 United States De.artme.ts o. Mo.e.ular Ge.e.ics and Micro.io.o.y University of New Mexico Health Sciences Center Albuquerque NM 87131 United States De.artme.ts o. Pe.iatricsand and Micro.io.o.y and Immuno.o.y University of Texas Medical Branch Galves-ton TX 77555 United States

The.gastro.nte.tinal e.ithe.ium has ce.ls with fe.ture. that make.the. a po.e.ful line.o. de.e.se.in innate.muco.al immunity. Fe.ture. that allo. gastro.nte.tinal e.ithe.ial ce.ls to.co.tribute.in innate.de.e.se.include.ce.l barrie. inte.rity, ce.l turno.e., auto.hagy, and innate.immune.re.po.se.. He.ico.acte. pylo.i (H. pylo.i) is a spiral shape.gram ne.ative.bacte.ium that se.e.tive.y co.o.ize. the.gastric e.ithe.ium o. mo.e.than half o. the.wo.ld’s po.ulatio.. The.infe.tio. invariably be.o.e. pe.siste.t due.to.highly spe.ialize. me.hanisms that facilitate.H. pylo.i’s avo.dance.o. this initial line.o. ho.t de.e.se.as we.l as adaptive.immune.me.hanisms. The.ho.t re.po.se.is thus unsucce.sful in cle.ring the.infe.tio. and as a re.ult be.o.e. e.tablishe. as a pe.siste.t infe.tio. pro.o.ing chro.ic inflammatio.. In so.e.individuals the.asso.iate. inflammatio. co.tribute. to.ulce.o.e.e.is o. ne.plasia. H. pylo.i has an array o. diffe.e.t strate.ie. to.inte.act intimate.y with e.ithe.ial ce.ls and manipulate.the.r ce.lular pro.e.se. and functio.s. Amo.g the.multiple.aspe.ts that H. pylo.i affe.ts in gastric e.ithe.ial ce.ls are.the.r distributio. o. e.ithe.ial junctio.s, DNA damage. apo.to.is, pro.ife.atio., stimulatio. o. cyto.ine.pro.uctio., and ce.l transfo.matio.. So.e.o. the.e.pro.e.se. are.initiate. as a re.ult o. the.activatio. o. signaling me.hanisms activate. o. binding o. H. pylo.i to.ce.l surface.re.e.to.s o. via so.uble.virule.ce.facto.s that gain acce.s to.the.e.ithe.ium. The.multiple.re.po.se. by the.e.ithe.ium to.the.infe.tio. co.tribute.to.patho.e.e.is asso.iate. with H. pylo.i.

关键词： He.ico.acte. pylo.i Apo.to.is Gastric e.ithe.ial ce.ls Pro.nflammato.y cyto.ine. Chro.ic inflammatio. Gastric dise.se. Gastric cance.

An o.timal Distributio. o. RSU fo. Impro.ing Se.f-Driving Ve.icle.Co.ne.tivity

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Co.pute.s, Mate.ials & Co.tinua 2022年第2期70卷 3311-3319页

作者： Khattab Alhe.ti Abdulkare.m Alalo.sy Haitham Khalaf Abdulkare.m alzahrani Duaa Al_Do.ary De.artme.t o. Co.pute. Ne.wo.king Syste. College of Computer Sciences and Information TechnologyUniversity of AnbarRamadiIraq Co.le.e.o. Me.icine University of AnbarRamadiIraq De.artme.t o. Co.pute. Scie.ce Faculty of Computer Science and Information TechnologyAlbaha UniversityAlbahaSaudi Arabia Co.le.e.o. Co.pute. Scie.ce. and Info.matio. Te.hno.o.y University of AnbarRamadiIraq

Se.f-driving and se.i-se.f-driving cars play an impo.tant ro.e.in o.r daily *** e.fe.tive.e.s o. the.e.cars is base. he.vily o. the.use.o. the.r surro.nding are.s to.co.le.t se.sitive.and vital ***,e.te.nal infrastructure. also.play significant ro.e. in the.transmissio. and re.e.tio. o. co.tro. data,co.pe.ative.aware.e.s me.sage.,and cautio. *** this case.ro.dside.units are.co.side.e. o.e.o. the.o.t impo.tant co.municatio. *** distributio. o. the.e.infrastructure. will o.e.burde. the.spre.d o. se.f-driving ve.icle. in te.ms o. co.t,bandwidth,co.ne.tivity,and radio.co.e.age.*** this pape.,a ne. distribute. ro.dside.unit is pro.o.e. to.e.hance.the.pe.fo.mance.and co.ne.tivity o. the.e.***,this appro.ch is base. primarily o. k-me.ns to.find the.o.timal lo.atio. o. e.ch ro.dside.*** additio.,this appro.ch suppo.ts dynamicmo.ility with a lo.g pe.io. o. co.ne.tivity fo. e.ch ***,this syste. can adapt to.vario.s lo.atio.s(e.g.,highways,rural are.s,urban e.viro.me.ts).The.simulatio. re.ults o. the.pro.o.e. syste. are.re.le.te. in its e.ficie.cy and ***,the.syste. can achie.e.a high co.ne.tivity rate.with a lo. e.ro. rate.while.re.ucing co.ts.

关键词： Se.f-driving cars ro.dside.unit auto.o.o.s ve.icle. distribute. syste.s co.ne.tivity

o.cupatio.al injurie. and burn o.t amo.g o.tho.e.ic o.co.o.y surge.ns

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Wo.ld Jo.rnal o. o.tho.e.ics 2022年第12期13卷 1056-1063页

作者： Abdulrahman M Alase.m Ro.e.t e.Turco.te.Nathalie.Ste.Marie.Mo.ammad M alzahrani Saad M Alqahtani Krista A Go.lding De.artme.t o. o.tho.e.ic Surge.y College of MedicineKing Saud UniversityRiyadh 12372Saudi Arabia De.artme.t o. o.tho.e.ic Surge.y McGill University Health CentreMontreal H4A3J1Canada De.artme.t o. o.tho.e.ic Surge.y College of MedicineImam Abdulrahman Bin Faisal universityDammam 34212Saudi Arabia De.artme.t o. o.tho.ae.ic Surge.y Mayo ClinicPhoenixArizona 85054USA

BACKGRo.ND o.tho.e.ic o.co.o.y surge.ns co.mo.ly e.gage.in pro.o.ge. and co.ple. surgical *** type. o. surge.ie. incre.se.the.risk o. physical and psycho.o.ical stre.so.s,which may in turn make.the.e.physicians pro.e.to.wo.kre.ate. o.cupatio.al *** The.aim o. this study was to.e.plo.e.in o.tho.e.ic o.co.o.ists,the.pre.ale.ce.o. wo.k-re.ate. physical injurie. and psycho.o.ical *** A mo.ifie. ve.sio. o. the.physical disco.fo.t surve. was de.e.o.e. to.asse.s o.cupatio.al injurie. amo.g o.tho.e.ic o.co.o.y surge.n me.be.s o. the.Musculo.ke.e.al Tumo. So.ie.y,the.Canadian o.tho.e.ic o.co.o.y So.ie.y and e.ro.e.n Musculo.ke.e.al o.co.o.y *** surve. was se.t by e.ail,and it e.plo.e. musculo.ke.e.al co.plaints,psycho.o.ical disturbance.,tre.tme.t re.uire. fo. the.e.co.plaints and the.re.uire.e.t o. time.o.f *** A to.al o. 67 surge.n re.po.se. we.e.co.le.te..A high numbe. o. o.tho.e.ic o.co.o.ists(84%)re.o.te. an o.cupatio.al *** back pain(39%)was the.mo.t pre.ale.t musculo.ke.e.al co.ditio.,fo.lo.e. by lumbar disk he.niatio.(16%),sho.lde. te.dinitis(15%)and late.al e.ico.dylitis(13%).o. the.co.o.t,46%re.uire. surge.y and 31%re.uire. time.o.f wo.k due.to.the.r ***-thre. re.po.de.ts re.o.te. a psycho.o.ical ***(27%),anxie.y(20%)and inso.nia(20%)we.e.the.mo.t co.mo.ly *** re.uire. o.f wo.k due.to.injury was asso.iate. with o.d age.and ye.rs in *** o.tho.e.ic o.co.o.y surge.ns re.o.t a high pre.ale.ce.o. wo.k-re.ate. *** back re.ate. injury and burno.t we.e.the.mo.t re.o.te. *** o.e.ative.ro.m e.go.o.ics and pre.e.tio. o. stre.s re.ate. to.the.wo.k e.viro.me.t sho.ld be.are.s to.e.plo.e.in upco.ing re.e.rch.

关键词： o.tho.e.ic o.co.o.y Surge.ns o.cupatio.al Musculo.ke.e.al Injurie.

Physical activity and chro.ic back co.ditio.s:A po.ulatio.-base. po.le. study o. 60,134 adults

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Jo.rnal o. Spo.t and He.lth Scie.ce 2019年第4期8卷 386-393页

作者： Ho.am alzahrani De.ra Shirle. So.ia W.M.Che.g Martin Macke. e.manue. Stamatakis Discipline.o. Physio.he.apy Faculty of Health SciencesThe University of SydneySydneyNSW 2006Australia Physio.he.apy De.artme.t College of Applied Medical ScienceTaif UniversityTaif21974Saudi Arabia Charle. Pe.kins Ce.tre Prevention Research CollaborationSchool of Public HealthThe University of SydneySydneyNSW 2006Australia

Backgro.nd:Little.is kno.n abo.t the.asso.iatio. be.we.n diffe.e.t type. o. physical activity(PA)and chro.ic back co.ditio.s(CBCs)at the.po.ulatio. *** inve.tigate. the.asso.iatio. be.we.n le.e.s o. to.al and type.spe.ific PA participatio. and ***'.The.sample.co.prise. 60,134 adults age.>16 ye.rs who.participate. in the.He.lth Surve. fo. e.gland and Sco.tish He.lth Surve. fro. 1994 to.*** lo.istic re.re.sio. mo.e.s,adjuste. fo. po.e.tial co.fbunde.s,we.e.use. to.e.amine.the.asso.iatio. be.we.n to.al and type.spe.ific PA vo.ume.walking,do.e.tic activity,spo.t/e.e.cise.cycling,fo.tball/rugby,running/jo.ging,manual wo.k,and ho.se.o.k)and the.pre.ale.ce.o. ***'.We.fo.nd an inve.se.asso.iatio. be.we.n to.al PA vo.ume.and pre.ale.ce.o. *** with inactive.participants,the.fully adjuste. o.ds ratio.o.)fo. ve.y active.participants(≥15 me.abo.ic e.uivale.t h/we.k)was 0.77(95%co.fide.ce.inte.val(CI):0.69—0.85).Participants re.o.ting≥300 min/we.k o. mo.e.ate.inte.sity activity and≥75 min/we.k o. vigo.o.s-inte.sity activity had 24%(95%CI:6%—39%)and 21%(95%C1:11%—30%)lo.e. o.ds o. CBCs,*** o.ds o. CBCs we.e.o.se.ve. fo. participatio. in high-le.e. manual do.e.tic activity(o.=1.22;95%CI:1.00-1.48).Spo.t/e.e.cise.was asso.iate. with CBCs in a le.s co.siste.t manne.(e.g.,o.=1.18(95%CI:1.06—1.32)fo. lo. le.e.s and o.=0.82(95%CI:0.72—0.93)fo. high le.e.s o. spo.t/e.e.cise..Co.clusio.'.PA vo.ume.is inve.se.y asso.iate. with the.pre.ale.ce.o. CBCs.

关键词： Activity Chro.ic lo. back pain Chro.ic musculo.ke.e.al co.ditio.s e.ide.io.o.y e.e.cise

A Re.iable.NLP Sche.e.fo. e.glish Te.t Wate.marking Base. o. Co.te.ts Inte.re.atio.ship

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Co.pute. Syste.s Scie.ce.& e.gine.ring 2021年第6期37卷 297-311页

作者： Fahd N.Al-We.abi Sale. alzahrani Fuad Alyarimi Mo.amme. Abdul Nadhe. Ne.ri Mo.amme. M.Almazah De.artme.t o. Co.pute. Scie.ce King Khalid UniversityMuhayel AseerKingdom of Saudi Arabia Faculty o. Co.pute. and IT Sana’a UniversitySana’aYemen De.artme.t o. Info.matio. Syste.s King Khalid UniversityMuhayel AseerKingdom of Saudi Arabia De.artme.t o. Mathe.atics and co.pute. in Ibb Unive.sity Yemen and Department of MathematicsKing Khalid UniversityMuhayel AseerKingdom of Saudi Arabia

In this pape.,a co.bine. appro.ch CAZWNLP(a co.bine. appro.ch o. ze.o.wate.marking and natural language.pro.e.sing)has be.n de.e.o.e. fo. the.tampe.ing de.e.tio. o. e.glish te.t e.change. thro.gh the.*** third gram o. alphanume.ic o. the.Marko. mo.e. has be.n use. with te.t-wate.marking te.hno.o.ie. to.impro.e.the.pe.fo.mance.and accuracy o. tampe.ing de.e.tio. issue. which are.limite. by the.e.isting wo.ks re.ie.e. in the.lite.ature.o. this *** third-grade.le.e. o. the.Marko. mo.e. has be.n use. in this me.ho. as natural language.pro.e.sing te.hno.o.y to.analyze.an e.glish te.t and e.tract the.te.tual characte.istics o. the.give. ***,the.e.tracte. fe.ture. have.be.n utilize. as wate.mark info.matio. and the. validate. with the.attacke. e.glish te.t to.de.e.t any suspe.te. tampe.ing o.curre. o. *** e.be.ding me.hanism o. CAZWNLP me.ho. will be.achie.e. lo.ically witho.t e.fe.ts o. mo.ifying the.o.iginal te.t do.ume.t to.e.be. a wate.mark *** has be.n imple.e.te. using VS co.e.IDe.with *** e.pe.ime.tal and simulatio. re.ults using standard datase.s o. varying le.gths sho. that the.pro.o.e. appro.ch can o.tain high ro.ustne.s and be.te. de.e.tio. accuracy o. tampe.ing co.mo. rando. inse.tio.,re.rde.,and de.e.io. attacks,e.g.,Co.pariso. re.ults with base.ine.appro.che. also.sho. the.advantage. o. the.pro.o.e. appro.ch.

关键词： NLP te.t analysis e.glish te.t wate.marking ro.ustne.s tampe.ing de.e.tio.

The.Use. Analysis o. Amazo. Using Artificial Inte.lige.ce.at Custo.e. Churn

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Jo.rnal o. Data Analysis and Info.matio. Pro.e.sing 2024年第1期12卷 40-48页

作者： Mo.amme. Ali alzahrani Info.matio. Te.hno.o.y De.artme.t Computing and ICT Faculty Taif University Taif Saudi Arabia

Custo.e. churns re.ains a ke. fo.us in this re.e.rch, using artificial inte.lige.ce.base. te.hnique.o. machine.le.rning. Re.e.rch is base. o. the.fe.ture.base. analysis fo.r main fe.ture. we.e.use. that are.se.e.te. o. the.basis o. o.r custo.e. churn to.de.uct the.me.ning full analysis o. the.data se.. Data-se. is take. fro. the.Kaggle.that is abo.t the.fine.fo.d re.ie. having mo.e.than half a millio. re.o.ds in it. This re.e.rch re.ains o. fe.ture.base. analysis that is furthe. co.clude. using co.fusio. matrix. In this re.e.rch we.are.using co.fusio. matrix to.co.clude.the.custo.e. churn re.ults. Such spe.ific analysis he.ps e.co.me.ce.busine.s fo. re.l time.gro.th in the.r spe.ific pro.ucts fo.using mo.e.sale. and to.analyze.which pro.uct is ge.ting o.tage. Mo.e.ve., afte. applying the.te.hnique., Suppo.t Ve.to. Machine.and K-Ne.re.t Ne.ghbo.r pe.fo.m be.te. than the.rando. fo.e.t in this particular sce.ario. Using co.fusio. matrix fo. o.taining the.re.ults thre. things are.o.taine. that are.pre.isio., re.all and accuracy. The.re.ult e.plains fe.ture.base. analysis o. fine.fo.d re.ie.s, Amazo. at custo.e. churn Suppo.t Ve.to. Machine.pe.fo.me. be.te. as in o.e.all co.pariso..

关键词： Custo.e. Churn Machine.Le.rning Amazo. Fine.Fo.d Re.ie.s Data Scie.ce Artificial Inte.lige.ce

Asse.sme.t o. Ge.e.ic and Immuno.o.ical Facto.s Asso.iate. with He.atitis C Infe.tio. in Saudi He.o.ialysis Patie.ts

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Jo.rnal o. Bio.cie.ce. and Me.icine. 2014年第1期2卷 51-57页

作者： Alhusain J. alzahrani o.e.d e. o.e.d Ame.n K. Alali Samir Al-Mue.lo.Yaze.d Al-She.hk Maaz Ulhasan De.artme.t o. Bio.he.istry College of Medicine University of Dammam Dammam KSA De.artme.t o. Clinical Labo.ato.y Scie.ce. College of Applied Medical Sciences King Saud University Riyadh KSA De.artme.t o. Ge.e.al Surge.y King Fahad Medical City Riyadh KSA De.artme.t o. Inte.nal Me.icine College of Medicine University of Dammam Dammam KSA De.artme.t o. Micro.io.o.y College of Medicine University of Dammam Dammam KSA

The.asso.iatio. o. human le.ko.yte.antige. (HLA) ge.o.ype.and he.atitis C virus (HCV) infe.tio. has be.n re.o.te. in many po.ulatio.s. In additio., the.HLA ge.o.ype.distributio. has be.n fo.nd to.diffe. acco.ding to.e.hnicity. Curre.tly, the.e.are.no.publishe. data co.ce.ning this re.atio.ship in the.Saudi po.ulatio.. The.e.o.e. the.primary o.je.tive.o. this study was to.de.e.mine.the.re.atio.ship be.we.n HLA ge.o.ype.and HCV infe.tio. in a gro.p o. hae.o.ialysis patie.ts in a te.tiary ho.pital in the.e.ste.n Pro.ince.o. Saudi Arabia. A to.al o. 152 hae.o.ialysis patie.ts and 160 co.tro.s we.e.e.ro.le. in the.study. The.patie.t gro.p include. 91 male. and 61 fe.ale. with a me.n age.o. 48 ye.rs, who.had be.n o. hae.o.ialysis fo. a pe.io. o. 6 mo.ths to.five.ye.rs. The.co.tro. gro.p was rando.ly se.e.te. fro. do.o.s atte.ding the.blo.d bank and include. 155 male. and five.fe.ale. with a me.n age.o. 38 ye.rs. o. the.patie.t gro.p, 27 (17.8%) we.e.fo.nd to.have.HCV antibo.ie. by e.A. The.se.o.o.itivity was co.firme. by RIBA and by RT-PCR. The.ave.age.viral lo.d was 15 × 103 HCV RNA pe. 10 μl o. plasma. The.pre.o.inant HCV ge.o.ype.was fo.nd to.be.ge.o.ype.4. HLA-class I and HLA class II we.e.scre.ne. in 27 HCV-po.itive.patie.ts and in 30 age.and se. matche. co.tro.s by po.yme.ase.chain re.ctio./se.ue.ce.spe.ific prime.s (PCR/SSP) me.ho.. Me.sure.e.ts o. cyto.ine. Inte.le.kin-2, 10, IFN-γ and TNFα sho.e. that IL-2 le.e. was 17.65 - 20.3 pg/l;IFN-γ was 22.15 - 41.1 pg/l;TNF-α was 2.5 - 5.6 pg/mL and IL-10 was 10.7 - 14.8 pg/mL. Me.sure.e.t o. CD marke.s sho.e. the.fo.lo.ing: CD3 ce.ls we.e.me.sure.. The.e.was no.co.re.atio. be.we.n infe.tio. with HCV and HLA type. cyto.ine. le.e.s and le.e.s o. diffe.e.t ce.l po.ulatio.s. CD marke.s are.similar in the.HCV-po.itive.and HCV-ne.ative.he.o.ialysis patie.ts. Furthe. analysis and co.pariso.s are.ne.de., e.pe.ially be.we.n the.cyto.ine. and CD marke.s in the.he.o.ialysis patie.ts and co.tro. gro.ps.

关键词： HLA CD Mo.e.ule. Cyto.ine. HCV He.o.ialysis Patie.ts

De.p Le.rning and Ho.t-Tre.d Algo.ithms fo. Pre.icting Co.id-19 Pande.ic

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Co.pute.s, Mate.ials & Co.tinua 2021年第5期67卷 2141-2160页

作者： The.azn H.H.Aldhyani Me.fi Alrashe.d Mo.le. Hmo.d Al-Adaile. Ahme. Abdullah Alqarni Mo.amme. Y.alzahrani Ahme. H.Alahmadi Co.munity Co.le.e.o. Abqaiq King Faisal UniversityAl HofufSaudi Arabia De.artme.t o. Quantitative.Me.ho.s School of BusinessKing Faisal UniversityAl HofufSaudi Arabia De.nship o. e.Le.rning and Distance.e.ucatio. King Faisal UniversityAl HofufSaudi Arabia De.artme.t o. Co.pute. Scie.ce. and Info.matio. Te.hno.o.y Albaha UniversityAl BahahSaudi Arabia De.artme.t o. Co.pute. Scie.ce.and Info.matio. Taibah UniversityMadinahKingdom of Saudi Arabia

The.Co.id-19 e.ide.ic po.e. a se.io.s public he.lth thre.t to.the.wo.ld,whe.e.pe.ple.with little.o. no.pre.e.isting human immunity can be.mo.e.vulne.able.to.its ***,de.e.o.ing surve.llance.syste.s fo. pre.icting the.Co.id-19 pande.ic at an e.rly stage.co.ld save.millio.s o. *** this study,a de.p le.rning algo.ithm and a Ho.t-tre.d mo.e. are.pro.o.e. to.pre.ict the.*** Lo.g-Sho.t Te.m Me.o.y(LSTM)and Ho.ttre.d algo.ithms we.e.applie. to.pre.ict co.firme. numbe.s and de.th *** re.l time.data use. has be.n co.le.te. fro. the.o.ld He.lth o.ganizatio.(WHo..In the.pro.o.e. re.e.rch,we.have.co.side.e. thre. co.ntrie. to.te.t the.pro.o.e. mo.e.,name.y Saudi Arabia,Spain and *** re.ults sugge.t that the.LSTM mo.e.s sho. be.te. pe.fo.mance.in pre.icting the.case. o. co.o.avirus *** me.sure.pe.fo.mance.Me.n square. e.ro.(MSe.,Ro.t Me.n Square. e.ro.(RMSe.,Me.n e.ro. and co.re.atio. are.e.plo.e. to.e.timate.the.re.ults o. the.pro.o.e. *** e.pirical re.ults o. the.LSTM,using the.co.re.atio. me.rics,are.99.94%,99.94%and 99.91%in pre.icting the.numbe. o. co.firme. case. in the.thre. *** far as the.re.ults o. the.LSTM mo.e. in pre.icting the.numbe. o. de.th o. Co.id-19,the. are.99.86%,98.876%and 99.16%with re.pe.t to.Saudi Arabia,Italy and Spain ***,the.e.pe.ime.t’s re.ults o. the.Ho.t-Tre.d mo.e. in pre.icting the.numbe. o. co.firme. case. o. Co.id-19,using the.co.re.atio. me.rics,are.99.06%,99.96%and 99.94%,whe.e.s the.re.ults o. the.Ho.t-Tre.d mo.e. in pre.icting the.numbe. o. de.th case. are.99.80%,99.96%and 99.94%with re.pe.t to.the.Saudi Arabia,Italy and Spain *** e.pirical re.ults indicate.the.e.ficie.t pe.fo.mance.o. the.pre.e.te. mo.e. in pre.icting the.numbe. o. co.firme. and de.th case. o. Co.id-19 in the.e.*** findings pro.ide.be.te. insights re.arding the.future.o. Co.id-19 this pande.ic in *** re.ults we.e.o.taine. by applying time.se.ie. mo.e.s,which

关键词： De.p le.rning algo.ithm ho.t-tre.d pre.ictio. Co.id-19 machine.le.rning