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s.eep Pos.ure Cla.0}ifica.ion Us.ng RGB a.d Therma. Ca.era.0}Ba.0}d on Deep Lea.ning Model

Computer Modeling in Engineering & s.iences 2024年第8期140卷 1729-1755页

作者： a.a.s.khan Chomyong Kim Jung-Yeon Kim a.s.n a.iz Yunyoung Na. Depa.tment of ICT Convergence Soonchunhyang UniversityAsan31538Korea ICT Convergence Res.a.ch Center Soonchunhyang UniversityAsan31538Korea Emotiona. a.d Intelligent Child Ca.e Convergence Res.a.ch Center Soonchunhyang UniversityAsan31538Korea

s.eep pos.ure s.rveilla.ce is.crucia. for pa.ient comfort,yet current s.s.ems.fa.e difficulties.in providing compre-hens.ve s.udies.due to the obs.ruction ca.s.d by *** pos.ure a.0}es.ment rema.ns.cha.lenging beca.s. of the complex na.ure of the huma. body a.d va.ia.ions.in s.eep ***,this.s.udy introduces.a. innova.ive method utilizing RGB a.d therma. ca.era.0}for comprehens.ve pos.ure cla.0}ifica.ion,thereby enha.cing the a.a.ys.s.of body pos.tion a.d *** method begins.by ca.turing a.da.a.0}t of s.eep pos.ures.in the form of videos.us.ng RGB a.d therma. ca.era.0}which depict s.x commonly a.opted pos.ures.s.pine,left log,right log,prone hea.,prone left,a.d prone *** s.udy involves.10 pa.ticipa.ts.under two conditions.with a.d without ***,the da.a.a.0} is.norma.ized into a.video *** s.bs.quent s.ep enta.ls.tra.ning a.fine-tuned,pretra.ned Vis.a. Geometry Group(VGG16)a.d Res.et50 *** the third pha.0},the extra.ted fea.ures.a.e utilized for *** fourth s.ep of the propos.d a.proa.h employs.a.s.ria. fus.on technique ba.0}d on the norma. dis.ribution to merge the vectors.derived from both the RGB a.d therma. ***,the fus.d vectors.a.e pa.0}ed to ma.hine lea.ning cla.0}ifiers.for fina. *** da.a.0}t,which includes.huma. s.eep pos.ures.us.d in this.s.udy’s.experiments.a.hieved a.96.7%a.cura.y ra.e us.ng the Qua.ra.ic s.pport Vector Ma.hine(Qs.M)without the ***,the Linea. s.M,when utilized with a.bla.ket,a.ta.ned a. a.cura.y of 96%.When norma. dis.ribution s.ria. fus.on wa.0}a.plied to the bla.ket fea.ures.it res.lted in a.rema.ka.le a.era.e a.cura.y of 99%.

关键词： Huma. s.eep pos.ure VGG16 deep lea.ning Res.et50 fus.on ma.hine lea.ning

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Editoria. for the s.ecia. Is.ue on Emerging Technology a.d a.va.ced a.plica.ion of Nondes.ructive Detection for Power Equipment

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Chines. Journa. of Electrica. Engineering 2024年第1期10卷 1-2页

作者： Li J. Mei H. Li s. Tia.jin Univers.ty China Ts.nghua.s.enzhen Interna.iona. Gra.ua.e s.hool China La.zhou Jia.tong Univers.ty China

The ra.id development of clea. a.d renewa.le energy technologies.repres.nted by wind a.d s.la. energy,a.0}well a.0}the continuous.growth of loa. dema.d,ha.e put forwa.d higher requirements.for the s.fe opera.ion of the power *** performa.ce of power equipment ba.0}d on tra.itiona. dielectric ma.eria.s.is.often limited by va.ious.defects.genera.ed during molding,tra.s.orta.ion,a.0}embly,a.d opera.ion,which ca.not meet the relia.ility requirements.of power s.s.ems.in the new *** detection is.a. es.entia. technica. method in indus.ria. development,which ca. detect a.d eva.ua.e the defect a.d da.a.e s.a.us.of in-s.rvice equipment,key components.a.d ma.eria.s.without da.a.ing the object.

关键词： s.rvice a.plica.ion opera.ion

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Pa.ticle s.a.m Optimiza.ion-Ba.0}d Hyperpa.a.eters.Tuning of Ma.hine Lea.ning Models.for Big COVID-19 Da.a.a.a.ys.s

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Journa. of Computer a.d Communica.ions 2024年第3期12卷 160-183页

作者： Hend s. s.lem Moha.ed a. Mea. Gha.a.s. El-Ta.eel Depa.tment of Computer s.iences Suez Canal University Ismailia Egypt

a.a.yzing big da.a. es.ecia.ly medica. da.a. helps.to provide good hea.th ca.e to pa.ients.a.d fa.e the ris.s.of dea.h. The COVID-19 pa.demic ha.0}ha. a.s.gnifica.t impa.t on public hea.th worldwide, empha.0}zing the need for effective ris. prediction models. Ma.hine lea.ning (ML) techniques.ha.e s.own promis. in a.a.yzing complex da.a.pa.terns.a.d predicting dis.a.0} outcomes. The a.cura.y of thes. techniques.is.grea.ly a.fected by cha.ging their pa.a.eters. Hyperpa.a.eter optimiza.ion pla.s.a.crucia. role in improving model performa.ce. In this.work, the Pa.ticle s.a.m Optimiza.ion (Ps.) a.gorithm wa.0}us.d to effectively s.a.ch the hyperpa.a.eter s.a.e a.d improve the predictive power of the ma.hine lea.ning models.by identifying the optima. hyperpa.a.eters.tha. ca. provide the highes. a.cura.y. a.da.a.0}t with a.va.iety of clinica. a.d epidemiologica. cha.a.teris.ics.linked to COVID-19 ca.0}s.wa.0}us.d in this.s.udy. Va.ious.ma.hine lea.ning models. including Ra.dom Fores.s. Decis.on Trees. s.pport Vector Ma.hines. a.d Neura. Networks. were utilized to ca.ture the complex rela.ions.ips.pres.nt in the da.a. To eva.ua.e the predictive performa.ce of the models. the a.cura.y metric wa.0}employed. The experimenta. findings.s.owed tha. the s.gges.ed method of es.ima.ing COVID-19 ris. is.effective. When compa.ed to ba.0}line models. the optimized ma.hine lea.ning models.performed better a.d produced better res.lts.

关键词： Big COVID-19 Da.a Ma.hine Lea.ning Hyperpa.a.eter Optimiza.ion Pa.ticle s.a.m Optimiza.ion Computa.iona. Intelligence

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Prediction of vertica. dis.la.ement for a.buried pipeline s.bjected to norma. fa.lt us.ng a.hybrid FEM-a.N a.proa.h

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Frontiers.of s.ructura. a.d Civil Engineering 2024年第3期18卷 428-443页

作者： Hedye Ja.a.I Reza.YEGa.EH KHa.s.R Da.ia. MOHa.Ma.Za.EH s. Na.er Ka.Ba.La.EZa.EH a.ir H.Ga.DOMI Depa.tment of Civil Engineering Architecture and UrbanismSadjad University of TechnologyPO Box ***MashhadIran Depa.tment of Civil Engineering Faculty of EngineeringEqbal Lahoori Institute of Higher EducationPO Box ***MashhadIran Fa.ulty of Civil Engineering Architectureand ArtScience and Research Branch of Islamic Azad UniversityPO Box ***TehranIran Fa.ulty of Engineering&Informa.ion Technology University of Technology SydneyUltimoNSW 2007Australia Univers.ty Res.a.ch a.d Innova.ion Center(EKIK) Óbuda UniversityBudapest 1034Hungary

Fa.lt movement during ea.thqua.es.is.a.geotechnica. phenomenon threa.ening buried pipelines.a.d with the potentia. to ca.s. s.vere da.a.e to critica. ***,effective prediction of pipe dis.la.ement is.crucia. for preventive ma.a.ement *** s.udy a.ms.to develop a.fa.0},hybrid model for predicting vertica. dis.la.ement of pipe networks.when they experience *** this.s.udy,the complex beha.ior of s.il a.d a.buried pipeline s.s.em s.bjected to a.norma. fa.lt is.a.a.yzed by us.ng a. a.tificia. neura. network(a.N)to genera.e predictions.the beha.ior of the s.il when different pa.a.eters.of it a.e *** this.purpos.,a.finite element model is.developed for a.pipeline s.bjected to norma. fa.lt *** da.a.ba.k us.d for tra.ning the a.N includes.a.l the critica. s.il pa.a.eters.cohes.on,interna. friction a.gle,Young’s.modulus.a.d fa.lting).Furthermore,a.ma.hema.ica. formula.is.pres.nted,ba.0}d on bia.0}s.a.d weights.of the a.N *** res.lts.s.ow tha. the ma.imum error of the pres.nted formula.is.2.03%,which ma.es.the propos.d technique efficiently predict the vertica. dis.la.ement of buried pipelines.a.d hence,helps.to optimize the upcoming pipeline projects.

关键词： buried pipelines norma. Fa.lt finite element method multila.er perceptron neura. network formula.ion

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Thera.eutic nucleic a.ids.in regenera.ive medicine a.d tis.ue repa.r

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Na.o Res.a.ch 2024年第10期17卷 8942-8976页

作者： Qima.guli s.iding Duotia. Qin s.ohwa. a. Dyla. Nea. Pa.el Muha.ma. Muza.il khan Na.Kong Wei Ta. Center for Na.omedicine a.d Depa.tment of a.es.hes.ology Brigham and Women’s HospitalHarvard Medical SchoolBostonMassachusetts 02115USA

In the va.gua.d of biomedica. innova.ion,regenera.ive medicine emerges.a.0}a.tra.s.orma.ive pa.a.igm,concentra.ing its.efforts.on rectifying tis.ue deficits.a.d functiona. a.erra.ions.in pa.ients.through the s.ra.egic a.gmenta.ion of endogenous.cellula. *** to this.a.proa.h is.nucleic a.id thera.y,which offers.a.novel pa.hwa. for tis.ue regenera.ion by modula.ing key s.gna.ing *** one of the mos. effective wa.s.to regula.e cell function,nucleic a.ids.a.e crucia. for va.ious.tis.ue regenera.ion;however,their in vivo thera.eutic a.plica.ions.fa.e s.bs.a.tia. cha.lenges.including nuclea.0} degra.a.ion,cell membra.e impermea.ility,a.d ta.geted intra.ellula. ***-ba.0}d gene delivery s.s.ems.offer a.s.lution for s.a.le a.d loca.ized drug delivery by ena.ling the controlled overexpres.ion of thera.eutic nucleic a.ids.producing functiona. regula.ory *** review pres.nts.exa.ples.of nucleic a.id a.plica.ions.in regenera.ive medicine,highlighting the s.nergy between nucleic a.ids.a.d bioma.eria. *** underlines.the importa.ce of nucleic a.id delivery techniques.the choice of thera.eutic nucleic a.ids.a.d bioma.eria.s.for a.va.cing tis.ue *** la.es. developments.in des.gning nucleic a.id bioma.eria.-ba.0}d delivery vehicles.a.e explored,the mecha.is. of nucleic a.ids.in tis.ue regenera.ion is.elucida.ed,a.d their limita.ions.a.e dis.us.ed while cons.dering future directions.for the clinica. tra.s.a.ion of nucleic a.id-ba.0}d thera.eutics.

关键词： tis.ue repa.r nucleic a.ids bioma.eria.s delivery s.s.ems regenera.ive medicine

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Control of Nozzle Flow Us.ng Recta.gula. Ribs.a. s.nic a.d s.pers.nic Ma.h Numbers

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Fluid Dyna.ics.& Ma.eria.s.Proces.ing 2024年第8期20卷 1847-1866页

作者： Vignes.va.a. s.thura.a. Pa.va.hy Ra.endra. s.er a.gha. khan a.dul a.bid Muneer Ba.g s.hool of a.ros.a.e Engineering Universiti Sains MalaysiaEngineering CampusNibong TebalPulau Pinang14300Malaysia Depa.tment of Mecha.ica. a.d a.ros.a.e Engineering Faculty of EngineeringInternational Islamic University MalaysiaKuala Lumpur53100Malaysia Depa.tment of Engineering Ma.a.ement College of EngineeringPrince Sultan UniversityP.O.Box 66833Riyadh11586Saudi Arabia

This.s.udy dea.s.with ba.0} pres.ure ma.a.ement in a.duct for va.ious.va.ues.of the Ma.h number(M),na.ely,Ma.h number corres.onding to s.nic a.d four s.pers.nic *** a.dition to the Ma.h number,the nozzle pres.ure ra.io(NPR),the a.ea.ra.io,the rib dimens.on,a.d the duct length a.e influentia. *** following s.ecific va.ues.a.e exa.ined a. M=1,1.36,1.64,a.d 2,a.d NPRs.between 1.5 a.d *** ba.0} pres.ure is.determined by pos.tioning ribs.of va.ying heights.a. predetermined interva.s.throughout the length of the s.ua.e *** the level of expa.s.on is.va.ied,it is.s.en tha. the ba.0} pres.ure initia.ly drops.for overexpa.ded flows.a.d increa.0}s.for under-expa.ded *** ribs.a.e pres.nt,the flow field in the duct a.d pres.ure ins.de the duct fluctua.e a.0}the ba.0} pres.ure ***-expa.ded flows.ca. a.hieve a.ba.0} pres.ure va.ue tha. is.s.ita.ly high without experiencing exces.ive cha.ges.in the duct flow in terms.of s.a.ic pres.ure if a.rib height a.ound 10%of the duct height clos. to the nozzle exit is.*** rib pa.0}ive control does.not nega.ively a.fect the duct’s.flow field.

关键词： Ba.0} pres.ure interna. flows ribs s.ddenly expa.ded flow wa.l pres.ure

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Mecha.ica. s.ns.r PDLIM5 promotes.the os.eogenes.s.of huma. a.ipos.-derived s.em cells.through microfila.ent a.tera.ions

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Genes.& Dis.a.0}s 2024年第3期11卷 136-139页

作者： Yucha. Ya.g s.utong Wu Rongmei Qu Congrong Wa.g Jinya.g Wa.g a.0}a. Ulla. khan You Pa. Wenqing Liu Jinhui Zhu Muha.ma. a.ra. khan Chujia.g Xu Jingxing Da. Jun Ouya.g Gua.gdong Provincia. Key La.ora.ory of Medica. Biomecha.ics.Na.iona. Key Dis.ipline of Huma. a.a.omy Schoolof BasicMedical SciencesSouthern Medical UniversityGuangzhouGuangdong 510515China Depa.tment of La.ora.ory Medicine Nanfang Hospital of Southern Medical UniversityGuangzhouGuangdong 510515China Depa.tment of Pa.hology Guangdong Provincial People's HospitalGuangdong Academy of Medical SciencesGuangzhouGuangdong 510080China Depa.tment of Brea.0} s.rgery Guangxi Medical University Cancer HospitalNanningGuangxi 530000China Depa.tment of Veterina.y Pa.hology Faculty of Veterinary and Animal SciencesPMAS Arid Agriculture UniversityRawalpindi 46300Pakistan Depa.tment of Orthopedics TCM-Integrated HospitalSouthern Medical UniversityGuangzhouGuangdong 510000China

Bone regenera.ion is.a.multifa.eted,a.s.ra.t,a.d wellcoordina.ed phys.ologica. progres.ion of bone forma.ion tha. pa.ticipa.es.in continuous.regenera.ion a.d remodeling throughout ***,when it comes.to complex clinica. s.tua.ions.requiring extens.ve bone regenera.ion,s.ch a.0}ma.0}ive bone defects.ca.s.d by injuries.infection,or tumor remova.,tra.itiona. methods.do not often yield good trea.ment s.ra.egies.or protocols.due to their limita.ions.

关键词： a.tera.ions injuries ma.0}ive

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a.ous.ofluidic s.pa.a.ion of prola.e a.d s.herica. micro-objects

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Micros.s.ems.& Na.oengineering 2024年第1期10卷 217-230页

作者： Muha.ma. s.ba. khan Mus.ta. a.i s.ng Ha.Lee Keun Young Ja.g s.ong Ja. Lee Jins.o Pa.k Depa.tment of Mecha.ica. Engineering Chonnam National University77 Yongbong-roBuk-guGwangju 61186Republic of Korea Depa.tment of Polymer Engineering The University of Suwon17 Wauan-gilBongdam-eupHwaseongGyeonggi 18323Republic of Korea

Mos. microfluidic s.pa.a.ion techniques.rely la.gely on object s.ze a.0}a.s.pa.a.ion *** a.ility to s.pa.a.e micro-objects.ba.0}d on their s.a.e is.crucia. in va.ious.biomedica. a.d chemica. ***,we develop a. ondema.d,la.el-free a.ous.ofluidic method to s.pa.a.e prola.e ellips.ids.from s.herica. micropa.ticles.ba.0}d on tra.eling s.rfa.e a.ous.ic wa.e-induced a.ous.ic ra.ia.ion force a.d *** freely rota.ing non-s.herica. microobjects.were a.igned under the progres.ive a.ous.ic field by the counterrota.ing ra.ia.ion torque,a.d the ma.or a.is.of the prola.e ellips.ids.wa.0}pa.a.lel to the progres.ive wa.e *** s.ecific a.ignment of the ellips.ida. pa.ticles.res.lted in a.reduction in the cros.-s.ctiona. a.ea.perpendicula. to the wa.e *** a.cons.quence,the a.ous.ic ba.ks.a.tering decrea.0}d,res.lting in a.decrea.0}d ma.nitude of the ra.ia.ion *** the va.ia.ion in ra.ia.ion force,which depended on the micro-object morphology ena.led the a.ous.ofluidic s.a.e-ba.0}d *** conducted numerica. s.mula.ions.for the wa.e s.a.tering of s.herica. a.d prola.e objects.to elucida.e the working mecha.is. underlying the propos.d method.a.s.ries.of experiments.with polys.yrene micros.heres.prola.e ellips.ids.a.d pea.ut-s.a.ed micropa.ticles.were performed for *** qua.tita.ive a.a.ys.s.of the s.pa.a.ion efficiency,we confirmed the high purity a.d high recovery ra.e of the propos.d a.ous.ofluidic s.a.eba.0}d s.pa.a.ion of *** a.biopa.ticle,we utilize Tha.a.0}ios.ra.eccentrica.to perform s.a.e-ba.0}d s.pa.a.ion,a.0}the s.ecies.ha.0}a.va.iety of potentia. a.plica.ions.in drug delivery,bios.ns.ng,na.ofa.rica.ion,bioenca.s.la.ion a.d immunois.la.ion.

关键词： s.pa.a.ion s.herica. rota.ing

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Improving a.Pa.ient’s.CVD Ris. a.0}es.ment—Upda.ing the Interpreta.ion of the Lipid Profile

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World Journa. of Ca.diova.0}ula. Dis.a.0}s 2024年第9期14卷 515-520页

作者： Da.id s. s.ha.e a.len a.olphe Robert Philip Ea.on Depa.tment of Interna. Medicine University of New Mexico Health Sciences Albuquerque USA Depa.tment of Interna. Medicine School of Medicine University of New Mexico Albuquerque USA

The lipid profile rema.ns.a. importa.t la.ora.ory a.0}es.ment to prevent ca.diova.0}ula. dis.a.0}. Interpreta.ion of the non-fa.0}ing lipid profile ha.0}s.gnifica.tly cha.ged ba.0}d on new informa.ion concerning the pa.hogenes.s.of a.heros.leros.s. In pa.ticula., the a.0}es.ment of ris. from choles.erol conta.ning pa.ticles.following triglyceride meta.olis. (termed remna.t choles.erol) ca. now be done from a.lipid profile. In a.dition, non-HDL choles.erol a.0}ca.cula.ed from the lipid profile will provide a.complete a.0}es.ment of tota. circula.ing choles.erol conta.ning pa.ticles. Furthermore, the formula.for mea.0}rement of LDL choles.erol from a.lipid profile ha.0}now been revis.d s. tha. triglyceride levels.exert les. interference. Fina.ly, the old concept tha. the “higher the HDL-c, the better” is.no longer tena.le. New da.a.indica.e tha. the optima. high dens.ty lipoprotein level is.below 100 mg/dl for both ma.e a.d fema.e pa.ients. Correct interpreta.ion of the lipid profile will optimize a.ti-a.heros.lerotic thera.y a.d reduce the number one ca.s. of dea.h in the United s.a.es.

关键词： Lipid Profile a.heros.lerotic Ris. Ca.diova.0}ula. Dis.a.0} High Dens.ty Lipoprotein Low Dens.ty Lipoprotein

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Circula.ing tumor DNa.a.d its.role in detection, prognos.s.a.d thera.eutics.of hepa.ocellula. ca.cinoma

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Chines. Journa. of Ca.cer Res.a.ch 2024年第2期36卷 195-214页

作者： s.na.Ra.0}id Yingchua. s.n Uma.r a.i khan s.ddoza. s.ka.da. Ha.ya. Muha.ma. Us.a. Munir Muha.ma. Us.a. a.ba. Muha.ma. Ba.a. Kha.a. Zhigua.g Ren Xinying Ji Ma.ik Ihs.n Ulla. khan Ins.itute of Molecula. Biology a.d Biotechnology University of LahoreLahore 54590Pakistan Depa.tment of Interna. Oncology(s.ction Ⅰ) Xuchang Municipal Central HospitalXuchang 461000China Ins.itute of Tra.s.a.iona. Medicine Medical CollegeYangzhou UniversityYangzhou 225001China a.s.ra.ia. Ins.itute for Bioengineering&Na.otechnology the University of QueenslandBrisbane 4072Australia Goma. Center of Biochemis.ry a.d Biotechnology Gomal UniversityDera Ismail Khan 29111Pakistan a.plied Molecula. Biology a.d Biomedicine La. Department of ZoologyUniversity of NarowalNarowal Punjab 51600Pakistan Ka.feng Municipa. Key La.ora.ory for Infection a.d Bios.fety Henan International Joint Laboratory of Nuclear Protein RegulationSchool of Basic Medical SciencesHenan UniversityKaifeng 475004China Fa.ulty of Ba.0}c Medica. s.bjects Shu-Qing Medical College of ZhengzhouZhengzhou 450064China Depa.tment of Medicine Huaxian County People's HospitalHuaxian 456400China

Hepa.ocellula. ca.cinoma.HCC) is.cons.dered the fifth mos. preva.ent ca.cer a.ong a.l types.of ca.cers.a.d ha.0}the third mos. morbidity va.ue. It ha.0}the mos. frequent duplica.ion time a.d a.high recurrence ra.e. Recently, the mos. unique technique us.d is.liquid biops.es. which ca.ry ma.y ma.kers.the mos. prominent is.circula.ing tumor DNa.ctDNa.. Va.ied methods.a.e us.d to inves.iga.e ctDNa. including va.ious.forms.of polymera.0} cha.n rea.tion(PCR) [emuls.on PCR(ePCR), digita. PCR(dPCR), a.d bea., emuls.on, a.plifica.ion, ma.netic(BEa.ing) PCR]. Hence ctDNa.is.being recognized a.0}a.potentia. bioma.ker tha. permits.ea.ly ca.cer detection,trea.ment monitoring, a.d predictive da.a.on tumor burden a.e s.bjective to thera.y or s.rgery. Numerous.ctDNa.bioma.kers.ha.e been inves.iga.ed ba.0}d on their a.tera.ions.s.ch a.0}1) s.ngle nucleotide va.ia.ions.either ins.rtion or deletion of a.nucleotide) ma.kers.including TP53, KRa.0} a.d CCND1;2) copy number va.ia.ions.which include ma.kers.s.ch a.0}CDK6, EFGR, MYC a.d BRa.;3) DNa.methyla.ion(Ra.0}F1a. s.PT9, KMT2C a.d CCNa.);4) homozygous.muta.ion includes.ctDNa.ma.kers.a.0}CDKN2a. a.IN1;a.d 5) ga.n or los. of function of the genes. pa.ticula.ly for HCC. Va.ious.res.a.chers.ha.e conducted ma.y s.udies.a.d gotten fruitful ***, there a.e s.me dra.ba.ks.to ctDNa.na.ely low qua.tity, fra.ment heterogeneity, les. s.a.ility, limited muta.t copies.a.d s.a.da.ds. a.d differentia. s.ns.tivity. However, plenty of inves.iga.ions.demons.ra.e ctDNa.s.s.gnifica.ce a.0}a.polyva.ent bioma.ker for ca.cer a.d ca. be viewed a.0}a.future dia.nos.ic, prognos.ic a.d thera.eutic a.ent. This.a.ticle overviews.ma.y conditions.in genetic cha.ges.linked to the ons.t a.d development of HCC, s.ch a.0}dys.egula.ed s.gna.ing pa.hwa.s. s.ma.ic muta.ions. s.ngle-nucleotide polymorphis.s. a.d genomic ins.a.ility. a.ditiona.ly, efforts.a.e a.s. ma.e to develop trea.ments.for HCC tha. a.e molecula.ly ta.geted a.d to unra.el s.me of the genetic pa.hwa.s.tha. f

关键词： Hepa.ocellula. ca.cinoma circula.ing tumor DNA bioma.kers s.ngle nucleotide va.ia.ions dia.nos.s prognos.s

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