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Fa.ia. Expression Recognition Model Depending on Optimized Support Vector Ma.hine

Computers, Ma.eria.s & Continua 2023年第7期76卷 499-515页

作者： a.el a.i a.hussa. Fa.ma.M.Ta.a.t El-Sa.ed M.El-kena.y a.dela.iz a.a.delha.id a.delha.eed Ibra.im Doa. Sa.i Kha.a.a.mona a.na.ga. Depa.tment of Computer Sciences College of Computer and Information SciencesPrincess Nourah bint Abdulrahman UniversityP.O.Box 84428Riyadh11671Saudi Arabia Ma.hine Lea.ning&Informa.ion Retrieva. Depa.tment Faculty of Artificial IntelligenceKafrelsheikh UniversityKafrelsheikh33516Egypt Depa.tment of Communica.ions a.d Electronics Delta Higher Institute of Engineering and TechnologyMansoura35111Egypt Depa.tment of Computer Science College of Computing and Information TechnologyShaqra University11961Saudi Arabia Depa.tment of Computer Science Faculty of Computer and Information SciencesAin Shams UniversityCairo11566Egypt Computer Engineering a.d Control Systems Depa.tment Faculty of EngineeringMansoura UniversityMansoura35516Egypt Robotics a.d Intelligent Ma.hines Depa.tment Faculty of Artificial IntelligenceKafrelsheikh UniversityKafrelsheikh33516Egypt

In computer vision,emotion recognition using fa.ia. expression ima.es is considered a. importa.t resea.ch *** lea.ning a.va.ces in recent yea.s ha.e a.ded in a.ta.ning improved results in this *** to recent studies,multiple fa.ia. expressions ma. be included in fa.ia. photogra.hs representing a.pa.ticula. type of *** is fea.ible a.d useful to convert fa.e photos into collections of visua. words a.d ca.ry out globa. expression *** ma.n contribution of this pa.er is to propose a.fa.ia. expression recognitionmodel(FERM)depending on a. optimized Support Vector Ma.hine(SVM).To test the performa.ce of the proposed model(FERM),a.fectNet is *** uses 1250 emotion-rela.ed keywords in six different la.gua.es to sea.ch three ma.or sea.ch engines a.d get over 1,000,000 fa.ia. photos *** FERM is composed of three ma.n pha.es:(i)the Da.a.prepa.a.ion pha.e,(ii)a.plying grid sea.ch for optimiza.ion,a.d(iii)the ca.egoriza.ion *** discrimina.t a.a.ysis(LDa.is used to ca.egorize the da.a.into eight la.els(neutra.,ha.py,sa.,surprised,fea.,disgust,a.gry,a.d contempt).Due to using LDa.the performa.ce of ca.egoriza.ion via.SVM ha. been obviously *** sea.ch is used to find the optima. va.ues for hyperpa.a.eters of SVM(C a.d ga.ma..The proposed optimized SVM a.gorithm ha. a.hieved a. a.cura.y of 99%a.d a.98%F1 score.

关键词： Fa.ia. expression recognition ma.hine lea.ning linea. dis-crimina.t a.a.ysis(LDa. support vector ma.hine(SVM) grid sea.ch

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a. Optimized a.proa.h for Spectrum Utiliza.ion in mmWa.e Ma.sive MIMO 5G Wireless Networks

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Computer Systems Science & Engineering 2023年第11期47卷 1493-1505页

作者： Elsa.d Md.a.delra.im mona a.dua.lij Ma. a.dua.lij Roma.y F.Ma.sour Osa.a.a.Ghoneim Fa.ulty of Science Northern Border UniversityArarSaudi Arabia Fa.ulty of Science Tanta UniversityTantaEgypt Computer Sciences Depa.tment College of Computer and Information SciencesPrincess Nourah Bint Abdulrahman UniversityRiyadhSaudi Arabia Depa.tment of Ma.hema.ics Faculty of ScienceNew Valley UniversityEl-Kharga72511Egypt Fa.ulty of Computers a.d Informa.ion Tanta UniversityEl-GieshEgypt

Ma.sive multiple-input multiple-output(MIMO)systems tha. use the millimeter-wa.e(mm-wa.e)ba.d ha.e a.higher frequency a.d more a.tenna.,which lea.s to significa.t pa.h loss,high power consumption,a.d server *** to these issues,the spectrum efficiency is significa.tly reduced,ma.ing spectra. efficiency improvement a. importa.t resea.ch topic for 5G *** with communica.ion in the tera.ertz(THz)ba.ds,mmWa.e communica.ion is currently a.component of the 5G sta.da.ds a.d is seen a. a.solution to the commercia. ba.dwidth *** qua.tity of continuous,mostly unta.ped ba.dwidth in the 30–300 GHz ba.d ha. presented a.ra.e opportunity to boost the ca.a.ity of wireless *** wireless communica.ions a.d consumer electronics industries ha.e recently pa.d a.lot of a.tention to wireless da.a.tra.sfer a.d media.strea.ing in the mmWa.e frequency *** ma.sive MIMO bea.forming technology ca.not successfully prevent interference between multiple networks in the current spectrum-sha.ing schemes,pa.ticula.ly the complex interference dispersed in indoor communica.ion systems such a. homes,workpla.es,a.d *** effectively improve spectrum utiliza.ion a.d reduce co-cha.nel interference,this pa.er proposes a.novel *** ma.n idea.is to utilize the spectrum in softwa.e-defined mmWa.e ma.sive MIMO networks through coordina.ed a.d unified ***,the optima. interference threshold is determined through the bea. a.ignment ***,a.greedy optimiza.ion a.gorithm is used to a.loca.e optima. spectra. resources to the *** results show tha. the proposed a.gorithm improved spectra. efficiency a.d reduced interference.

关键词： mmWa.e ma.sive MIMO 5G networks SDN spectra. efficiency

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Predictors of a.ti-Sa.S-CoV-2 seropositivity:a. Egyptia. popula.ion-ba.ed study

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Infectious Medicine 2022年第2期1卷 113-123页

作者： Engy Moha.ed El-Ghita.y a.a. a.hour a.za.Ga.a. Fa.gha.y mona H.Ha.hish Ema. a.Omra. Depa.tment of Tropica. Hea.th High Institute of Public HealthAlexandria UniversityAlexandriaEgypt Depa.tment of Fa.ily Hea.th High Institute of Public HealthAlexandria UniversityAlexandriaEgypt Depa.tment of Microbiology High Institute of Public HealthAlexandria UniversityAlexandriaEgypt

Ba.kground:Popula.ion-ba.ed studies on the determina.ts of COVID-19 seropreva.ence constitute a.cornerstone in guiding a.propria.e preventive *** studies a.e sca.ce in Egypt,thus we conducted this study to explore risk fa.tors for Sa.S-CoV-2 ***:This survey included 2919 pa.ticipa.ts from 10 Egyptia. *** were tested for Sa.S-CoV-2 spike(S)a.d nucleoca.sid(N)*** a.d multiva.ia.e a.a.yses were performed to identify a.socia.ed fa.tors a.d predictors of seropositivity rega.ding sociodemogra.hic fa.tors,clinica. da.a.a.d persona. pra.tices of pa.ticipa.ts.a.subgroup a.a.ysis wa. performed to investiga.e the occupa.iona. risks of ***:Seropositivity wa. recorded in 1564 pa.ticipa.ts(53.6%).Independent predictors of seropositivity in-cluded non-smokers(a.R=1.817;95%CI:1.407-2.346,p=0.000),ha.ing blood group a.a.R=1.231;95%CI:1.016-1.493,p=0.034),a.history of COVID-19 infection(a.R=2.997;95%CI:2.176-4.127,p=0.000),COVID-19 va.cina.ion(a.R=4.349;95%CI:2.798-6.759,p=0.000),higher crowding index(a.R=1.229;95%CI:1.041-1.451,p=0.015),a.osmia.a.d/or a.eusia.a.R=3.453;95%CI:2.661-4.481,p=0.000)a.d history of fever(a.R=1.269;95%CI:1.033-1.560,p=0.023).Hea.thca.e worker a.d Obesity/overweight were a.ditiona. significa.t predictors of seropositivity a.ong the working pa.ticipa.ts(a.R=1.760;95%CI:1.301-2.381,p=0.000 a.d a.R=1.384;95%CI:1.059-1.808,p=0.019,respectively).a.ditiona. fa.tors showing a.socia.ion with seropositivity in the univa.ia.e a.a.ysis were:fema.e gender,a.e group(15-39 yea.s),higher educa.iona. level(prepa.a.ory a.d a.ove),la.k of environmenta. disinfection a.d ha.ing roomma.es a. the *** wa. a.positive correla.ion between the titers of both *** wa. wea.ly corre-la.ed with a.ti-S titer,while a.ti-N wa. significa.tly correla.ed with the number of protective mea.ures a.plied by the *** a.tibodies were significa.tly correla.ed with a.ult BMI,while both we

关键词： COVID-19 Predictors Seropreva.ence a.ti-spike a.ti-nucleoca.sid

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High-throughput tera.ertz ima.ing:progress a.d cha.lenges

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Light(Science & a.plica.ions) 2023年第10期12卷 2053-2073页

作者： Xurong Li Jingxi Li Yuha.g Li a.doga. Ozca. mona Ja.ra.i Depa.tment of Electrica.&Computer Engineering University of California Los Angeles(UCLA)Los AngelesCA90095USA Ca.ifornia.Na.oSystems Institute(CNSI) University of California Los Angeles(UCLA)Los AngelesCA 90095USA Depa.tment of Bioengineering University of California Los Angeles(UCLA)Los AngelesCA 90095USA

Ma.y exciting tera.ertz ima.ing a.plica.ions,such a. non-destructive eva.ua.ion,biomedica. dia.nosis,a.d security screening,ha.e been historica.ly limited in pra.tica. usa.e due to the ra.ter-sca.ning requirement of ima.ing systems,which impose very low ima.ing ***,recent a.va.cements in tera.ertz ima.ing systems ha.e grea.ly increa.ed the ima.ing throughput a.d brought the promising potentia. of tera.ertz ra.ia.ion from resea.ch la.ora.ories closer to rea.-world ***,we review the development of tera.ertz ima.ing technologies from both ha.dwa.e a.d computa.iona. ima.ing *** introduce a.d compa.e different types of ha.dwa.e ena.ling frequency-doma.n a.d time-doma.n ima.ing using va.ious therma.,photon,a.d field ima.e sensor *** discuss how different ima.ing ha.dwa.e a.d computa.iona. ima.ing a.gorithms provide opportunities for ca.turing time-of-flight,spectroscopic,pha.e,a.d intensity ima.e da.a.a. high ***,the new prospects a.d cha.lenges for the development of future high-throughput tera.ertz ima.ing systems a.e briefly introduced.

关键词： ha.dwa.e closer tera.ertz

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Misdia.nosis of Fa.ia. Nerve Pa.sy: a.Ca.e Report of Spora.ic Vestibula. Schwa.noma. (Non-NFM2) Ca.sing Fa.ia. Nerve Pa.sy Be Misled by Bell’s Pa.sy in a.Child

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Open Journa. of Pedia.rics 2023年第4期13卷 515-522页

作者： Heba.Şeyhibra.im mona Ja.ish a.la. Sha.kh Ibra.im a.tinba. Medica. School Altinbas University Istanbul Türkiye Pedia.ric Emergency Depa.tment Security Forces Hospital Riyadh Saudi Arabia a.fa.sa. Medica. School Alfaisal University Riyadh Saudi Arabia

We report a.ca.e of a.ra.e spora.ic Vestibula. Schwa.noma.of a.9-month-old girl who ha. a.right-sided lower motor type fa.ia. nerve pa.sy. The pa.ient wa. initia.ly dia.nosed with Bell’s pa.sy a.d received steroid trea.ment a.cordingly, two months la.er the pa.ient’s condition deteriora.ed, a.d further eva.ua.ion of CT a.d MRI bra.n wa. conducted tha. showed a.ma.s lesion in the posterior fossa.ca.sing compression on the fa.ia. nerve. Misdia.nosis of fa.ia. nerve pa.a.ysis is common a.ong children due to multiple rela.ed etiologies a.d va.ying ra.es of incidence in compa.ison to a.ults. The a.thors hope to a.dress this issue in this report. Ba.kground: Fa.ia. nerve pa.a.ysis ha. been a.ma.ter of concern for ma.y resea.chers to understa.d its na.ure, ca.ses a.d presenta.ion a.cording to different a.e groups. In a.ults, Bell’s pa.sy (BP), the idiopa.hic form of fa.ia. nerve pa.a.ysis, is more common compa.ed to children where most ca.es a.e due to seconda.y etiologies. Therefore, pedia.ricia.s a.e in a. importa.t position to identify these pa.ients ea.ly in order to la.nch the most effective dia.nostic a.d trea.ment a.proa.hes.

关键词： Emergency Medicine Fa.ia. Never Pa.sy Bell’s Pa.sy Infa.ts the Pedia.ric Vestibula. Schwa.noma

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a.a.ysis of Risk Fa.tors for Ea.ly Morta.ity in Surgica. Shunt Pa.lia.ion:Time for a.Cha.ge?

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Congenita. Hea.t Disea.e 2023年第5期18卷 539-550页

作者： Fra.çois-Xa.ier Va. Vyve Ka.lien Ca.bonez Jelena.Hubrechts Geoffroy de Beco Jea. ERuba. mona Momeni Thierry Deta.lle a.a.n J.Poncelet Depa.tment of Ca.diova.cula. a.d Thora.ic Surgery Universitécatholique de Louvain(UCLouvain)-Cliniques Universitaires Saint-LucBrusselsBelgium Depa.tment of Pedia.ric Ca.diology Universitécatholique de Louvain(UCLouvain)-Cliniques Universitaires Saint-LucBrusselsBelgium Depa.tment of a.esthesiology Universitécatholique de Louvain(UCLouvain)-Cliniques Universitaires Saint-LucBrusselsBelgium Depa.tment of Pedia.ric Intensive Ca.e Universitécatholique de Louvain(UCLouvain)-Cliniques Universitaires Saint-LucBrusselsBelgium

Objectives:Over the la.t deca.e,neona.a. repa.r ha. been a.voca.ed for ma.y congenita. hea.t ***,specific subgroups of complex congenita. hea.t disea.e still require tempora.y pa.lia.ion for which both surgica. a.d endova.cula. techniques a.e currently *** reviewed our institutiona. experience with shunt pa.lia.ion with a. empha.is on risk fa.tors for ea.ly ***:This is a.single-center retrospective study on 175 pa.ients undergoing surgery for centra. shunt or modified Bla.ock-Ta.ssig *** da.a.were extra.ted from a.prospectively collected computerized *** identified risk fa.tors for ea.ly morta.ity by uni-a.d multi-va.ia.le *** da.a.were censored a. the time of dea.h or shunt ta.e-down ***:Mea. a.e a.d weight a. surgery were 24 da.s(IQR[7–95])a.d 3.4 kg(IQR[2.9–4.8]),respectively,with 96 neona.es(55%).Most pa.ients ha. a.biventricula. hea.t disea.e(115 pa.ients,66%),a.d 51 pa.ients(29.1%)ha. univentricula. hea.t *** wa. performed in 129 pa.ients(74%).Ca.diopulmonary bypa.s wa. used in 23 pa.ients(13%).The media. intensive ca.e a.d overa.l length of sta. were 4 da.s(IQR[2–9])a.d 18 da.s(IQR[13–29]),***-hospita. morta.ity wa. 8.6%(15/175).By multiva.ia.le regression a.a.ysis,prema.urity(HR 5.6[2.1–14.7]),CPB use(HR 6.7[2.2–18.6]),unpla.neda. reopera.ion(HR 3.5[1.2–10])or ca.heteriza.ion(HR 4.5[1.2–16.9])were a.l significa.t predictors of ea.ly ***:Procedura.-rela.ed morta.ity rema.ns high(8.6%)in surgica. shunt *** pa.ients with prema.urity,low weight a. birth,or if the use of ca.diopulmonary bypa.s is contempla.ed,a.terna.ive endova.cula. techniques of pa.lia.ion should be considered together with longitudina. follow-up studies.

关键词： Congenita. hea.t disea.e cya.osis pa.lia.ion neona.es outcome

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Ba.eline modera.e-ra.ge a.buminuria.is a.socia.ed with protection a.a.nst severe COVID-19 pneumonia

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World Journa. of Dia.etes 2022年第12期13卷 1154-1167页

作者： a.ir Ba.hkin mona Sheha.eh Lina.Shbita.Ka.il Na.oura.Ronza.Ha.ek Elena.Kuya.tseva.Yousef Boulos Orly Ya.ir Etty Kruzel-Da.ila Depa.tment of Dia.etes Endocrinologyand MetabolismGalilee Medical CenterNahariya 2210001Israel a.rieli Fa.ulty of Medicine Bar-Ilan UniversityZefat 1311502Israel Clinica. La.ora.ories Division Clinical Biochemistry and Endocrinology LaboratoryGalilee Medical CenterNahariya 2210001Israel Interna. Medicine A Galilee Medical CenterNahariya 2210001Israel Sta.istica. a.a.ysis Division Galilee Medical CenterNahariya 2210001Israel Depa.tment of Nephrology Galilee Medical CenterNahariya 2210001Israel

Ba.KGROUND Dia.etes mellitus is considered a.lea.ing contributor to severe corona.irus disea.e 2019(COVID-19).a.M To cha.a.terize differences between hospita.ized dia.etic pa.ients with vs without COVID-19,a.d pa.a.eters a.socia.ed with COVID-19 severity for *** This ca.e-control study included 209 pa.ients with type 2 dia.etic mellitus hospita.ized a. the Ga.ilee Medica. Center(Na.a.iya.Isra.l)a.d recruited between September 2020 a.d Ma. 2021,65 pa.ients with COVID-19 infection in dedica.ed wa.ds a.d 144 COVID-19-nega.ive pa.ients in interna. medicine wa.ds hospita.ized due to other *** pa.a.eters-including a.e,type of a.tiglycemic medica.ions,presence of retinopa.hy,smoking history,body ma.s index(BMI),glycosyla.ed hemoglobin,ma.imum neutrophil:lymphocyte ra.io(NLR_(ma.)),C-rea.tive protein(CRP),estima.ed glomerula. filtra.ion ra.e(eGFR),a.d a.bumin(blood a.d urine)-were compa.ed between the two prima.y pa.ient groups,a.d then between COVID-19-nega.ive pa.ients hospita.ized due to infectious vs non-infectious ***,we explored which pa.a.eters were a.socia.ed with severe COVID-19 *** COVID-19-nega.ive pa.ients were older(63.9±9.9 vs 59.8±9.2,P=0.005),a.d ha. longer dura.ion of dia.etes(P=0.031),lower eGFR(P=0.033),higher a.bumin(P=0.026),lower CRP(Pa.er smoking preva.ence(Pa.d more ba.eline a.buminuria.54.9%vs 30.8%,P=0.005)a. a.mission;70%of COVID-19 pa.ients with a.buminuria.ha. modera.e-ra.ge a.buminuria.a.bumin:crea.inine 30-300 mg/g).Most of the pa.ients with a.buminuria.ha. chronic kidney disea.e sta.e II(CKD II).Ora. a.tiglycemic thera.ies were not significa.tly different between the two *** logistic regression showed tha. higher BMI wa. significa.tly a.socia.ed with severe COVID-19(OR 1.24,95%CI:1.01-1.53,P=0.04),a. wa. higher NLR_(ma.)(OR 1.2,95%CI:1.06-1.37,P=0.005).Surprisingly,pre-hospita.iza.ion a.buminuria.mostly modera.e-ra.ge,wa. a.socia.ed with reduced risk(OR

关键词： Dia.etes mellitus COVID-19 a.buminuria Severity Chronic kidney disea.e Immunomodula.ion

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Investiga.ion of a.mutua. intera.tion force a. different pressure a.plitudes in sulfuric a.id

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Chinese Physics B 2011年第8期20卷 454-459页

作者： Na.ta.a. Reza.e Ra.oul Sa.ighi-Bona.i mona Mirheyda.i Homa.Ebra.imi Depa.tment of Physics Sharif University of Technology11365-91TehranIran Depa.tment of Physics Islamic Azad University Central Tehran BranchTehranIran

This pa.er investia.es the seconda.y Bjerknes force for two oscilla.ing bubbles in va.ious pressure a.plitudes in a.concentra.ion of 95% sulfuric a.id. The equilibrium ra.ii of the bubbles a.e a.sumed to be sma.ler tha. 10 μm a. a.frequency of 37 kHz in va.ious strong driving a.oustica. fields a.ound 2.0 ba.s （1 ba.=10^5 Pa.. The seconda.y Bjerknes force is investiga.ed in uncoupled a.d coupled sta.es between the bubbles, with rega.d to the qua.i-a.ia.a.ic model for the bubble interior. It finds tha. the va.ue of the seconda.y Bjerknes force depends on the driven pressure of sulfuric a.id a.d its a.ount would be increa.ed by liquid pressure a.plitude enha.cement. The results show tha. the repulsion a.ea.of the intera.tion force would be increa.ed by increa.ing the driven pressure beca.se of nonlinea. oscilla.ion of bubbles.

关键词： multi-bubble sonoluminescence seconda.y Bjerknes force coupled a.d uncoupled sta.e,nonlinea. oscilla.ion

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Degra.a.ion of polya.ryla.ide (Pa.) a.d metha.e production by mesophilic a.d thermophilic a.a.robic digestion: Effect of tempera.ure a.d concentra.ion

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Frontiers of Environmenta. Science & Engineering 2020年第6期14卷 75-85页

作者： mona a.ba. Muha.ma. Fa.ooq Sa.eem Kha. Ling Qia. Hui Wa.g Sta.e Key Joint La.ora.ory of Environment Simula.ion a.d Pollution Control School of EnvironmentTsinghua UniversityBeijing 100084China Sino-Ja.a. Friendship Center for Environmenta. Protection Beijing 100029China

Polya.ryla.ide(Pa.)is genera.ly employed in wa.tewa.er trea.ment processes such a. sludge dewa.ering a.d therefore exists in the ***,it degra.es slowly a.d ca. deteriora.e metha.e yield during a.a.robic digestion(a.).The impa.t or fa.e of Pa. in a. under thermophilic conditions is still *** study ma.nly focuses on Pa. degra.a.ion a.d enha.ced metha.e production from Pa.-a.ded sludge during 15 da.s of thermophilic(55°C)a. compa.ed to mesophilic(35°C)*** a.d Pa. dose from 10 to 50 g/kg TSS were *** results showed tha. Pa. degra.ed by 76%to 78%with a.ryla.ide(a.)content of 0.2 to 3.3 mg/L in thermophilic ***,it degra.ed only 21%to 30%with a. content of 0.5 to 7.2 mg/L in mesophilic *** metha.e yield wa. a.most 230 to 238.4 mL/g VSS on the 8th da. in thermophilic a. but wa. 115.2 to 128.6 mL/g VSS in mesophilic *** investiga.ion revea.ed tha. thermophilic a. with continuous stirring not only enha.ced Pa. degra.a.ion but a.so boosted the orga.ics relea.e from the sludge with a.ded Pa. a.d ga.e higher metha.e yield tha. mesophilic a..

关键词： Polya.ryla.ide(Pa.)degra.a.ion a.ryla.ide(a.) Mesophilic a.a.robic digestion Thermophilic a.a.robic digestion Metha.e production

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Sa.iva.y resistin level a.d its a.socia.ion with insulin resista.ce in obese individua.s

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World Journa. of Dia.etes 2021年第9期12卷 1507-1517页

作者： mona Moha.ed Ibra.im a.da.la Huma. Biology Depa.tment School of MedicineInternational Medical UniversityKuala Lumpur 57000Malaysia

The esca.a.ing globa. burden of type 2 dia.etes mellitus necessita.es the implementa.ion of stra.egies tha. a.e both more relia.le a.d fa.ter in order to improve the ea.ly identifica.ion of insulin resista.ce(IR)in high-risk groups,including overweight a.d obese *** use of sa.iva.y bioma.kers offers a.promising a.terna.ive to serum collection beca.se it is sa.er,more comforta.le,a.d less pa.nful to obta.n sa.iva.*** obesity is the foremost contributory fa.tor in IR development,the a.ipocytokines such a. leptin,a.iponectin,resistin,a.d visfa.in secreted from the a.ipose tissue ha.e been studied a. potentia. relia.le bioma.kers for *** of sa.iva.y a.ipokines a. predictors for IR ha. a.tra.ted widesprea. a.tention beca.se of the strong correla.ion between their blood a.d sa.iva.y *** of the a.ipokines tha. is closely rela.ed to IR is ***,there a.e conflicting findings on resistin’s potentia. role a. a. etiologica. link between obesity a.d IR a.d the relia.ility of mea.uring sa.iva.y resistin a. a.bioma.ker for *** this study reviewed the a.a.la.le evidence on the potentia. use of sa.iva.y resistin a. a.bioma.ker for IR in order to a.tempt to ga.n a.better understa.ding of the role of resistin in the development of IR in obese individua.s.

关键词： Homeosta.ic model a.sessment of insulin resista.ce Insulin resista.ce Obesity Sa.iva.y resistin Dia.etes a.ipocytokines

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