I-Chong-Yaw Wee igalelo elilinganayo, UZhimin Zhao igalelo elilinganayo, I-Pew-Thian Yap, UGuorong Wu, UFeng Shi, Ixabiso lokwenyani, Yasong Du, UJianrong Xu, Imeyile ye-Yan Zhou, Imeyile kaDinggang Shen
Ipapashwe: NgoSeptemba 16, 2014
I-DoI: 10.1371 / journal.pone.0107306
Abstract
Ingxaki yokulutha i-Intanethi (i-IAD) igqalwa ngokuchatshazeleka njengengxaki yempilo yengqondo, ngakumbi kulutsha. I-pathogenesis ehambelana ne-IAD, nangona kunjalo, ihlala ingacacanga. Kolu phando, sijolise ekuvavanyeni intsebenzo ye-encern ye-vijana ye-IAD ekuphumleni isebenzisa idatha ye-imaging resonance imaging. Samkele indlela ye-graph-theoretic yokuphazamisa ukuphazamiseka okunokubakho kokunxibelelana okusebenzayo ngokuhambelana neepropathi zenethiwekhi kubandakanya ubungqingqwa obuncinci behlabathi, impumelelo, kunye nentloko ye-17 yabantu abakwishumi elivisayo abane-IAD kunye ne-16 kuluntu oluhambelana nolawulo olusempilweni. Ukuvavanywa kwenqanaba lokuvavanywa okuyinyani kwe-parametric kwenziwa ukuvavanya ukubaluleka kwe-level level network network. Ukongeza, uhlalutyo lolungelelwaniso lwenzelwa ukuvavanya ubudlelwane phakathi konxibelelwano olusebenzayo kunye namanyathelo eklinikhi kwiqela le-IAD. Iziphumo zethu zibonisa ukuba kukho ukuphazamiseka okukhulu ekusebenzeni ngokudibeneyo kweziguli ze-IAD, ngakumbi phakathi kwemimandla ebekwe ngaphambili, kwi-occipital, nakwi-parietal lobes. Unxibelelwano oluchaphazelekayo luluhlu olude kunye nokunxibelelana kwe-hemispheric. Nangona ulungelelwaniso olubalulekileyo lujongwa kwiimetimitha eziguqukayo zommandla, akukho mahluko kwi-topology yenethiwekhi yomhlaba phakathi kwe-IAD kunye namaqela aphilayo. Ukongeza, uhlengahlengiso lolungelelwaniso lubonisa ukuba ukuxhatshazwa kwengingqi okubonakalayo kudityaniswa nobunzima be-IAD kunye novavanyo lwekliniki. Iziphumo zethu, ezihambelana ngokufanayo phakathi kwe-anatomically kunye ne-atlase ezichazwe ngokufanelekileyo, zicebisa ukuba i-IAD ibangele ukuphazamiseka kokunxibelelana kokusebenza kwaye, okubaluleke, ukuba ukuphazamiseka okunjalo kunokunxibelelana nokuphazamiseka kwendlela yokuziphatha.
Amanani
Citation: Wee CY, Zhao Z, Yap PT, Wu G, Shi F, et al. (2014) Umsebenzi ophazamisayo wobuchwephesha bobuchwephesha kwiArhente yokuHanjiswa kweziyobisi kwi-Intanethi: Isifundo sokuSebenza sokuLunga seMeko kaMhlaba sokuPhumla. I-PloS ONE 9 (9): e107306. doi: 10.1371 / ijenali.pone.0107306
umhleli: Satoru Hayasaka, Wake Forest School of Medicine, United States of America
I funyenwe: NgoJanuwari 20, 2014; Zamkelwa: Agasti 11, 2014; Yashicilelwe: Septemba 16, 2014
Copyright: © 2014 Wee et al. Eli linqaku lokufikelela ngokuvulekileyo elihanjiswe phantsi kwemiqathango ye Ilayisenisi yeCreation Commons Licribution, evumela ukusetyenziswa, ukuhanjiswa, nokuvelisa okungahambisani naluphi na uhlobo, ukuba unobumba bokuqala kunye nomthombo baxelwe.
Inkxaso: Lo msebenzi wawuxhaswa yinxalenye yamaZiko ezeMpilo kaZwelonke (NIH) izibonelelo ze-EB006733, i-EB008374, i-EB009634, i-AG041721, kunye ne-CA140413, kunye ne-National Natural Science Foundation yase-China (81171325) kunye neNkqubo yeLizwe yeTekhnoloji yeR & D yeNkqubo 2007BAI17B03. Abaxhasi-mali bebengenandima kuyilo lokufunda, ukuqokelela idatha kunye nohlalutyo, isigqibo sokupapasha, okanye ukulungiselela umbhalo obhaliweyo.
Injongo yokunyanzela: Ababhali baye bavakalisa ukuba akukho mfuno ekhuphisanayo.
intshayelelo
Kuxelwe ukuba ukusetyenziswa gwenxa kwe-intanethi kungakhokelela ekuguqukeni kweendlela zokuziphatha ezifana nezo zifumaneka kwiziyobisi nakwindlela yokungcakaza [1], [2]. Ngokunyuka kwenani labasebenzisi be-intanethi kumashumi eminyaka adlulileyo, le ngxaki iye yajongwa njengengxaki enkulu yezempilo yoluntu [3]. Iziyobisi ezikwi-Intanethi, kunye neziyobisi ezinxulumene nekhompyuter ngokubanzi, zibonakala ziyinto eqhubekayo, ichaphazela izigidi zabantu baseMelika nakumazwe aphesheya, ngezona zinga liphezulu leziganeko ezenzeka phakathi kolutsha nakwikholeji yabafundi kwimimandla eseAsia. [3]-[7]. Iziphumo zokuvezwa kwe-intanethi ngexesha lokukhula komntwana kubaluleke kakhulu kwezonyango nakwezoluntu, njengoko ixesha lokufikisa lixesha lenguqu ebalulekileyo kwi-neurobiology enxulumene nokwenza izigqibo [8] kwaye ngokwenjenje kubonakalisa ukuba semngciphekweni okuphezulu wokuphazamiseka obandakanyekayo kunye nokulutha [9]-[11]. Ukusukela umsebenzi wesemina nguWancinci [2], umlutha we-intanethi utsale umdla obonakalayo koososayensi bezentlalo, koochwepheshe bezengqondo, kwezengqondo, nakutitshala.
Iimpawu zekliniki zeengxaki zokuziphatha ezinxulumene nokusetyenziswa kwe-intanethi zichazwe phantsi kweendlela ezahlukeneyo zokuxilongwa, kubandakanywa ne-intanethi yeziyobisi zokulutha (IAD) [12], Ukusetyenziswa kwe-intanethi ye-pathological [13], kunye nengxaki yokusebenzisa i-intanethi [14]. I-IAD ichongwe njengenganyanzeleki- ukulawula ukungalawuleki, kuba ibandakanya ukusetyenziswa gwenxa kwe-intanethi ngaphandle kokufumana isiselo esinxilisayo, esifana nokungcakaza kwe-pathological. I-IAD ibonakalisa iimpawu ezifanayo zezinye iziyobisi, kubandakanya ukuphuhliswa kwezemfundo, ezemali kunye nobunzima bomsebenzi ngenxa yokuziphatha kunye neengxaki ekwakheni nasekulondolozeni ubudlelwane bobuqu nobusapho. Abantu abaphethwe yi-IAD bayakuchitha ixesha elininzi ndedwa, nto leyo ichaphazela ukusebenza kwabo okuqhelekileyo kwentlalo. Kwiimeko ezimbi kakhulu, izigulana zinokufumana ukungaphatheki kakuhle emzimbeni okanye iingxaki zonyango ezinje nge-carpal tunnel syndrome, amehlo awomileyo, ukuqaqanjelwa yintloko, intloko ebuhlungu, ukutya okungahambi kakuhle kunye nokulala okuphazamisekileyo [15], [16]. Ngaphezu koko, izigulana zihlala zinganyangeki kunyango lwe-IAD kwaye zinomgangatho ophakamileyo wokubuyela umva [17], kwaye uninzi lwazo lunezigulo ezinye iziyobisi, ezinje ngeziyobisi, utywala, ukungcakaza okanye isini [18].
Ngelixa i-IAD ingekaqwalaselwa njengesiyobisi okanye ukuphazamiseka kwengqondo kwi-DSM-5 [19], kukho izifundo ezaneleyo, ikakhulu ezizinze kwimibuzo ebuzwa ngengqondo, ebonisa iziphumo ezingalunganga kubomi bemihla ngemihla ngokwendlela yokuziphatha, izinto zengqondo, ulawulo lweempawu, ukuqaqanjelwa kwezengqondo, isifo esisifo, kunye nesiphumo sonyango. [6], [20]-[23]. Ngaphandle kolu hlalutyo olusekwe ekuziphatheni, kusetyenziswe iindlela zobuchwephesha ekukhangeleni isiphumo sokusetyenziswa kakhulu kwe-intanethi kwiimpawu zesimo kunye nokusebenza kwengqondo yomntu. [7], [24]-[29]. Ukubuyisela imeko yokusebenza kwe-magnetic resonance imaging (R-fMRI) esebenzayo kwi vivo Isixhobo sokuphanda imisebenzi ye-neuronal yobuchopho, ngaphambili besele siqeshiwe ukuba sichaze ukuphazamiseka okunokwenzeka kweempawu ezisebenzayo ze-encephalic kwi-IAD [24], [26], [27], [30], e [27], Uhlalutyo lwe-homogeneity (ReHo) yengingqi, elilinganisa ukungqinelana kokuguquguquka kwesantya esisezantsi (LFF) ngaphakathi kothungelwano lwengqondo, kutyhila ulungelelwaniso oluphuculweyo phakathi kwemimandla yobuchopho enxulumene nomvuzo weendlela zezigulana ze-IAD. Uphononongo olufana nolwabantu abanokulutha kwi-intanethi yokudlala (i-OGA) ecetywayo kusetyenziswa i-amplitude ye-LF kwicala lasekhohlo le-medial orbitofrontal cortex, enokunxibelelana komzimba kwimimandla eliqela enxulumene nokuthathwa kwezigqibo ngokwenjongo, njenge-biomarker yesi sifo. [30]. Hong okqhubekayo. usebenzise i-network-based statistic (NBS) ukuhlalutya ukungafani kweqela kwintsebenzo phakathi komda phakathi kwe-IAD kunye namaqela olawulo, kunye nokuncipha okubanzi kokunxibelelana okusebenzayo kwabonwa kwiqela le-IAD, ngokukodwa, akukho siphazamiso sehlabathi jikelele [26]. Kwesinye isifundo esisebenza ngokudibeneyo sentsebenzo, iinguqulelo kuqhagamshelo lonxibelelwano olungasasebenziyo ziye zahlolwa kusetyenziswa umva we-cingxe cortex (PCC) njengommandla wembewu [24]. Iziphumo zabonisa ukunyuka kokunxibelelana okusebenzayo phakathi kwe-calteryal cerebellum posterior lobe kunye ne-tempry gyrus ephantsi, kunye nokuncipha kokunxibelelana phakathi kwe-parietal lobuhare be-bilateral kunye nelungelo elingaphantsi le-tempor gorus.
Kwisifundo esikhoyo, sisebenzisa igrafu-theoretic indlela yokuhlalutya i-IAD ngokusekwe kwi-R-fMRI yedatha. Siqala sivavanya ukubaluleka kokuphazamiseka kokunxibelelana okusebenzayo kusetyenziswa iimvavanyo zeparametric ngokulungiswa okuninzi kokuthelekisa. Oku kusenza ukuba sikwazi ukukhangela ngokupheleleyo Ipateni egcweleyo yeengqondo kwaye i Iipatheni zonxibelelwano phakathi konxibelelwano olukhulu [31]. Okwesibini, siphanda ngokunokwenzeka ukuphazamiseka kokunxibelelana okunxulunyaniswa ne-IAD ngokwe iipropathi zothungelwano lwehlabathi, kubandakanya iipropathi zelizwe elincinci (okt, ukungqinelani kokulungelelanisa kunye nobude bendlela yomgama) kunye nokusebenza kwenethiwekhi (okt ukusebenza ngokukuko kwehlabathi kunye nengingqi) kulawulo lwehlabathi elincinci. Okwesithathu, ngoluhlu olufanayo lwenethiwekhi, sivavanya ukubaluleka kokusebenza kwenethiwekhi ngokuthathela ingqalelo ubudlelwane bommandla nayo yonke into esebenzayo [32] ngokusekwe kumanqanaba okukhula kwe-ROI nganye. Sishukunyiselwa ukuba sisebenzise ubumbano lwenethiwekhi kuyo ngcono indawo imimandla ephazamisekileyo kwinqanaba lendawo engakumbi. Okokugqibela, sihlola ubudlelwane phakathi kwemetwork yenethiwekhi kunye namanqaku okuziphatha nawekliniki yabathathi-nxaxheba. Ukuphonononga unxibelelwano phakathi kwepropathi yenethiwekhi kunye nesiphumo seklinikhi siphucula ulwazi lwethu lwe-pathology yokulutha kwaye sinikeze ukuqonda okubalulekileyo kuphuhliso lweendlela zokufumanisa isifo ze-IAD.
Impahla nenkqubo
nxaxheba
Abathathe inxaxheba abangamashumi amathathu anesithathu, ababandakanya ulutsha lwe-17 ulutsha lwe-IAD (amadoda angama-15 kunye nabafazi be2) kunye ne-16 isini-, iminyaka-, kunye nemfundo-ehambelana nokulawulwa kwezempilo (izifundo ze-HC) (amadoda angama-14 kunye nabasetyhini be2), abathathe inxaxheba kolu phando. . Izigulana zaqeshwa kwiSebe lezaBantwana kunye neeNzululwazi zeeNzolo, iZiko lezeMpilo leShanghai eShanghai, iSikolo seZonyango seYunivesithi yaseShang Jiao Tong. Izifundo zolawulo zaqeshwa kwabahlali bendawo kusetyenziswa intengiso. Olu phando lwamkelwe yiKomiti yokuziPhatha kwiZonyango kunye neBhodi yeZiko lokuPhononongwa kweZiko laseShanghai ngokuhambelana neSibhengezo saseHelsinki, kwaye imvume ebhaliweyo epheleleyo yafunyanwa kubazali / abagcini bomntu ngamnye othathe inxaxheba.
Ubungakanani be-IAD buqikelelwe ngokuxilongwa kwakhona. Zonke izifundo zacelwa ukuba zikhumbule indlela yazo yokuphila xa babelikhoboka le-intanethi. Ukuqinisekisa ukuba likhoboka labo kwi-intanethi, abaguli baphinde babuyiswa ngokweMibuzo yoLwazi eNtsha yokuChonga (YDQ) yeenqobo zokulutha kwi-intanethi nguBeard noWolf [33], kunye nokuthembeka kwe-IAD eyenzekileyo ingxelo yaqinisekiswa ngodliwanondlebe nabazali babo. Izigulana ze-IAD zichithe ubuncinci iiyure ngosuku kwi-intanethi okanye kwi-intanethi yokudlala, kunye iintsuku ngeveki. Siqinisekisile olu lwazi kubantu esihlala nabo kunye nabo sasifunda nabo abaguli ukuba bahlala befuna ukuba kwi-intanethi ezinzulwini zobusuku, bephazamisa ubomi babanye ngaphandle kweziphumo. Qaphela bonke abaguli babelikhoboka le-intanethi ubuncinci okanye ngaphezulu kweminyaka eyi-2. Iinkcukacha ze-YDQ eguqulweyo yeenqobo zokulutha kwi-intanethi zibonelelwe kwi Ifayile yeS1.
Ukulandela uphando lwangaphambili lwe-IAD [34], kuphela ezo ii-HCs ezichithe ixesha elingaphantsi kweeyure ze-2 (iyure esetyenzisiweyo = ) ngosuku ngosuku kwi-intanethi ibandakanyiwe kufundo lwangoku. Iqela le-HC lichithwe iintsuku ngeveki kwi-intanethi. Ii-HCs zavavanywa kwakhona ngeekhowudi ze-YDQ eziguqulweyo ukuqinisekisa ukuba ababandezeleki yi-IAD. Bonke abathathi-nxaxheba abaqeshiweyo babezizithethi zaseTshayina kwaye babengazange basebenzise izinto ezingekho mthethweni. Qaphela i-YDQ eguqulweyo yaguqulelwa kwisiTshayina ukulungiselela abathathi-nxaxheba. Ukuqhubela phambili ukuthethelela iziphumo zokufumanisa isifo, elinye inyathelo lokuchonga i-IAD, iSikali seNgcaciso yokuLungiswa kwi-Intanethi (YIAS) [35], yenzelwe umthathi-nxaxheba ngamnye. I-YIAS yikhweshine ye-20-nto yaphuhliswa nguGqr. Kimberly Omncinci ukuvavanya isidanga se-intanethi. Icwangcisa abasebenzisi be-intanethi kwiidigri ezintathu zobunzima ngokusekwe kwisikimu senqaku le100-point scheme: umsebenzisi othobekileyo kwi-Intanethi ( amanqaku), umsebenzisi ophakathi kwi-Intanethi ( amanqaku), kunye nomsebenzisi onamandla kwi-Intanethi ( amanqaku).
Ngaphandle kokuchonga i-IAD ngokusebenzisa i-YDQ eguqulweyo kunye ne-YIAS, iimeko zokuziphatha zabaguli be-IAD zavavanywa kusetyenziswa imibuzo emininzi enxulumene nokuziphatha: I-Barratt Impulsiveness Scale-11 (BIS-11) [36], UMda wokuLawulwa kweXesha lexesha (i-TMDS) [37], Amandla kunye nobunzima bephepha lemibuzo (SDQ) [38], kunye nesixhobo sovavanyo loSapho seMcMaster (FAD) [39]. Zombini iinguqulelo zomntwana kunye nomzali ze-SDQ zisetyenziswe kwisifundo. Iinkcukacha zeli phepha lemibuzo zinikezwe kwi Ifayile yeS1.
Phambi kokuba kwenziwe udliwanondlebe nembali yezonyango, bonke abathathi-nxaxheba bafumana uvavanyo lomzimba olulula (uxinzelelo lwegazi kunye novavanyo lwentliziyo) ukungabandakanyi ukuphazamiseka komzimba okunxulumene nokushukuma, iswekile, uvalo, ukuphefumla, ukujikeleza kwegazi, i-endocrine, umchamo, kunye neenkqubo zokuzala. Iikhrayitheriya zokukhuphela zibandakanyiwe: i-1) imbali yengqondo yengqondo kunye nokungahambi kakuhle kwengqondo, njengokuphazamiseka kwengxaki yoxinzelelo, uxinzelelo, ukunyanzeliswa, isifo sengqondo (i-schizophrenia), i-autism, okanye isifo sokuphazamiseka kwengqondo; I-2) imbali yokusetyenziswa gwenxa kweziyobisi okanye ukuxhomekeka; I-3) imbali yokuphazamiseka komzimba enxulumene nokushukuma, ukugaya, ukungasebenzi, ukuphefumla, ukujikeleza, i-endocrine, umchamo, kunye neenkqubo zokuzala; kunye ne-4) ukukhulelwa okanye ixesha lokuya esikhathini kubafazi ngexesha lokuskena. Le nkqubo yokuthintela ibalulekile ukuqinisekisa ukuba abathathi-nxaxheba kolu phononongo abachaphazeleka ngenxa yokuphazamiseka emzimbeni, kwimithambo-luvo okanye kwi-neuropsychiatric kwaye ke oko kunciphisa ukubanakho kokufunyenweyo. Ulwazi olunzulu lweendawo zokuhlala kunye namanqaku ezeklinikhi anikezelwa ngaphakathi 1 Table.
Itheyibhile 1. Ulwazi ngobume babathathi-nxaxheba abathathe inxaxheba kolu phando.
I-doi: 10.1371 / journal.pone.0107306.t001
Ukufunyanwa kweDatha kunye nokuPhumelela kwangaphambili
Ukufunyanwa kwedatha kwenziwa kusetyenziswa iskena se-3.0 Tesla (uPhilips Achieva). Imifanekiso yokuphumla-yenqanaba lomthathi-nxaxheba ngamnye yafunyanwa kunye nexesha le-echo (TE) = I-30 ms kunye nexesha lokuphindaphinda (TR) = 2000 ms. Imatrix yokufumana yayiyi-64 × 64 ine-font yoxande ye-230 × 230 mm2, kunye nesisombululo se-voxel se-3.59 × 3.59 × 4 mm3. Iskena sifakiwe kwiivolumu ze220 zomthathi-nxaxheba ngamnye. Ngexesha lokufunyanwa kwedatha, abathathi-nxaxheba bacelwa ukuba balale ngokuthe cwaka kwisikena amehlo abo avalekile. Nangona kungekho buchule busetyenziswayo okanye isixhobo esasisetyenziselwa ukulinganisa ukuba izifundo zivalile na ngokwazo, izifundo ziqinisekisile ukuba ziyazi kwaye zigcinwe zivaliwe ngexesha lokuskena.
Ukulungiswa kwedatha kwenziwa kusetyenziswa imibhobho esemgangathweni kwiibhokisi zezixhobo ze-R-fMRI kwiibhokisi zezixhobo, i-DPARSF [40] KUNYE nokuphumla [41]. Phambi kokuba kwenzeke naluphi na ukhululo, imixholo yokuqala ye-10 R-fMRI kwisifundo ngasinye yalahlwa ukuze kufezekiswe ukulingana kwemagnethi. Iivolumu ze-R-fMRI beziqhelekile kwindawo ye-MNI ngesisombululo 3 × 3 × 3 mm3. Uhlengahlengiso lweempawu zentsingiselo kubandakanywa i-ventricle, into emhlophe, kunye neempawu zomhlaba jikelele zenziwa. Akukho namnye kubathathi-nxaxheba ababandakanywanga ngokusekwe kwimigangatho yokufuduswa okungaphezulu kwe-3 mm okanye ujikelezo lwe-angular lungaphezulu kwe-3 degrees kulo naliphi na icala. Ukunciphisa ngakumbi iimpembelelo zokuhamba kwentloko, sisebenzise uFriston 24-ulungelelwaniso lomgaqo we-voxel kunye ne-voxel-ekhethekileyo esibonisa ukuhamba ngobume bommandla (FD) [42] ngomqobo we-FD we-0.5. Phambi koqikelelo lonxibelelwano olusebenzayo, ixesha elithetha ukuba yi-R-fMRI yexesha le-ROI nganye yahlanjululwa ngebhendi ( Hz).
Ukwakhiwa kwenethiwekhi kunye nohlalutyo lonxibelelwano lomntu ngamnye
Uhlalutyo lwegrafu olwandisiweyo lwamkelwa kolu phononongo ukuze kuphandwe uhlengahlengiso olusebenzayo lobuchwephesha bobuchopho obubangelwa yi-IAD phakathi kweqela lolutsha lwaseTshayina. Umsebenzi wothungelwano olusebenzayo lwakhiwa kwinqanaba le-macroscale apho iindawo ezimileyo zibonisa imimandla yobuchopho echaziweyo kwaye imiphetho imele uxhulumaniso olusebenzayo lokuphumla kombuso (RSFC). Ukucacisa ii-node zenethiwekhi, sayiphumza ingqondo yangena Imimandla-yomdla (i-ROIs) ngokufaka imifanekiso kwimifanekiso ye-fMRI kwi-anbula yeLungelo lokuTshintsha i-anatomical Labels (AAL) [43]. Imimandla esekwe kwi-AAL ato idweliswe kwiTafile S1 kuyo Ifayile yeS1. Uluhlu lwexesha lokumelwa kwe-ROI nganye emva koko yafunyanwa ngokuhambisa umda wexesha elichaziweyo kuzo zonke ii-voxels kwi-ROI nganye. Ukulinganisa i-RSFC ejikelezayo, sibala ulungelelwaniso lwePearlon ye-pairwise konke kunokwenzeka (() = 4005) I-ROI izibini kwaye yakha matrix yokuqhagamshelwa kolungelelwaniso ukumela olu nxibelelwano. Sihlalutye ukwahluka kwenqanaba leqela phakathi kwesibini ngasinye see-ROI ngokwamandla oxhumano. Umahluko obalulekileyo kunxibelelwano ngalunye olwenziweyo kuvavanywa kusetyenziswa ubuninzi bemali (isibini-somsila) -ukuvavanywa ngomda we kunye nenqanaba lokufumanisa okungamanga (FDR) ukulungiswa.
IiMetwork zeNethiwekhi kunye noPhononongo lweempawu
Isiseko sokunxibelelana esisekwe ePearson sisebenza ngokudibeneyo, sinento eninzi yokuphamba, amandla asezantsi. Ukuphucula imodeli yothungelwano lobuchopho bomntu, ebonisa iipropathi zomhlaba omncinci, intsebenzo yomntu ngamnye yokunxibelelana matrix yaphinda yaqhubekiswa ukuba noluhlu olunqabileyo oluwela kulawulo lwehlabathi elincinci () [44]-[48]. Olu lawulo luqinisekisa ukuhambelana kweempawu ezincinci zelizwe elincinci lothungelwano lobuchopho be-90 ROIs [44]. Ngokukodwa, imatrix yokunxibelelana kwePearson yesifundo ngasinye yaguqulwa yaba yimatriki zokudibanisa imeko, , ngokwe-sparsity echazwe kwangaphambili, apho konke ziqalelwe kusetyenzwa enye, kwaye emva koko izinto ezihambelana namaxabiso aphantsi wokudityaniswa ziphinda zibekwe zero ukuya kwinqanaba elithile le-sparsity. Ngokusekwe kwezi uthungelwano, sisebenzise i-metrics zenethiwekhi zelizwe nezommandla ukuhlalutya uyilo ngokubanzi kunye nentloko yommandla wothungelwano lobuchopho kuthelekiso lweqela. Iimetwork zehlabathi jikelele eziqeshiweyo zibandakanya iiparameter zomhlaba omncinci, oko kukuthi, ukuqiniswa kwezinto ezisebenzayo (kunye nobude bendlela yomlinganiso) [49], [50], kunye nokusebenza kothungelwano lwehlabathi () kunye nokusebenza kwenethiwekhi yengingqi). Ukongeza, sibala inguqulelo eqhelekileyo yala manyathelo kusetyenziswa iinethiwekhi ezingahleliwe (, yaye ) Ukuqinisekisa iipropathi zomhlaba omncinci wothungelwano lwengqondo olwakhiweyo. Sichaza uthungelwano njengelizwe elincinci ukuba liyahlangabezana nezi nqobo zintathu zilandelayo: , , kunye nomyinge wehlabathi elincinci, . Iimpawu ezi-metal ezinkulu zentloko-idigri (), ukusebenza kakuhle), kunye naphakathi () -Ngingqi nganye yengqondo ibalwe ukuba iphande ngeempawu zasekhaya kwinethiwekhi esebenzayo [44], [46].
Ukuphanda ngokweenkcukacha manani phakathi kweqela, senze isampulu ezimbini, isampulu emibini -ukuvavanywa ngomda we (Ukulungiswa kwe-FDR) kumatshini womnatha ngamnye (wehlabathi nowengingqi) ngokusekwe kwindawo ephantsi kwejika (AUC) yendlela nganye yomnatha eyakhiwe ukusuka kulawulo lwehlabathi elincinci [48]. I-Auc ibonelela ngesishwankathelo seempawu eziphezulu zonxibelelwano lobuchopho kulo lonke ulawulo oluncinci lwehlabathi, endaweni yokuthathela ingqalelo kuphela kumxholo wokuqala we-sparsity [44], [51]. Ngokukodwa, kwetrattery nganye yenethiwekhi, siqale sabala ixabiso le-AUC yesifundo ngasinye kuthungelwano olunamanqanaba ahlukeneyo okosula emva koko senza iisampulu ezimbini -ukuvavanywa kweenkcukacha zamanani-manani nawaphi na umahluko wenqanaba leqela phakathi kwe-IAD kunye namaqela asempilweni. Kuyaphawuleka ukuba ngaphambi kovavanyo lweenkcukacha-manani, sisebenzise iifayile eziphindaphindiweyo ngokulandelelana ukususa iziphumo zobudala, isini kunye nemfundo, kunye nokusebenzisana kwabo [31], [52]-[54].
Ukunyaniseka kunye nokuphindaphinda usebenzisa iiAtali zokuSebenza
Kwisifundo sangoku, uthungelwano olusebenzayo lwakhiwa kwinqanaba lendawo ngokufaka ingqondo kuyo yonke i-90 ROIs esekwe kwi-AAL atlas. Nangona kunjalo, kuye kwanikelwa ingxelo yokuba uthungelwano lobuchopho olususelwe kwiinkqubo ezahlukeneyo zokuhambisa okanye ukusebenzisa izikali ezahlukeneyo zesithuba kunokubonakalisa uyilo olwahlukileyo olwahlukileyo [55]-[57]. Ukuvavanya ukuthembeka kunye nokuphindeka kweziphumo zethu, siphindaphinde iimvavanyo sisebenzisa i-atlasi ye-Dosenbach [58], ezahlule ingqondo yomntu kwi-160 ROIs, kubandakanya ne-cerebellum. Kule atlas, ROI nganye ichazwa njenge-10 mm ububanzi isikwere esijikeleze indawo ekhethiweyo yembewu, kwaye umgama phakathi kwawo onke amaziko e-ROI ubuncinci yi-10 mm ngaphandle kokugqobhoza indawo, oko kuthetha ukuba ezinye iindawo zobuchopho azigqutywanga kuseto lwee-ROIs.
Ubudlelwane phakathi kweeMetwork zeNethiwekhi kunye neManqaku okuziphatha
Kwezo ngingqi (ngokusekwe kwi-AAL atlas) ezibonakalisa umahluko omkhulu wenqanaba leqela kwintloko yommandla, sisebenzise ulungelelwaniso lwePearlon (, FDR ilungisiwe) ukuhlalutya ubudlelwane phakathi kwepropathi yommandla ngamnye wenqaku kunye nokuziphatha komntu. Ngokukodwa, kuhlalutyo lokunxibelelana, iimetwork zenethiwekhi zanyangwa njengezinto ezixhomekekileyo, ngelixa amanqaku okuziphatha, okt, i-BIS-11, i-TMDS, i-SDQ, kunye ne-FAD, zaphathwa njengezinto ezizimeleyo eziguqukayo. Ukuqhubeka nokuqonda ubudlelwane phakathi kwemimandla yengqondo echaphazelekayo kunye nobungqongqo besifo, sikwabala ulungelelwaniso lwePearson lokulingana phakathi kweempawu zenethiwekhi kunye namanqaku e-YIAS.
iziphumo
Ubuntu kunye neempawu zeKliniki
Akukho mahluko ubalulekileyo ngokweminyaka, isini, kunye neminyaka yemfundo (konke kunye ) phakathi kwamaqela e-IAD ne-HC. Nangona kunjalo, kukho umahluko omkhulu kusetyenziso lwe-intanethi ngokweentsuku zeveki (kunye neeyure ngosuku (). Ngelixa akukho mahluko mkhulu phakathi kwamaqela e-BIS-11 kunye namanqaku e-TMDS (konke nge ), i-SDQ-P (), SDQ-C (), kunye no-FAD () amanqaku aphezulu kakhulu kwiqela le-IAD, njengoko kubonisiwe kwi 1 Table kwaye Umzobo 1. Ngokukodwa, i-YIAS (), umlinganiso weklinikhi osetyenzisiweyo ukwahlula i-IAD, ubonakalisa owona mahluko mkhulu weqela.
Umzobo 1. Umahluko phakathi kweqela ngokwamanyathelo okunyanga nawokuziphatha.
(YIAS = Isikali sokuLutha kwi-Intanethi kwabaNcinci, i-BIS-11 = iBarratt Impulsiveness Scale-11, TMDS = Ixesha lokuLawulwa kweSikali, i-SDQ-P = Amandla kunye nobunzima bephepha lemibuzo lomzali, i-SDQ-C = Amandla kunye nobunzima bephepha lemibuzo labantwana, i-FAD = McMaster Isixhobo soVavanyo loSapho).
I-doi: 10.1371 / journal.pone.0107306.g001
Unxibelelwano lomntu ngamnye
Xa kuthelekiswa neqela le-HC, ziinxalenye ezintathu zonxibelelwano kuphela ezinamava kutshintsho olubalulekileyo emva kokulungiswa kwe-FDR. Ukudityaniswa kwe-hemis hemic ezimbini, enye phakathi kwe-angular gyrus (iparietal lobe) kunye ne-cortex yecala elingakwesobunxele (enye yangaphambili) kunye nenye phakathi kwe-fusiform gyrus (i-occipital lobe) kunye ne-angular gyrus (i-parietal lobe), bonisa amandla okuqhagamshelwa ngaphakathi Izigulana ze-IAD. Unxibelelwano olunye lwe-intra-hemispheric, phakathi kwe-caudate elungileyo (i-subcortical cortex) elungileyo kunye ne-supramarginal gyrus (i-parietal lobe), lubonisa ukuncipha kokudibana kwiqela lesifo. Olu nxibelelwano lusebenze ngokutshintsha kakhulu luboniswa kwi Umzobo 2. Ukudityaniswa kombala obomvu kunye nohlaza okwesibhakabhaka kuthetha ukonyuka nokuncipha kokunxibelelana okusebenzayo, ngokulandelanayo, kwiqela le-IAD. Qaphela ukuba uninzi lothungelwano olusebenzayo lubandakanya imimandla ekule hemisphere elungileyo kunye neparietal lobe.
Umzobo 2. Uqhakamshelwano olusebenzayo lonxibelelwano olusebenzayo kwizigulana ze-IAD (FDR zilungiswe).
Bomvu: ukunyuka kokunxibelelana kokusebenza, Luhlaza: kunciphile umsebenzi onxibelelanayo. (I-FRO: Ngaphambili, i-INS: i-Insula, i-TEM: Yokwexeshana, i-PAR: I-Parietal, i-OCC: i-Occupital, i-IL: I-Limbic, i-SBC: Subcortical). Oku kubonwa kuyenziwa kusetyenziswa iphakheji yoMbonisi weBrainNet (http://www.nitrc.org/projects/bnvkunye neeSetyhula (http://circos.ca/).
I-doi: 10.1371 / journal.pone.0107306.g002
Iimpawu zomhlaba wonke zeeNethiwekhi eziSebenzayo
Sikhangele indawo ezinobunkunkqele bokusebenza kwengqondo esebenza ngaphakathi ngokuthelekisa iindlela zabo zokuziphatha ezincinci zomhlaba ngothelekiso olungenakuthelekiswa nanto kumanqanaba e-sparsity enethiwekhi ezininzi, . Ngokukodwa, siphande iiparameter zehlabathi ezincinci (umzekelo, ukuqiniswa kokulingana, ubude bendlela yomlingisi, kunye nomyinge wehlabathi elincinci, ), kunye nokusebenza kwehlabathi kunye nokwasekhaya. Inethiwekhi ezingahleliwe ezisetyenziswe kuphando zilondoloze inani leendawo kunye nemiphetho, kunye nokuhanjiswa kwamanqanaba othungelwano lwangempela lobuchwephesha kwinkxalabo ngokusebenzisa ubuchule bokuphinda buchazwe [59]. Uhlalutyo lweenkcukacha-manani kusetyenziswa iisampulu ezimbini -Ivavanyo, I-FDR elungiswe) kumaxabiso e-AUC ngaphezulu kolawulo lwehlabathi elincinci alibonisi umohluko mkhulu phakathi kwamaqela e-IAD kunye ne-HC ngokwepropathi yenethiwekhi yomhlaba.
Iimpawu zeNodal zengingqi zeeNethiwekhi eziSebenzayo
Ngaphandle kwe-topology yehlabathi elincinci eqhelekileyo, kukho umahluko obonakalayo wenqanaba lamaqela oqwalaselweyo kwisithili sokuba kungqukuva. Kolu phando, sithatha indawo yengqondo ukuba iguqulwe ngokubonakalayo kwiqela le-IAD ukuba ubuncinci beemetric zayo zommandla zinomgaqo -Igama elincinci kune-0.05 (FDR elungisiweyo) ngokusekelwe kumaxabiso ayo e-AUC. 2 Table ishwankathela imimandla eguqulwe ngokubalulekileyo kwizigulana ze-IAD. Xa kuthelekiswa neqela le-HC, abaguli be-IAD babonisa uguquko lwe-nodal centrality ikakhulu kwindawo ekumgangatho ophantsi we-parietal lobule (IPL), thalamus (THA), kunye neminye imimandla efana ne-limbic system, ngokuthe ngqo i-anterior cingulate gyrus (ACG) kunye nokunene embindini ophakathi we-gyrus (MCG). Ngokukodwa, i-IPL kunye ne-ACG ziinxalenye zenethiwekhi engasasebenziyo yendlela yokusebenza (DMN), ebikade idityaniswa kuqhagamshelo olungaguqukiyo ekuthengisweni kweziyobisi [60]-[62].
Itheyibhile 2. Imimandla ebonisa ukungahambi kakuhle kwentloko kwizigulana ze-IAD xa kuthelekiswa nolawulo olusempilweni (HC) olusekwe kwi-AAL atlas.
I-doi: 10.1371 / journal.pone.0107306.t002
Ukunyaniseka kunye nokuphindaphinda usebenzisa iiAtali zokuSebenza
Xa i-atlasi ye-Dosenbach isetyenziselwa ukuchaza ii-ROI, umahluko obonakalayo weqela ujongwa ikakhulu kunxibelelwano lwangaphambili kunye neparietali kwi-cerebellem. Ezi ziphumo zishwankathelwe ku 3 Table. Nangona olu nxibelelwano luhlukile kolo luchongwe ngokusekwe kwi-AAL atlas, unxibelelwano oluninzi oluphazamisekileyo lubandakanya i-lobes efanayo yobuchopho, ngaphandle kwemimandla ye-cerebellum. Ngokumalunga nemetwork yenethiwekhi yehlabathi, asifumananga mahluko phakathi kwamaqela e-IAD kunye ne-HC, efanayo kwiziphumo ezisekwe kwi-AAL atlas. Kwiimetrikhi zothungelwano lwasekhaya, sifumanise ukuba ezinye zeengingqi ezichongiweyo zikwindawo efanelekileyo kufutshane nemimandla echongiweyo ngokusekwe kwindawo ye-AAL, njenge-ACG kunye ne-THA njengoko inikezelwe 4 Table.
Itheyibhile 3. Unxibelelwano olusebenzayo kubantu be-IAD abaye bahlangabezana notshintsho olubalulekileyo olusekwe kwi-atos ye-Dosenbach.
I-doi: 10.1371 / journal.pone.0107306.t003
Uluhlu lwe-4.
I-doi: 10.1371 / journal.pone.0107306.t004
Ubudlelwane phakathi kweeMetrikhi zenethiwekhi kunye neMilinganiselo yokuZiphatha
Akukho nto ibalulekileyo (, I-FDR ilungiswe) unxibelelwano phakathi kwemetwork yenethiwekhi yehlabathi (, , , yaye ) kunye namanqaku okuziphatha nawekliniki. Nangona kunjalo, i-metric nodal yeengingqi zemimandla eliqela ubukhulu becala, I-FDR ilungisiwe) idibene nokuziphatha kunye namanqaku ezonyango. I-ACG elungileyo idityaniswe kakuhle nenqaku le-YIAS. I-MCG elungileyo idityaniswe kakuhle nenqaku le-YIAS. I-THA yasekhohlo inxibelelana kakuhle ne-YIAS kunye namanqaku e-SDQ-P. Nangona kunjalo, i-IPL yasekhohlo ayihambelani kakhulu kulo naluphi na uhlobo lokuziphatha okanye amanqaku ekliniki. Imimandla yobuchopho ehambelana kakhulu nokuziphatha kunye namanqaku ezonyango aboniswe ngaphakathi Umzobo 3.
Umzobo 3. Imimandla yobuchopho ehambelana kakhulu nokuziphatha kunye namanqaku ezonyango kwiqela le-IAD (i-FDR elungisiweyo).
Lo mzekeliso wenziwe usebenzisa iphakheji yokujonga iBrainNet (http://www.nitrc.org/projects/bnv). (YIAS = Inqaku lokuLutsha kwi-Intanethi, i-BIS-11 = iBarratt Impulsiveness Scale-11, TMDS = Ixesha lokuLawulwa kweSikali, i-SDQ-P = Amandla kunye nobunzima bephepha lemibuzo labazali, i-SDQ-C = Amandla kunye nobunzima bephepha lemibuzo yabantwana.).
I-doi: 10.1371 / journal.pone.0107306.g003
ingxoxo
Iinguqu zoNxibelelwano lwaBntu oluSebenzayo
Ukuqonda indlela yokusebenza kwengqondo yomntu kubalulekile ukuze kuqondwe ngcono imeko yezifo ezichaphazela abantwana nolutsha, ezikhokelela kunyango lwakwangoko. Ngokusekwe kwigrafu yohlalutyo lwedatha ye-R-fMRI yedatha, kucetyisiwe ukuba umbutho osebenzayo wobuchopho bomntu ukhula kwaye uvela ebuntwaneni uye ebusheni uye ebudaleni ngokulandela imeko eyahlukileyo-ulwahlulo olukhulu ekusebenzeni kwabantwana kunye nokudityaniswa okukhulu kokusebenza kwabantu abadala e inqanaba elipheleleyo lobuchopho [63]-[66]. Ngokukodwa, umbutho wothungelwano olusebenzayo lwengqondo lutshintsha ukusuka kunxibelelwano lwasekhaya ukuya kuyilo olusasazwe ngakumbi ngophuhliso [63], [66], apho abantu abadala bathambekele ekubeni banxibelelane ngokufutshane kunye nolwalamano oluluqilima olomeleleyo kunolwabantwana [65].
Iziphumo zethu zibonisa ukuba unxibelelwano oluphazamisekileyo olubonwe kwi-IAD, nangona lulungiselelwe kuphela emva kohlengahlengiso lwe-FDR, luluhlu olude kunye nokunxibelelana kokusebenza kwe-hemispatic kubalulekile kunxibelelwano lomgama omde kwingqondo yomntu. Ukuphazamiseka kokunxibelelana okude kunye nokuhlangana kwe-hemispheric luphawu oluqhelekileyo kwizenzo ezininzi zokuziphatha, kubandakanya i-autism [67]-[70]I-schizophrenia [71], iziyobisi ze-opioid [72], [73], kunye ne-cocaine [74]. Ukuphazamiseka konxibelelwano olukumgama olude kunokubonwa njengokusilela kwenkqubo yokudityaniswa ngaphakathi kwenethiwekhi esebenzayo yokusebenza kwengqondo yomntu. [63], [64], [75]ukuphambuka kwindlela yokusebenza yesiqhelo ye-neurodevelopmental. Yiyo loo nto ke sikhankanya ukuba ukukhula okungaqhelekanga kokunxibelelana okude kunye nokunxibelelana phakathi kwabantwana abakwishumi elivisayo kolutsha olujongwe kolu phando sesinye sezizathu ezinokubakho zokuziphatha kwabo.
Utshintsho kwiPropathi yeNtanethi yeHlabathi
Ingqondo yomntu ithathwa njengesixokelelwano esinezinto ezinamandla nezihlanganisiweyo zokunxibelelana ezinezinto ezibalulekileyo zeteknoloji, ezinje ngobuncinci behlabathi, ukusebenza ngokuphezulu ngexabiso eliphantsi, kunye nee-hubs ezixhumene kakhulu. [46], [76]-[79]. Kwinethiwekhi yehlabathi elincinci, ii-node zidityanisiwe ekuhlaleni zisebenza kwimodyuli yolwazi kwaye ziqhagamshelelwa kude kwinani elincinci lonxibelelwano olukumgama olude ukuze usebenze ngokugqibeleleyo [50]. Omabini la maqela e-IAD ne-HC abonise iipropathi zomhlaba omncinci, okt, ii-coefficients eziphezulu () kunye neendlela ezifanayo zobude), xa kuthelekiswa nenethiwekhi engathelekisekiyo. Nangona kunjalo, siqwalasele ukukhula okukuko okuqhelekileyo okuqhelekileyo okuhlanganisiweyo kunye nobude obufanayo bendlela yomlinganiso kwiqela le-IAD xa kuthelekiswa neqela leHC ngaphezulu koxinano, ngokuhambelana nezifundo zangaphambili ze-R-fMRI [26]. Intsebenzo enkulu yokuhlangana yokubonakalisa iphazamiso ukudityaniswa kwe-neuronal phakathi kwemimandla ekude, ebonakalisa indawo ethe qelele ekude kunye nokunxibelelana okukufutshane kokusebenza okusebenzayo kumaqela e-IAD kunye ne-HC. Ukuqhubela phambili kwamanqanaba onyango, ukusukela kancinane ukuya kuqinileyo, kunokubangela ukonakala okungaphezulu okanye ukunqamka konxibelelwano olude, kwaye kungakhuthaza ukusekwa konxibelelwano olukufutshane ngaphakathi kwiqela njengeendlela ezizezinye zokugcina ukuhanjiswa kolwazi phakathi kwemimandla emibini ekude. Nangona kunjalo, ukusekwa konxibelelwano olukufutshane kunokuzisa amaqela angaqhelekanga ukuba andise umngcipheko wokuvelisa ukungalawuleki okanye ukuhamba kolwazi ngokungathandabuzekiyo kuyo yonke inethiwekhi. Kwelinye icala, zonke iinethiwekhi zobuchopho zibonise ukuqhubekeka kolwazi olufanayo lokusebenza kwehlabathi kunye nokwasekhaya ngokuthelekiswa nenethiwekhi engalinganisekiyo [80]. Ezi ziphumo zixhasa umbono wokuba imodeli yomhlaba omncinci wobuchopho bomntu obonelela ngokudityaniswa okulingene kokukhethekileyo kwendawo kunye nokudityaniswa kwehlabathi [81]. Ukujonga kwethu akukho mehluko ubalulekileyo phakathi kwamaqela e-IAD kunye ne-HC ngokweendlela zenethiwekhi yomhlaba kunokuthetha ukuba utshintsho lolwakhiwo lwenethiwekhi esebenzayo kwi-IAD alunangqondo. Ngenxa yoko, uphando olwenziweyo malunga ne-biAD ye-IAD yeebhayomtheyitha ezichazayo zingabonisa ulwazi olubalulekileyo malunga nezifo zesifo, kunye nokulutha.
Iimpawu zeNodal zengingqi zeeNethiwekhi eziSebenzayo
Utshintsho olunxulumene ne-IAD ngokunxulumene ne-nodal centrality lufumaneka ikakhulu kumacandelo enkqubo ye-limbic kubandakanya i-ACG kunye ne-MCG, i-IPL, kunye ne-THA. Ukuphazamiseka kwezi ngingqi kunye neendlela zazo zoqhakamshelwano zinokutolikwa ukubonisa ukuphungulwa kokulungiswa kolwazi, ngokunokwenzeka ukubonakalisa ukuphazamiseka ekusebenzeni kwi-IAD.
I-cingulate gyrus (CG), eyinxalenye ebalulekileyo yenkqubo ye-limbic, ibandakanyeka kulwakhiwo lweemvakalelo kunye nokusebenza, ukufunda kunye nenkumbulo, umsebenzi olawulayo, kunye nolawulo lokuphefumla [82]. Ifumana igalelo kwi-THA nakwi-neocortex kunye neeprojekthi kwi-cortex ye-entorhinal ngokusebenzisa i-cingulum. Le ndlela iphambili igxile kwizigameko ezibalulekileyo ngokwasemphefumlweni kwaye ilawula indlela yokuziphatha enolunya [29]. Ukuphazamiseka kwemisebenzi enxulumene ne-CG kunokuphazamisa ukubanakho komntu ekubekeni esweni nasekulawuleni indlela aziphethe ngayo, ngakumbi indlela yokuziphatha enxulumene neemvakalelo [83]. Uninzi lwezinto ezisetyenziswayo kunye nokuziphatha okucazulweyo kubonakalise utshintsho oluphangaleleyo kwiindawo ezingaphandle kunye nasemva kwecandelo le-CG (ACG kunye ne-PCG), kubandakanya ulikhoboka lotywala. [84], ukugembula kwengqondo [85], kunye ne-IAD [27], [29]. Kwabaxhaphazi becocaine, ezifanayo, ezongezelelweyo ezongeziweyo kwi-MCG nazo ziye zaxelwa [86]. Kwizifundo ze-fMRI zangaphambili, ikwabonakalisiwe ukuba i-anterior, ephakathi, kunye ne-CG yangaphambili iyachaphazeleka kwiimeko zomvuzo nezohlwayo. [87]. Ngenxa yendima ye-MCG ekusingatheni iimvakalelo ezilungileyo nezingalunganga, akumangalisi ukuba le ndawo ibonise ukuphazamiseka kwendlela yokuxhuma kwizigulana ze-IAD.
I-THA yi switchboard yolwazi lobuchopho kwaye ibandakanyeka kwimisebenzi emininzi yobuchopho kubandakanya ukulungiswa komvuzo [88]Iindlela zokuziphatha ezijolise kwinjongo, kunye nemisebenzi yokuqonda kunye nemoto [89]. Ihambisa imiqondiso yeemvakalelo kunye neemoto ezivela kwimimandla engaphantsi kwecortort ye-cerebral [90]. Nge-THA, i-cortex ye-orbitofrontal ifumana uqikelelo oluthe ngqo nolungathanga ngqo kweminye imimandla yobuchopho belungu lomzimba obandakanyeka ekuqiniseni iziyobisi, njenge-amygdala, CG, kunye ne-hippocampus [91], ukulawula nokulungisa umvuzo- kunye neendlela ezinxulumene nezohlwayo [92]. Isiphaluka esingaqhelekanga se-thalamo-cortical circry esifunyanwa kwimilutha yomdlalo we-Intanethi [93] inokucebisa ukonakala kokusebenza kwe-THA okunxulumene neepateni ezingalunganga zomgangatho wobuthongo [94] nokujonga okujolise kwikhompyuter. Ukongeza, i-THA isebenza ngokudibeneyo kwi-hippocampus [95] Njengenxalenye yenkqubo ye-hippocampal eyandisiweyo, ebaluleke kakhulu kwimisebenzi yokuqonda njengokuhamba komhlaba kunye nokudityaniswa kolwazi ukusuka kwimemori yexesha elifutshane ukuya kwimemori yexesha elide [96], [97].
Siphonononge utshintsho olukhulu lweendawo eziphambili ze-IPL, ngokuhambelana neziphumo ezixeliweyo kwizifundo ze-IAD ezisisiseko ze-IAD. [24], [93]. Ngokufana ne-THA, i-IPL iqhagamshelwe kakhulu kwindawo yokujonga, yokubonayo, kunye neye-cortexes, kwaye iyakwazi ukuqhubekeka ngeendlela ezahlukeneyo ngexesha elinye. Njengomnye wokugqibela wokuphuhliswa kobuchopho bomntu ngexesha lophuhliso, i-IPL inokuba sesichengeni sokuboniswa okugqithisileyo kwesimo sokuphawula nokubona, ngakumbi ngexesha lobuntwana. Ukuthintelwa kwe-IPL okubangelwa kukusetyenziswa gwenxa kwe-intanethi kungacinezela amandla omntu wokulamla ngokufanelekileyo impendulo yokuthintelwa kommiselo wokuphenjelelwa [98], [99], ukonakalisa amandla abo okumelana neminqweno ye-Intanethi ekhokelela kwi-intanethi, enokuthi iphazamise ngakumbi i-IPL. Iipateni ezinjalo ezijikelezayo zihlala zibonwa kwiziyobisi nakwindlela yokuziphatha.
Imimandla ye-DMN ihlala isebenza ngokuphumla ngakumbi kunokwenza imisebenzi ebhekiswe kwinjongo [62]. Le mimandla yaziwa ngokuba nenxaxheba kutshintsho lweemvakalelo kunye nemisebenzi yokuzihlola, kubandakanya nokuvavanya ubungcwele bemicimbi yangaphakathi neyangaphandle, ukukhumbula ixesha elidlulileyo, nokucwangciswa kwekamva [60], [62], zeziphi iikhrayitheriya ezifanelekileyo kwi-diagnostic IAD. Kwaphakanyiswa ngaphambili ukuba unxibelelwano olutshintshayo olubandakanya imimandla ye-DMN inegalelo kwiimpawu ezahlukeneyo zokuziphatha kwezifo [100]kubandakanya iziyobisi [101], [102] kunye nokuziphatha kakubi [24], [103]. Iziphumo zethu zokutshintshwa konxibelelwano olusebenzayo olubandakanya imimandla eliqela ye-DMN ngokungqinelana nenxalenye nokujonga kwangaphambili, okucebisa ukuba i-DMN inamandla okusebenza njenge-biomarker yokuchonga izigulana ze-IAD.
Ukunyaniseka kunye nokuphindaphinda usebenzisa iiAtali zokuSebenza
Eminye imimandla yobuchopho engaqhelekanga echongiweyo ngokusekwe kwi-atali ye-AAL nayo yachongwa kusetyenziswa i-atlas esebenzayo, exhasa ukuthembeka kunye nokuphindaphinda kwiziphumo zethu. Isizathu sinye sesinye sezizathu ezahlukileyo zolawulo isetyenziswe kolu phando. Iimpawu zomhlaba omncinci womnatha wonxibelelwano owakhiwe ngokusekwe kwi-AAL atlas ye90 ROIs ihambelana kakhulu kolu luhlu [44]. Nangona kunjalo, olu luhlu lwe-sparsity alunakuba lwaneleyo kwii-atlases ezinamanani awahlukeneyo e-ROIs. Ngapha koko, ii-ROIs ezifunyenwe kwi-atos ye-Dosenbach zichazwa ngokusebenza kwaye azigqali ngengqondo iphela [58]. Kule atlas, amaziko ayo yonke i-160 ROIs aqala achongwa kwaye indawo enomlinganiso we-5 mm ikhula kwiziko ngalinye, ivelisa i-10 mm spherical ROI. Iziko le-ROI nganye libekiwe ukuba libe ubuncinci be-10 mm ngaphandle kwamaziko ezinye ii-ROI, ezikhokelela kwi-atlas engasasebenziyo kwindawo. Kwelinye icala, i-atali ye-AAL igubungela izicubu zomgubo wengwevu iphela. Lo mahluko kwincazelo ye-ROI kunye nommandla opheleleyo ogutyungelweyo unokuba negalelo ekungafanini kweziphumo. Yiyo loo nto, uphando olongezelelekileyo kusetyenziswa i-cohort enkulu luyimfuneko ukumisela ubungakanani bokukhethwa kweskim se-parcellation scheme kuchaphazela ubume beteology topology.
Ukulungelelaniswa phakathi kweeMetwork zeNethiwekhi kunye neMilinganiselo yokuZiphatha
Kolu phononongo, asizange siqwalasele naluphi na unxibelelwano phakathi kwemetwork yenethiwekhi yomhlaba kunye neendlela zokuziphatha, okuthetha ukungabikho kotshintsho kwi-topology yengqondo yonke. Oku kufumanisa kunokuphakamisa ukuba iyantlukwano yothungelwano lobuchopho lufihlakele ngenxa yobuchopho bengqondo yomntu (neuroplasticity) [104], [105] Ukufumana kwakhona imisebenzi yayo yemihla ngemihla kusetyenziswa ezinye iindlela (neural circry). Ubuninzi beplastiki bubandakanya ukuhlengahlengiswa konxibelelwano phakathi kweeseli ze-nerve okanye ii-neurons kwaye zinokuchukunyiswa zizinto ezininzi. [106]-[108]. Kwenzeka ngendlela enxulumene nobudala kunye nokuxhaphaka okukhulu ngexesha lobuntwana kunye nokufikisa kunobudala, ukucebisa ukubuyisela okungcono konxibelelwano lwe-neuronal engalunganga kulutsha olunne-IAD. Ngapha koko, kubonisiwe ukuba iimeko ezahlukeneyo zokuziphatha, ezisuka kumlutha ukuya kuphazamiseko kwengqondo kunye nengqondo, zidityaniswa notshintsho olwenziwe endaweni kwimjikelezo ye-neural [106]. Akumangalisi ke ngoko ukuba amanqanaba othungelwano lomhlaba jikelele olunje malunga nokuhambelana kokulungelelana, ubude bomlinganiso weempawu, kunye nokusebenza kwenethiwekhi akunqabile ekufumaneni utshintsho lokuhambahamba kwengqondo kwiqela le-IAD.
Nangona kunjalo, i-metric nodal yommandla weengingqi ezahlukeneyo zobuchopho zidibene namanye amanyathelo okuziphatha. Ngokukodwa, inguqulelo yomzali ye-SDQ (SDQ-P), ethi imisele amandla omntu ukuphatha ngokufanelekileyo ukunyanzeliswa kunye nobunzima beemvakalelo kunye neengxaki zokuziphatha okubi ngokusekwe kulwazi olunikezwe ngabazali babafundi abafikisayo. zidityaniswe nemimandla yokusebenza kwengqondo echaphazelekayo efumaneka kwi-IAD. Ukungakwazi ukulawula isimilo esishukumisayo kunye neemvakalelo lolunye lweempawu eziphambili zokuziphatha. Yinto eqhelekileyo ukuba abaguli abazi nto malunga neenguqu kwiimvakalelo zabo kunye nokuziphatha nangona olu tshintsho libonakala kubantu ababangqongileyo. Esi inokuba sesona sizathu siphambili sokuba kutheni kungekho nanye yamanyathelo othungelwano ahambelana nohlobo lwabantwana be-SDQ (SDQ-C) ngenxa yohlobo lokuzivavanya. Kwelinye icala, akukho lungelelwaniso lubalulekileyo phakathi kwamanyathelo othungelwano lwengingqi kunye nezinye iindlela zokuziphatha kubandakanya iBIS-11, FAD, kunye ne-TMDS. Oku kukhangela kuxhaswa ngabakhulu Imigangatho yala manyathelo phakathi kwe-IAD kunye namaqela aphilayo (1 Table). Ezi zinto zifunyanisiweyo zingacebisa ukuba ezinye zezi ndlela zokuziphatha ziluncedo ekuchongeni imimandla echaphazelekayo kwaye ke oko kunceda ukufumanisa isifo se-IAD, nangona umsebenzi omninzi usafuneka ukuqonda ngcono iindima zala manyathelo kukuziphatha okanye ukuphazamiseka.
Imicimbi yeNdlela / imiqobo
Kukho izithintelo ezininzi ekufuneka zibalaselisiwe kolu phando. Okokuqala, ukufunyaniswa kwe-IAD ikakhulu yayisekwe kwiziphumo ezivela kumaphepha emibuzo azichazayo, anokuthi achaphazele ukuthembeka kokufunyaniswa. Kwixesha elizayo, izixhobo zokuqonda ezichongiweyo zokuchongwa kwe-IAD kufuneka ziphuhliswe ukuphucula ukuthembakala kunye nokunyaniseka kokuxilongwa kwe-IAD. Okwesibini, isifundo sethu sikhawulelwe ubungakanani obuncinci besampulu kunye nokungalingani ngokwesini sabathathi-nxaxheba (amadoda angama-31 kunye nabasetyhini be-4), okunokuthi kunciphise amandla ezibalo kunye nokufumana ngokubanzi okufunyenweyo, nangona ezi zinto zilawulwa kuhlalutyo. Iziphumo zesini kukuxhaphaka kwe-IAD isengumba ophikisanayo. Ngokusekwe kwiziphumo zabaNcinci [35], inani eliphezulu labasetyhini babonisa ukuxhomekeka kwi-intanethi. Ngokwahlukileyo, olunye uphononongo lwakutshanje luxele ukuba amadoda abonisa umngcipheko ophezulu wokuziphatha kwe-IAD [109]. Nangona kunjalo, kuye kwaxelwa ukuba akukho buhlobo phakathi kwesini kunye ne-IAD [110], [111]. Uvavanyo lwexesha elizayo usebenzisa i-cohort enkulu enomlinganiso wesini olungelelene kakhulu kufuneka uvavanye ngcono ubudlelwane phakathi kwesini kunye nokuchaphazeleka kwe-IAD.
Imibulelo
Lo msebenzi wawuxhaswa yinxalenye yamaZiko ezeMpilo kaZwelonke (NIH) izibonelelo ze-EB006733, i-EB008374, i-EB009634, i-AG041721, kunye ne-CA140413, kunye ne-National Natural Science Foundation yase-China (81171325) kunye neNkqubo yeLizwe yeTekhnoloji yeR & D yeNkqubo 2007BAI17B03.
Umbhali Wemivuzo
Ukuqulunqwa kwaye kwaqulunqwa iimvavanyo: I-CYW ZZ PTY GW FS TP YD JX YZ DS. Uvavanyo olwenziwe: CYW ZZ YD JX YZ DS. Uhlalutyo lweenkcukacha: CYW PTY DS. I-reagents enegalelo / izixhobo / izixhobo zokuhlalutya: ZZ YD JX YZ. Bhala iphepha: CYW PTY TP DS.
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