Effect of reduction in brain amyloid levels on change in cognitive and functional decline in randomized clinical trials: an updated instrumental variable meta-analysis

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This instrumental variable meta-analysis of 16 RCTs found that reducing PET-measured brain amyloid significantly reduced cognitive and functional decline in Alzheimer's disease patients.

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This updated instrumental variable meta-analysis pooled data from 16 randomized clinical trials enrolling adult patients with Alzheimer’s disease dementia or mild cognitive impairment, using PET-measured change in β-amyloid plaque (SUVR) and cognitive/functional outcomes (CDR-SB, ADAS-Cog, and MMSE). The authors used randomization to treatment assignment as an instrumental variable to estimate trial- and drug-specific causal effects while addressing confounding and patient-level correlation, integrating data sources from ClinicalTrials.gov, ALZForum, and publications/clinical study reports (2015 to March 2022), and resolving discrepancies by independent data extraction. They found that reductions in PET β-amyloid induced statistically significant decreases in cognitive and functional decline, estimating changes of 0.09 on CDR-SB, 0.33 on ADAS-Cog, and 0.13 on MMSE per 0.1-unit reduction in β-amyloid SUVR. A key limitation acknowledged is that the original approach depended on input data retrieval for some trials and that access to underlying source data was incomplete for certain studies, motivating the updated re-checks and expanded trial inclusion. The paper does not explicitly discuss endometriosis or adenomyosis; it was included in the corpus via a keyword match in the upstream search index.

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Abstract

ABSTRACT Objective To update a recently published analysis exploring the causal association between positron emission tomography (PET)-measured change in brain β-amyloid plaque and cognitive decline in patients with Alzheimer’s disease (AD) enrolled in randomized clinical trials (RCTs). Design Updated instrumental variable meta-analysis. Setting Sixteen RCTs were included in this updated meta-analysis versus 14 in the original publication by Ackley et al . 1 Data sources were ClinicalTrials.org, Alzheimer Research Forum ( alzforum.org ), PubMed and clinical study reports from 2015 to March 1, 2022. Three researchers extracted data from the data sources independently and subsequently resolved any discrepancy. Population RCTs that evaluated β-amyloid targeting therapies and enrolled adult patients with AD dementia or mild cognitive impairment due to AD with data on β-amyloid as measured by PET and clinical outcome measures. Main outcome measures An instrumental variable meta-analysis was performed to compute trial and drug-specific estimates and pooled estimates of the effect of change in PET β-amyloid standard uptake value ratio (SUVR) on cognitive and functional decline with 95% confidence intervals (CIs) and associated p-values. This analysis updated and expanded a prior meta-analysis by Ackley et al . 1 using the same methodology and clinical outcome measures: Clinical Dementia Rating–Sum of Boxes (CDR-SB), Alzheimer’s Disease Assessment Scale–Cognitive Subscale (ADAS-Cog), and Mini-Mental State Examination (MMSE). Results The reduction of PET-measured β-amyloid induced a statistically significant reduction in cognitive and functional decline. The effect size was characterized by an estimated change (95% CI) of 0.09 (0.034, 0.15) on the CDR-SB; 0.33 (0.12, 0.55) on the ADAS-Cog; and 0.13 (0.017, 0.24) on the MMSE for each decrease of 0.1-unit in PET β-amyloid SUVR. Conclusion This updated instrumental variable meta-analysis of 16 RCTs provides statistically significant evidence of a causal relationship between the reduction in brain β-amyloid plaque and the reduction in cognitive and functional decline in patients with Alzheimer’s disease.
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Keywords

Al z h e i me r’s d ise a s e , a myl o i d, c ausa l e ffect, cl in i c a l trial s , c og nit ive d ecline All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint NOTE: This preprint reports new research that has not been certified by peer review and should not be used to guide clinical practice. ABST RA CT Objec t iv e: To upd ate a rec e ntly publ i s he d analy s i s ex ploring th e cau sal a ssocia t i o n betwe e n po s i tro n e mission t o mography ( PET) -mea s ur ed chan ge i n brain β -amylo id pla que and c ognitiv e de cline i n pa tien t s w ith Alzh eimer’s di s ea se ( AD) e nr o lled in r a ndomized c linic al trial s ( RCT s ) . Design: Updat ed in s trum enta l variabl e meta -ana ly si s . Se t t i n g: Sixtee n RCT s w ere includ ed in thi s upda t e d met a- analy s i s ver su s 14 i n the orig in al pu blica t i on by Ackl ey et al. 1 Dat a s o urc e s we r e Cl inica lTrial s.o rg, Alz heime r Re se arch Fo rum (a lzforum. org) , PubMe d and cl inica l s tu dy report s f rom 2 015 t o Marc h 1, 202 2. Three r e sea r c he r s e xtract ed da ta fr om the da ta sourc e s in d epend ently and sub sequ ently re s olv ed a ny discrep an cy. Po pulation: RCT s that eva lu ate d β - a m y lo i d ta r g e ti n g t he r a pi es a n d e n r o l l e d a du l t p at i e nts wi th AD de menti a or mild co gnitive i mpairmen t due to A D w it h da t a on β - a myloi d a s m ea s ured by P ET and c linic al o ut c ome me a s u re s. Mai n outcom e me as ures : An in st r um e ntal variabl e me ta -analy s i s was pe rfo rmed to compu t e tr ial a nd drug - s pe ci fic e stima te s an d pool ed es timat e s o f the e f f e ct o f ch ang e in PET β -a myloid st andar d up t a ke v alue r atio (S UVR) on c ogni tiv e a nd fun ction al decli ne wi t h 95% c onfi den c e interval s ( CI s ) and a ssoci a ted p -val ue s. T his analy s i s upda te d a nd exp anded a pr i o r me t a -an aly s i s by Ac kley et al . 1 u s i n g the s ame me thodol og y and c linic al o ut c ome mea s ure s : Clini cal Dem e ntia R ating –Sum of Box e s (C D R - S B), Al zheime r's D i s ea se A s s e ssment Sc a le– Cog nitive Su bsc a le (AD AS- Cog ), and Mini-M ent al Sta t e E xamin ation (MMSE ). R e su l t s: The reduc tion o f PE T-me as ure d β -amy loid induce d a sta t i s tica lly s ig n ifica nt r educ t i on in c ognitiv e and func t i o nal dec lin e. T h e e ff ect s i z e w a s c ha rac te r iz ed by a n e stima te d chang e (95% CI ) of 0 .09 (0 .034 , 0.15 ) o n th e CD R -S B ; 0.33 (0.1 2, 0.55 ) on the ADAS -Cog ; and 0. 13 (0.017, 0 .24) on th e MMSE for eac h dec rea s e o f 0.1 -unit in P ET β -amy loid S U VR. Co nclusion : This updated in strumen tal va r i able meta -a n alysi s o f 16 RCTs p rovide s stati s tica lly sign ific ant e videnc e of a cau sal r el a tion sh ip betwe e n the reduc t i on in b rain β - a m yloid plaque and t he redu ctio n in cogni t i ve an d f unction a l dec line in pati ent s with Alz heime r’s dis ea se . All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint

Introduction

Alzheim e r ’s dis ea se ( AD ) is de fin ed pathologi call y by t he pre s e n ce of β -a myloid deposi ts, tau - c ontainin g n euro fibrill ary ta ngle s, neur o nal injury and d egen era tion. 2 C l i n i c a l l y , t h e d i s e as e c o u r s e i s c harac t e r ized by progre s s iv e cogni t i ve decl ine, behav ior al chan ge s, i ncrea s ed depend e ncy in ac t i v it ies o f d a i ly l i v i ng a n d i n c r e a s e d bu r d e n f or c a r e gi v e rs an d s o ci et y . 3 4 Genetic da t a , prec linic a l mo dels , biomark er s, and c linic a l ob serva tion s 5-8 have highlig hted that r e moval o f brai n par enchy mal β -am yloid rema ins a rel ev ant targe t f or s l owing dise a s e p rogre ssio n. N one t hele ss, r andomize d c linic al tri al s (RCT s) o f d r ug s t hat ta r g et the r educ tion in pr od uc tion or remov a l of β -amyloi d h av e g enera ted incon si ste nt r e s ul ts, a n d the l ink betwe en cha nge i n β -amyloid pa thology an d c ognitiv e/fun ctio nal per fo r ma nce i s ho t l y deba t e d . 9 One po s sibl e r ea son for the inc on s i s t ent ev idenc e t hat β - a m y l oi d is a c li n i c all y va l i d t ar get i n A D m ay be tha t pa tien t-l ev el c or r el a tion an a lys es b etwee n c hang e in β -am yloid a nd ch ang e i n cog nition u sin g da ta fr om a si ngl e trial may hav e in su ffi c ient sta t i stica l power and/ or con foundi n g bias . To add re s s the se limita tio n s , Ack ley et al. 1 publi sh ed a m eta -an al ysi s u sing an in s t rumen ta l v ariabl e a pp r oa ch tha t i n t e gra ted 14 RCT s wi t h dat a ava ila bl e up until April 3 0, 2020. T he RCT s wer e sel ec te d using th e Alzheim e r R e sea r c h Fo rum ( al z f orum.o rg) and f rom Cl inica lTri als .gov and r e quired qu anti tativ e me asu r e men t s o f cha nge i n a c ognitiv e sco re a nd bra in β -amyloi d data u s i n g the s t anda r di ze d up t a ke v alu e r atio ( S UVR ) ob ta ine d f rom β -amyl oid posi tr o n emis s i on to mograph y ( P ET) . The autho r s then u sed r and omiz a t i on to t r ea t m e nt g r ou p s a s the in stru ment al va r i a ble to eli mi nate co n f o unding bi as, permi tting va lid c au s al inf er enc e on the ef fec t of a verag e PET -mea sur ed β -amy loid reduc tion o n a verage c ogni tive and func tiona l dec lin e within and acr o ss multipl e s tudi e s . I n the Ackl ey et al. stu dy, 1 the po oled e stima te s cha nge s we re 0.058 (95 % CI: − 0.031 to 0 .15) an d 0. 034 (95% CI: − 0.05 6 to 0 .12) on the C li nica l Dem enti a Rat ing S cale –Sum o f Boxe s (C DR - S B) a nd Mini -M e nt a l S tat e E xamin ation (MMSE ) score s, re spec tiv ely, for e a ch 0 .1 -unit r eductio n in the PE T β - amyl oid SUVR. I n t h e i r o r i g i n a l w o r k , A c k l e y et al . 1 provided a publ icly ava ilabl e web in te rf a ce c ont ainin g a n i nt e ra ctive ver s i on of t heir ana ly tic approac h to enc ou r a ge rec alc ul ation o f thei r r es ult s whe n up date d o r n e w da ta b ec ame av ailab l e. The autho r s a l s o a cknow ledg e d t ha t th ey d id n ot ha ve ful l a cc ess to the sou r c e dat a for c e r t ain t ria l s , a nd po ten tial err or s in input dat a mig h t ha ve oc curre d in thei r an aly s i s. I n r e s pon se to t he invi ta t i on to t he re s earc h commu nity, w e revi ewed t h e da t a i nclude d in the ir met a- a naly sis and ide n ti fied seve ral incon si ste ncie s and s om e limitation s a s s oc i ate d w ith the dat a re trieval pr oc e ss for the 14 RCT s . In additi on, th ere wer e t ri a ls not i nclude d i n th e i nitial a naly si s, par tially due to da ta not being a vail able i n the public do mai n at the time o f All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint pu blica t i on , whic h coul d potentially imp rove the ac curac y of th e pooled e stimat e. In thi s ar ticle , we prov ided an upd a ted ve r s i on o f t hi s in s t r ume nt a l variab l e me ta -ana ly si s by p e r f orming sev eral dat a up date s and by ad ding da ta fr o m two addi t i on al R CTs . Ou r up d ate d analy s i s demon st r ate s tha t a redu ctio n in β -amyloi d pl aque is c au sall y an d c on si s t ently a ss ocia te d w ith a s ta tistic ally sign i fican t redu ctio n in c ognitiv e a nd fun c tional d ec line as me a s u red by ch ange s i n the CDR -SB , A l z hei me r ' s Di sea se A sse s sment Sc al e– Cog nitive Su b scale (ADAS -C og ), and MMS E.

Methods

F or trial s inc lude d in the initial pu blic a t i o n by Ackle y et al. 1 , t h r e e au tho r s ind e pe nden tly revie wed the s ou rc e da ta for β -am yloid PET S UVR, CD R-S B, A D AS -Co g and MMS E f ro m cli nica ltr ia l s . gov , pu blish ed articl e s an d clini cal s tudy r epo rt s , a nd s u b seque n tly r e s o lved a ny di scr epan cy. In a ddition , on e a u t h or appl ie d t h e same se arch st rategy an d selec t i on c ri t e r ia a s the orig inal pape r 1 t o s eek suppl e ment al trial da ta elig ible to be i ncl uded in thi s upda t e d anal y s i s , e xce pt t ha t trial s w e re fu rt h e r requ ire d to h ave a “ Las t Upda ted Po st ed ” da te at c linic al tr i als .gov b etwe en 3 0 Ap ril 2020 (t h e dat e o f da ta cut o f t h e initi al public ati on) and 1 March 2 022. Updated da t a fr o m the or ig inal ana lysis F o r 1 2 o f t h e 1 4 s t u d i e s f o r w h i c h Ack le y et al . re trieve d t h e da t a en tir ely fr om t h e o r ig inal sou rc e (Cl inica lTr ial s.gov , p e er revie we d public ation s, or othe r publ icly a vail a ble ma te rial s) , w e ide nti fie d an d e l i m i nat e d s e ver a l i n c ons i st e n c ie s be t w ee n t he da t a us ed b y A c k le y et al . a nd th e sou r c e d at a ( Ta ble A1 in t he Appe ndi x 1) . F o r e x a m p l e , t he inpu tte d sta nda rd err o r s (SEs ) f or SUVR and MMS E me asu r e s f rom fou r of th e se tri als w er e inc on s i st ent wi t h t h e data sou rce, incl uding standa rd d e v i a t i o n s ( S D s ) o f t h e S U V R b e i n g u s e d i n p l a c e o f t h e S E s i n t w o t r i a l s ( b a p i n e u z u m a b - 1 [ N CT005 75055 ] and g ant ener umab (Sc a rlet Roa d) [ NCT012241 06 ]) . In addition , da t a for the cha ng e i n CD R- S B and ADA S- Cog in s ol a nezumab 1&2 10 (s o la ne z u m a b- 1 & 2 i n c lu d e d da t a f r o m an i n te g r a ted po pulati on o f mild AD f rom bo th sol a nezumab (E XPED ITIO N ) [ NCT00 905372 ] a nd s o l anezumab (E XPEDIT IO N 2) [ NCT009 04683 ]) w e r e in c o r r e c t l y r e v e rs ed be t w een t h e t r e at m en t a nd p l ace bo g r ou ps. Final ly, the o r i ginal s ourc e data o f aduc an umab-1 (EMERGE ) [ NCT 0248454 7 ] a nd a duca numab -2 (E NG AG E ) [ N CT024 77800 ] t rial s w e r e b a sed on pa r tia l da ta, w hich were u pda te d wit h the la te st da ta from Cli ni calT r ia l s . gov. F or t h e o ther two RCT s, Ack ley e t al . obt aine d a t l ea s t p a rt of t h e d at a t hr o u gh es t im at i n g a lg o r it h ms rath er than di rec tly f rom t h e s ou rce dat a ( T a b l e A 2 i n t h e A p p e n d i x 1 ) . S p e ci f i cal l y , M M S E ch a n g e s i n t he l eca n emab [ NCT01767 311 ] and ve r ube c es ta t- 2 ( APE CS) [ N CT 0195360 1 ] t rial s wer e e s timat e d ba se d on th e cha nge s in th e Alzh ei mer’s D i se a se C ompo sit e Score (AD C O MS) an d C DR- SB, All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint re spec t i vely . We upd at ed MMSE cha ng e s c o re s u s i ng s ourc e d a t a fr om a c linic al study repo rt f o r l ecan emab a n d a public ati on fo r v eru bece sta t -2 (A PECS ). 11 W e al so id e nti fie d a nd co r rec t e d a n i nconsi s t e ncy i n th e SE valu e s for ve rube ce sta t - 2 (AP ECS ) PET β -amylo id SUVR i n t h e o r i g i n a l pu blica t i on ( Table A 1 in the Appen dix 1 ). Inc lusion of two additiona l RCTs We e xpan de d t h e initi al m e t a -analy s i s b y i ncludi ng two ad d ition al R CT s o f β -amy loid targ eting d r ug s (a ducan umab -3 (P RIME ) [ N CT01 677572 ] and don a nemab (TRA ILBL AZER-ALZ ) [ N CT033 67403 ] ), w i t h da ta o n c hange in PE T β -a myloid SUVR and cli nical outc ome mea sure s a t wee k 5 4 for PRIME and w eek 76 for dona ne mab (TRAIL BLAZE R - A L Z) av aila ble in t he public dom ai n . 12 S t a t istical analy s is A prog r a m i n th e R c ompu tat ion e nv ir o nment ( A p pendix 2) w a s writ t e n b as ed on the s ame me t h odol ogy describ ed in the o r ig inal public ation 1 and r e plica te d the ou tpu t from the public ly a vail able web inte rf ac e. A new progra m wa s written beca use the public ly ava ilabl e w eb inte rfa c e on ly permitt ed the inclu sio n of on e add i t io nal R CT. We compu ted bo th trial - an d drug- speci f i c and po oled e s timat e s of the e f fec t of a reduc tion i n PET β -a myloid SU V R on the cha ng e of CDR -SB , A D AS - Co g, and MMSE t ogeth e r wi t h 9 5% conf id ence i nte r v al s ( CI s) a nd the a s s oc i ated p-va lue s. We u se d the s am e repre s en ta t i o n o f th e e ff ec t e st ima t e s a s in t he o riginal met a- ana ly si s , w here i t w a s de fined a s th e chang e in c linic al en dpoin t s p e r 0 . 1-unit ch ange i n PET β -a myloid SU V R ( a 0.1-uni t reduc ti on in P ET β - a m yl o i d S U VR is a m a t he m at i cal r ep r es en t a t io n t o m e as ur e t h e eff ect of a c o n t in uo us e xposur e wh e r e the c h oic e o f u ni t ch a nge i s dr i ven by c onven ienc e ; i t do e s n ot con fe r to thi s a r bi t r ary unit any act ual cli nical meani ng fulne s s). S olanezuma b-1 &2 (EXPE DITI ON E XT) ( NCT0 1127633 ) w as an ex t en s i on o f s olan ezumab -1&2 with a l onger follow -up p e r i o d f o r c ontinu ed sa fe ty monit oring. In ord er to m axi miz e t he fol low- up p erio d a nd s im ila rly to th e original stu dy, 1 we i nclude d t he d ata fr om sola ne z uma b -1 &2 (EXPE D IT I O N EXT) (ra ther t h an f rom s o lan ezumab -1&2 and sola nezum ab-1 & 2 (EXPE DIT ION E XT)) in a ll p oole d e stimat e s as w ell a s the dr ug -spec ific e s timate for s ola n ez u mab. For A D AS -Co g, the aduc anumab - 3 (PR IME ) trial wa s no t incl uded in the p o oled e stim ate s no r in th e drug -s pecific e st i ma te b ec au s e t h i s e ndpoin t w a s no t mea s u red i n thi s tri al. Final ly, Bexaro ten e (BEAT -AD) [ NCT 01 782742 ] wa s no t i nclude d in the p ooled es timat e f or C DR - SB a s no CDR-S B sou r c e da ta wer e av aila ble. All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint W e p e r f o r m e d s i m i l a r s e n s i t i v i t y a n a l y s e s a s i n A c k l e y et al . 1 by (1) inc ludi ng a l l publish ed da ta, (2 ) on ly inc luding all anti body da ta, an d (3) only incl uding a ll published antib o dy data . Not e t hat l ecan emab w a s the only t rial w ith u npublish ed d a ta i n our ana ly se s , whe rea s in the orig inal ma nuscrip t, bot h lec anem ab and th e two a ducan umab trial s (E MERGE a nd ENGAGE) rel i ed o n un publis hed da ta . W e al so p erf ormed th e foll owing addi tiona l se ns i tiv ity an aly se s: (a ) In clud ed on ly th e mo st r ec en t β -a myloid ta rge t i ng anti bodie s , i. e. g ant ener umab (S ca rle t R oad) , a duca numab (EMER GE, ENGA GE, and PR IME), lec anema b , and donan ema b ( TR AI LBL AZER-ALZ ). (b) Exc luded t he two RCT s evalu a ti ng v erubece s ta t (E PO CH & A PECS ) [ NCT01739348 & NCT01 953601 ] a s ev idenc e of t r ea t m ent - a ssoci a ted c og nitive w o r s enin g 13 du e to t h e inhibi tion o f β - sec re ta se 1 whic h may indic ate of f -t arge t ef fec ts. (c ) Ap pl ied d ata u pdat e s (term ed “ initial trials with data updates ” in Fi g ur e 1 ) a s d e s c r i b e d i n t h e me t h od s withou t inc luding the tw o ne w addition al RCT s d at a s et s (aduc a nu mab-3 ( PRI M E ) and do nanemab (TRAILBL AZER -ALZ ) ) . (d) Ex clud ed t h e leca n emab t rial mon th 12 data t o addr e ss the lim i t a t i on o f no t ac coun t in g for the c orr e la tion be tw ee n da t a fr om we ek 53 (month 1 2) and w e ek 79 (month 18) . (e ) Ex clude d don an emab (TRA IL BLAZER- AL Z) trial dat a, bec au se t he S UVR val ues in thi s t rial wer e c onve r ted f rom th e Cen tilo id sca l e u s in g a n e qua tion . 14 T his s en sitivity an al ysi s wa s p er for m e d t o e liminat e pote ntial in a cc ur a cie s r e sulting from thi s co nver s i on. ( f) E xc l ud e d bo t h l e ca ne m ab t r i al month 12 and d ona nema b (T RA I LBLAZ ER -ALZ) t rial da ta fo r re a son s spec i fied i n (d) a nd (e ).

Results

F or the pool e d e stima te s o n “ All Data , ” t hi s updat ed meta -a n alysi s showe d st ati s tic ally s igni fican t e videnc e o f a cau s al r e l ation shi p be t we en th e r educ ti on in b r a in β - a m y l o i d p l a q u e l e v e l s a n d redu ctio n in cog nitive and func ti onal de c line a s m ea sure d b y CDR-S B (0. 09 p oin t p e r ea ch 0 .1-uni t redu ctio n in PET β - a m y l o i d S U V R ; 9 5 % C I : 0 . 0 3 4 , 0 . 1 5 ; w i t h a p - v a l u e o f 0 . 0 0 1 6 ) ( Fi gu r e 1A ). T he up date d poin t e st i m ate is a ppro ximatel y 1.5 time s t he o r i ginal e stimat e (0 .0 58 with 95% CI: -0 .031, 0 .15) (Tab l e 1 ). 1 Multipl e sen sit ivity ana lyse s we re per fo rmed t o ex clude the i nfluen c e of sp ec ifi c trial s a f fec te d by inh e r e n t l imit ation s a s des c ribed in th e Me thod s . The se s en siti vity a nalys es ( Figu re 1 A a nd Fig ur e A 2 in the Appendix 3 ) yiel ded similar poi n t e stima te s for C DR -SB, w it h p-valu e s < 0.05 , e xce pt fo r “ initial trials with data updates .” All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint Ta b l e 1 . Compari so n of t he ma in r esul ts betw ee n the o rig inal a nd upd ate d analy sis on th e e ffe ct o f a redu ctio n in β-a myloi d SUV R on c hange i n cog nitive endpoin t s. P o sitive v alue s o f the e ffe ct e stimat e— for e ac h 0.1 -uni t r edu ctio n in PET S U VR—i ndic at e tha t β -amy loid red u c tion sl ows c ognitiv e dec line . ADAS - Cog , Alz he im er’s D i se a se A s s e ss ment Sc al e– Co gnitive Sub scal e; C DR- S B, Cli nical Deme ntia Ra t i ng–Su m o f Boxe s; CI , c onfid enc e i nterva l ; MMSE, Mini -M ent al Sta te Ex a mination ; N A, n ot av a i la b l e . T he updated me ta- analy s i s fur ther s h ow ed a sta ti st i call y signi fic an t ca usa l ef fect o f β -amy loid redu ctio n on reductio n in c ognitiv e dec line as mea su red by ADAS - Cog (0.33 poi n t per ea ch 0.1 -uni t redu ctio n in PET β -amyl oid SUVR ; 95 % CI: 0 .12, 0.55 ; w ith a p -v alue o f 0.0025 ) ( Fig ur e 1B ), w hich r e m ai n e d t he cas e in a l l se ns i t i v i t y ana l y s es pe rf or me d ( Fi g ur e 1 B and Fi g ur e A 2 in the Appendix 3 ) e xce pt f or “initial trials with data updates.” W e w ere n ot abl e to co mp are t he upda ted po oled e s t i m a t e w i t h t h e o r i g i n a l e s t i m a t e f o r A D A S - C o g a s t h i s w a s n o t p r o v i d e d i n t h e o r i g i n a l w o r k f r o m Ac kley et al. 1 T he upd a ted met a- an alys is al so s howe d a stati s t i cal ly signi fica nt c au sal re la ti onship be tw een β - a myloid reduc t i on an d r educ ed de clin e as me a s u r e d by the M MS E (0.1 3 poi n t per e ach 0.1 -unit redu ctio n in PE T β -amy loid SUVR; 95 % CI : 0.0 17, 0 .24; w ith a p-va lu e of 0.02 4) ( Fig ur e 1C ). T h e po oled e s tima t e i n th e upd ated ana ly si s wa s fou r time s th e orig in al e s t i mat e (0 .034 with 95% CI : − 0.056, 0.12) ( Ta b l e 1 ). 1 W h e n we p erf or me d only dat a upda te s a s de scri bed in the Meth od s w ithout i ncludi ng t h e tw o ne w addi tion a l RCT s da ta se t s (a duc anumab -3 [PR IM E] and do na nema b [TR A I LBLAZ ER -ALZ] ) , the up da ted met a -ana ly si s als o d emon strat ed a sub s t an tial s hi ft f rom the orig inal re s ul t s on the MMS E en dp oint (0.10 poin t pe r ea ch 0 .1- unit r edu cti o n i n PE T β -amy loid S U VR; 95% C I: − 0.023 , 0.23 ), a l though th is w a s n ot s t ati sti call y signi fic ant . F inall y, a s e n s i tiv ity ana lysi s incl uding only the most r ec en t β - a m y l o i d t a r g e t i n g a n t i b o d i e s ( i . e . g anten erumab, a duc anumab, l ec anema b , and donan ema b) , s howed over all n umeric ally stronge r e ffe ct s a cro ss all thr ee en dpoi nt s : C DR- S B (0.0 95 point per eac h 0 .1- unit reduc ti on in PET β -amy loid C ognitive en dpoi nt s Original analysi s (“All data” ) U pdated analysis (“All data”) Eff ec t ( 95% CI) Effect (95% CI) P-V a lu e CDR - S B 0 .058 ( − 0 .031, 0. 15 ) 0.09 (0.0 34, 0.1 5 ) 0. 0016 AD AS -Co g NA 0.33 (0 .12, 0.5 5 ) 0. 0025 MMSE 0 .034 ( − 0 .056, 0. 12 ) 0.13 (0.0 17, 0.2 4 ) 0 .024 All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint S U VR; 95% C I : 0.039 , 0.15; with a p-v alu e o f 0.0 008 ), AD AS- Cog (0 .41 poi nt p er eac h 0.1 -uni t redu ctio n in PE T β -amyl oid SUV R; 95% C I: 0.2 , 0.61 ; w it h a p -val ue o f 0.00 01 ), a n d MMSE (0.16 p oint pe r ea ch 0.1 -uni t reduct ion in PE T β -a myloid S U VR; 95% CI: 0. 054 , 0.27; wi t h a p-va lue of 0 .0032) w ith con s i s tent stati s tica l s i gnific anc e ( Fi gure 1). T r i al- a nd d r ug -spec i fic e s tima t e s for C D R-SB, AD AS -Cog, and MM SE are pre se nte d in Fi g u r e A 1 in the Appendix 3. T he RCTs inc luded in thi s up dated a nalysi s a re summariz ed in Appendi x 4 .

Discussion

I n t h i s s tudy, w e up dat ed a previou sly p ublish ed in st r u men tal va r i able me t a - a n a lysis 1 o f t h e ef fe c t of a redu ctio n in β -amyloi d pl aque as mea sure d b y PET on cha nge in cog nitive dec line, by c orr e ctin g a nd improvi ng t he o rigi nal d a t a input s a nd inc rea sing the num be r o f R CTs incl ud ed. In c on tra st t o th e i nitial an aly s i s, our study d emon st r at es that a r e duc tion in β - a m y l o i d i s c a u s a l l y a n d c o n s i s t e n t l y a ssoci a ted with a stati s tical ly signi fic ant reduc t i o n in c ognitive and func t i onal d e cline as me a sured b y c hang es in CDR -SB , AD AS -Cog, a nd MMS E. S t reng t hs and l imitat i ons A unique stre ngth o f t he me thodol og y de velope d in t h e origin a l publi ca tion 1 is t h e us e of t he i ns t rumen tal va r i able appro ac h t o ad dre ss th e i ssue of pot enti al c on foun ding bia s f ound i n c orr e la tion anal y s i s. I n addi tion, the int egratio n o f da ta from m ul tiple tr ia l s s u bs t an t i a lly improve s st ati stic al p r ec i sion r ela tiv e to any indiv i dual trial . De spit e be ing c atego rized a s l evel 1 ev idenc e wi t h multiple adva ntag es , met a-a n alys es a re no t w ithout l imi tati on s, 15 s om e o f whi ch h ave alr ea dy be en highli gh ted in th e o ri gina l p ublica ti on. 1 16 Addi t i on al poi nts o f c aut ion in int erpre t a t i on s h ould be e mpha siz e d . F irst, subjec t s i nclude d in thi s me t a - a nalysi s ar e a t di ff eren t s t a ge s o f A D, from mild cog nitive i mpairment d ue t o A D to mod era te st age o f A D demen tia . In a d dition , β - a m y lo i d p os it iv i t y (me a s ur ed w ith visu al scal e or P ET SU V R t h r e shol d) w a s not a p rer equi sit e inc lusion cri teri on in th e ma jority of i nc luded s tudie s (9 o f 16 st udie s ). I t i s bi ol ogic ally plau sible tha t subjec t s i n t h i s he t e r og en eou s p opula t i on may d erive d i ffe r e n t l evel s o f b e ne fi t in c ognitive func tion from β -amy loid redu ctio n. In thi s c on text, comb ining t hose indiv idual s with p r od r om a l, mi ld, o r moder at e AD, in w hich the und er l ying pa t h o logy ( β -amy l oid loa d a nd downs tre am proce s s e s) may v ary, co uld caus e di ff i cul ty in inte rpre ting th e re sul ts. 16 All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint S e c o n d , w h i l e w e a s s u m e a l i n e a r i t y b e t w e e n β -am yloid depo si tion and c ogn itiv e a nd func tiona l de clin e, the pr eci s e t empor al and spa ti al dynam ic of thi s r el a tion s h ip i s no t w ell under stood . For e xampl e, a lt hough a chang e i n SU VR may be a g ene ralizabl e met ric, it m ay not op tima lly re flec t spa tia lly and t emporally h ete r o gen ou s prope rtie s of th e und erly ing pa tholog y assoc ia ted with a nd r e l e v a n t t o A D a n d i t s c l i n i c a l m a n i f e s t a t i o n s , p a r t i c u l a r l y a t t h e e a r l y s t a g e o f t h e d i s e a s e . A s s u c h , rec en t finding s u sing r e gion al SUV R data ha ve de mon s tr at ed promi se . 17 18 T hird, t he in s trum ent al v ariable an aly si s requ i r e s the ab s ence o f o ff - targe t eff ect s from the ther ap eu tic a gent s. In ou r pre s e n t stu dy , w e partial ly a ddre ssed t h i s limit ati on b y pe r forming a sen si tivity ana ly sis incl udi ng only tr ia l s with antibody th erapi e s tha t, due to their spec i ficity an d di r e ct impac t on β -amylo id, may pr ov ide more a ccu r a t e e s tima te s o f t his r e la tion ship . Howev er , thi s w ould not have ad dr e sse d t h e h ighly c omplex temp or a l rel ati on s h ip tha t lik ely ex ists betwe en th e i mpact of a myloid pl aque remo val a nd t he dec line i n cog ni t i on and func ti on th at is inhe ren tly limited b y t h e s h o r t - t e r m s e t t i n g o f m o s t t y p i c a l c l i n i c a l t r i a l s a n d w h e r e a p o t e n t i a l l y d e l a y e d - o n s e t e f f e c t c annot be cap tur ed. F ourt h , th e v ariou s r adiot race rs u sed i n trial s inc lud ed in thi s an aly si s di ff er in their s en s i t i vity , spec i fici t y , va ria bili ty, d ynamic rang e s, an d o the r pe rfo r ma nce me t r ic s 19-23 . The r e for e, al though di ffe re nt a myloid trac er s produc e highl y con s i s ten t an d hig hly c orrela t e d r e s ul t s, SUVR de rived from di ffe re nt t rac e r s are no t equi val en t a nd sh ould b e co mp ared or c ombin ed w ith som e c auti on. F urt he r more , al thoug h a myloid PET ha s been s how n to be robu st agai n st di f fe r e nt qua n t ifi c atio n me t h od s 24 , dif fe ren t an aly si s pipeli n es m ay a ls o have re sult ed i n s m a ll dif fe renc e s betwee n studie s . F inall y, th e a ss e ss m ent o f chang e in A D -rel at ed impa i r m ent o f co gni tion and fu nction a t the ea rly ph ase s o f AD i s no t fully a dd r e ssed by t he c linic al sco re s u til iz e d i n t he se c linic a l tr i al s , in par t i cula r the MM SE , due to i ts l imited se n s itiv ity to cap ture p rogre s s i on in cog nitive d e cli ne . Thi s wa s fu r th er em p h as i z ed i n ou r c ur r e nt st u d y b y t he d e m o ns t ra t i o n of h ig he r p- v a l ues fo r MM S E c o mp a re d w i t h CDR -SB a nd AD AS -Cog e n dpoint s (Figu re 1) . Im plications T hat a st ati s tic ally s ig ni fica nt cau sal a sso cia t i on be twee n dec rea s ing PET -mea s ur ed β -am yloid p laqu e a nd r eduction o f c ogni tiv e and f unc tion a l dec line wa s con si ste nt l y demon st r a te d on all thr ee c linic al All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint e ndpoin ts d e s pit e som e of the a for eme nt i oned limi t a t i o n s hig hlight s the po ten t ial of β -amy loid as a v iable bio logic al t a r g et in A D. A s more data ac cumu la te i n th e fu ture , w e hop e t ha t som e of the l imitation s can b e addr e s s e d by a naly si s of da ta w ith longe r fo ll ow-up p eriod s . In a ddition , the a bility to harmo nize the d ata on β -a myloid lo a d by us i ng Cen tiloid s will fur ther a cco u nt f or t he di f fer ent prope rtie s o f β - a m y l o i d r a d i o t r a c e r s . T h e s e e f f o r t s w i l l s h e d m o r e l i g h t o n t h e e f f e c t o f β -amy loid redu ctio n on c ognitiv e and f u nctio nal decli ne and guide futu re dr ug devel o pment a nd c linic al a pplic ation s.

Conclusions

T his upda ted i ns tr u m ental va r i able m e t a - a naly si s, whi ch i s ba s ed on 16 r andomiz ed c linic al tr ial s an d e xpands on the o rig inal w or k by Ack ley et al ., 1 d e m on st r a t ed a c o ns ist e n t a n d st at is t i ca l l y s i g nif i c a n t i mpact of PET β -amyloi d S U VR ch ange on thr e e commonly u s ed c linic al outco me mea s u re s. Mo r e da ta a nd re s earc h a re need e d to fu rt h e r cha r a ct eriz e the pr eci se sp atial /t em poral prop ert i e s and po t e n t i al he ter oge nei ty of the c au sa tive rel ati on s h ip betw ee n β -amylo id cl earanc e and c ognitiv e and func tio nal t r aje ctory w it h in the A D con t i nu um. PATI EN T A N D P UB L IC INV O L V E M E N T: P ati ent s o r the public we re no t i nvolv ed in the de sign, o r c onduct, o r repo rting, o r dissemina t i on pl ans o f thi s re sea rc h. ACKNOWL EDGMEN TS: We would l ike to tha nk Ta mmy Jian g for quali t y -ch ec king t h e inpu t da t a ; Joh n O’G orman, S ama nth a Bu dd Haeb erlein , Tuck er War d, Kathl ee n Gr obb e n, Anni e Racine an d P r iy a Si nghal f o r r ev iewi ng the ma nuscrip t and pr ov iding h elpful c omme nts . COM PETIN G INT ERESTS : Ch angyu Sh en, Menglan P ang, Ling Zh u, Aud rey Gabel le , Ar i e Ga fson, Ivana Rubino, Shib es hih Be lach ew an d Ca rl de Moor a re emp loye es and sha rehol d ers of Bi og en inc . Jim E. Galv in MD, MPH i s a P rof e ss or of Neu r o logy a t Unive rsi ty of Mi a mi, con sul tan t f or Bio gen, Alpha Cogn ition , Ei sai, and Co gnivue , and h a s re s earch f u nding f ro m NIH, and c linic al inc om e f rom pati e nt c are. R obe rt W . Pla t t , P hD, ha s an ong oing c on s u lting a rrange ment with Bi ogen . FU ND I N G : T his work w as funde d by Biogen . RE FERENCES: All rights reserved. No reuse allowed without permission. 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Amyloid -β imaging with Pit tsburg h compound B and florbe t apir: comparing r a diot racers and quantif ication meth ods. J. Nuc l . M e d. 2013;54(1): 70- 7. doi: 10.29 67/ jn ume d.112.10 9009 [pub lished Online F ir s t : 2012/1 1/19] All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint Figure 1 All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint Figure Legend Fi g u r e 1. Fore st pl ot s of t he poo le d e stima te s r epre s enting the e ff ec t o f a d ec r e a se in br a in β - a myloid as me asured b y PET on cha ng e in A) C DR-S B, B) ADAS - Cog , and C) M MS E. P o s itiv e val u e s of the e f fect e s tima t e — f or e ach 0.1 -unit redu ctio n i n PET SU VR —indic at e t hat β -a myloid r e duction redu ce s cog ni tive decl in e. Cen t er a nd wi dt h of dia mond s re pres ent poo le d es timat e s and 95% c onfidenc e in terva l s , r e spectiv ely. T he tria l o f l eca nemab i s unp ubl i s he d and wa s ex clude d from th e “ All published data” a nd “ All published antibody data ” c at egorie s i n the sen s i t i v ity anal ys e s. Mo s t rec en t β -amy loid t arge ting antibod i e s i nclu ded ga nte neruma b, a duca numa b ( ENGA G E , EMERGE, P RIME ), leca n emab, a nd don anema b t rial s . A DAS - Cog, Alzh eime r ’s Di se a s e As se ssm ent Sc ale – Co gnitive S ub s c al e; C DR -SB, Cl inica l D e mentia Ra ting– Sum o f Boxe s; CI, con fi d ence i nte r v al; MMSE , M i ni - M en t al S t at e Ex a m in a t i o n. All rights reserved. No reuse allowed without permission. (which was not certified by peer review) is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this preprintthis version posted April 5, 2022. ; https://doi.org/10.1101/2022.04.01.22273253doi: medRxiv preprint

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