Reward Changes Salience in Human Vision via the Anterior Cingulate

Size: px
Start display at page:

Download "Reward Changes Salience in Human Vision via the Anterior Cingulate"

Transcription

1 11096 The Journl of Neuroscience, August 18, (33): Behviorl/Systems/Cognitive Rewrd Chnges Slience in Humn Vision vi the Anterior Cingulte Clyton Hickey, 1 Leonrdo Chelzzi, 2,3 nd Jn Theeuwes 1 1 Deprtment of Cognitive Psychology, VU University Amsterdm, 1081 BT Amsterdm, The Netherlnds, 2 Deprtment of Neurologicl nd Visul Sciences, University of Veron, Veron, Itly, nd 3 Ntionl Institute of Neuroscience, Veron, Itly Rewrd-relted mesolimic dopmine steers niml ehvior, creting utomtic pproch towrd rewrd-ssocited ojects nd voidnce of ojects unlikely to e eneficil. Theories of dopmine suggest tht this reflects underlying ises in perception nd ttention, with rewrd enhncing the representtion of rewrd-ssocited stimuli such tht ttention is more likely to e deployed to the loction of these ojects. Using mesures of ehvior nd rin electricity in mle nd femle humns, we demonstrte this to e the cse. Sensory nd perceptul processing of rewrd-ssocited visul fetures is fcilitted such tht ttention is deployed to ojects chrcterized y these fetures in susequent experimentl trils. This is the cse even when prticipnts know tht strtegic decision to ttend to rewrd-ssocited fetures will e counterproductive nd result in suoptiml performnce. Other results show tht the mgnitude of visul is creted y rewrd is predicted y the response to rewrd feedck in nterior cingulte cortex, n re with strong connections to dopminergic structures in the midrin. These results demonstrte tht rewrd hs n impct on vision tht is independent of its role in the strtegic estlishment of endogenous ttention. We suggest tht rewrd cts to chnge visul slience nd thus plys n importnt nd undervlued role in ttentionl control. Introduction Rewrd plys fundmentl role in humn cognition, ut surprisingly few studies hve exmined the impct of rewrd on erly cognitive processes, such s visul perception nd ttention (ut see Dell Lier nd Chelzzi, 2009). This is reflected in theory: models of visul ttention propose tht selection is guided y utomtic exogenous fctors, which is ttention towrd slient stimuli, nd volitionl endogenous fctors, which direct ttention towrd tsk-relevnt ojects nd loctions (Treismn nd Gelde, 1980; Wolfe et l., 1989). Rewrd plys no explicit role in this frmework. In shrp contrst, theories of the function of dopmine in reinforcement lerning nd niml pproch ehvior plce rewrd firmly t the center of ttentionl control (Berridge nd Roinson, 1998; Ikemoto nd Pnksepp, 1999; Redgrve et l., 1999; Wise, 2004; Alcro et l., 2007). For exmple, the incentive slience hypothesis of Berridge nd Roinson (1998) proposes tht rewrd-relted mesencephlic dopmine is specificlly responsile for chnging the perceptul representtion of rewrd-conditioned stimuli such tht they ecome slient nd ttention-drwing. Other theories propose more generl role for dopmine in reinforcement lerning ut lso suggest tht rewrd hs direct impct on vision (Schultz et l., 1997; Schultz, 2002) (for review nd integrtion of dopmine models, see McClure et l., 2003). Received Fe. 26, 2010; revised June 9, 2010; ccepted July 2, L.C. is supported y Fondzione Criveron. Correspondence should e ddressed to Clyton Hickey, vn der Boechorststrt 1, 1055 AB Amsterdm, The Netherlnds. E-mil: c.hickey@psy.vu.nl. DOI: /JNEUROSCI Copyright 2010 the uthors /10/ $15.00/0 The direct nture of this influence deserves emphsis; the ide is tht rewrd utomticlly chnges the visul slience of rewrd-ssocited perceptul fetures, nd this is theoreticlly distinct from the known role of rewrd in the strtegic estlishment of ttentionl set (Munsell, 2004). Unfortuntely, much of the extnt literture is sed on n experimentl prdigm tht fils to differentite these mnners of influence. In this type of experiment, humn or niml oservers re presented with stimuli tht predict rewrd outcome for the current experimentl tril. Results show tht visul processing of ojects tht predict good outcome is etter thn processing of other ojects (Pltt nd Glimcher, 1999; Iked nd Hikosk, 2003; Roesch nd Olson, 2003; Kiss et l., 2008; Peck et l., 2009). However, stimuli tht predict rewrd hve n inherent spect of motivtionl significnce; liquid-deprived monkey trets cue indicting forthcoming liquid s type of rewrd in itself, even when this informtion hs no ering on tsk performnce (Bromerg- Mrtin nd Hikosk, 2009). Anticiption of rewrd cues might therefore trigger endogenous ises in visul ttention. These ises would fcilitte detection nd discrimintion of cue stimuli y enhncing visul processing, possily from very erly in visul cortex (Hopf et l., 2004). This mkes it uncler whether the fcilitted visul processing of rewrd-predictive stimuli reflects the direct impct of rewrd or the strtegic impct of endogenous ttention. The current study ws designed to determine whether rewrd hs direct impct on vision tht is distinct from its impct vi endogenous ttention. Our pproch to this prolem ws to ssocite rewrd to visul fetures tht chrcterized ojects prticipnts were ctively trying to ignore. To gin insight into the mechnisms involved in trnslting rewrd outcome into visul

2 Hickey et l. Rewrd Chnges Visul Slience J. Neurosci., August 18, (33): Figure 1. Generl prdigm nd results from experiment 1., The trget nd slient distrctor re denoted. In experiment 1, these ojects could e presented t ny of six loctions, s illustrted. In experiment 2, there were 10 possile stimulus loctions. Correct trget discrimintion ws rewrded with 1 or 10 points (worth 0.2 or 2, respectively)., Rection times from experiment 1. Error rs here nd in ll susequent figures reflect within-prticipnt 95% confidence intervls (Cousineu, 2005). Accurcy results were lso nlyzed: prticipnts responded with men SD ccurcy of 95 4%, nd no relile ptterns were oserved (ll P vlues 0.4). slience, we recorded oth ehvior nd electricl rin ctivity while prticipnts completed our experimentl tsk. Mterils nd Methods In our generl prdigm, which ws used in ll experiments, prticipnts serched for uniquely-shped trget presented mong numer of homogenous distrctors (Fig. 1) (Theeuwes, 1991). Response ws sed on the orienttion of smll line contined within the trget. In some trils, ll the stimuli were of the sme color, ut more often one of the distrctors hd color tht ws different from ll other ojects. Color singletons such s this re known to drw ttention to their loction during serch for unique shpe (Hickey et l., 2006). Two criticl prmeters of the tsk vried from tril to tril. First, the colors of the trget nd distrctor chnged such tht the distrctor could e red, with ll other stimuli including the trget green, or vice vers. The colors could therefore swp etween trils, with the color of the trget ecoming tht of the distrctor, or could remin the sme. Second, prticipnts received either high-mgnitude or low-mgnitude monetry rewrd fter correct responses. Importntly, prticipnts were instructed to mximize rewrd, ut rewrd mgnitude ws ctully rndomized on tril-y-tril sis. Prticipnts. Forty helthy dults were rndomly ssigned to tke prt in experiment 1 (men SD ge, 20 2 yers; three left hnded; 16 men), eight to the control experiment (men SD ge, 21 2 yers; ll right hnded; three women), nd 14 to experiment 2 (men SD ge, 21 3 yers; ll right hnded; six women). All gve informed consent efore tking prt in the experiment nd reported norml or corrected-to-norml vision, nd none hd previous experience with the experimentl tsk. Stimuli nd procedure. Experimentl stimuli were very similr to those used y Hickey et l. (2006) with the ddition of monetry feedck fter prticipnt response. Briefly, in experiment 1, visul serch rrys contined six oject outlines (line thickness of 0.3 visul ngle), ech presented equidistnt (9.1 ) from centrl fixtion point nd from ech other. Ojects could e dimonds ( ) or circles (3.4 dimeter), with ech disply contining only one uniquely shped item. This unique item could e dimond, with ll other stimuli circles, or circle, with ll other stimuli dimonds. In 80% of trils, one of the homogenously shped nontrget items ws of unique color, either red with ll other ojects green or vice vers. Trget nd distrctor colors were rndomly determined for ech tril. The onset of the visul serch rry ws preceded y fixtion dot for rndom durtion of ms. Ech oject contined gry line ( ) rndomly oriented verticlly or horizontlly. Responses were mde on stndrd computer keyord; the z utton pressed with the index finger of the left hnd denoted verticl trget line, nd the m utton pressed with the index finger of the right hnd denoted horizontl trget line. Correct responses to the serch trget were immeditely followed y the replcement of the centrl fixtion dot with n indiction of rewrd feedck in lue text (65 point font; 5 height), either 10, denoting the receipt of 10 points, or 1, denoting the receipt of 1 point. The visul serch disply remined onscreen during the presenttion of feedck, nd the serch disply nd feedck were presented together for 1000 ms. Incorrect responses resulted in the removl of 10 points, denoted y 10. Ech point hd vlue of pproximtely 0.2 euro cent. Prticipnts were pid sed on the numer of points received, ut, ecuse rewrd mgnitude fter correct response ws rndom nd most prticipnts performed very well, there ws little vriility in compenstion; cross ll experiments, prticipnts never erned less thn 8.50/h nd never more thn 9.25/h. All prmeters in the control experiment nd in experiment 2 were s in experiment 1 with the following exceptions. In the control experiment, serch rrys contined four ojects (9.1 from fixtion; 12.9 from ech other), nd, in experiment 2, rrys contined 10 ojects (9.1 from fixtion; 5.6 from ech other). In experiment 2, the uniquely shped item ws lwys circle (with ll other stimuli dimonds), responses were mde with stndrd computer mouse (the left mouse utton pressed with the index finger of the right hnd denoted verticl trget line, nd the right mouse utton pressed with the middle finger of the right hnd denoted horizontl trget line), nd ech rewrd point ws worth pproximtely 0.4 euro cent (to compenste prticipnts for the time required to set up the electroencephlogrphic recording). Experiment 1 nd the control experiment took plce in soundttenuted room, nd experiment 2 took plce in sound-ttenuted Frdy cge. All stimuli were presented on cthode ry tue monitor locted 60 cm wy from the eyes. Prticipnts in experiment 1 nd the control experiment completed 15 locks of 30 trils for totl of 450 trils, which took 0.5 h, nd prticipnts in experiment 2 completed 45 locks of 30 trils for totl of 1350 trils, which took 1.5 h. Feedck regrding ccurcy nd response speed followed the completion of ech lock. All prticipnts were given detiled instructions regrding the experimentl tsk. Importntly, in the predictive condition of experiment 1 nd in the control experiment, prticipnts were explicitly informed of the informtion encoded in rewrd mgnitude. These prticipnts were sked to descrie how rewrd mgnitude predicted fetures of the next tril nd only egn the experiment when they expressed cler understnding of this spect of the experimentl design. Trils in which response occurred sooner thn 100 ms fter stimulus or lter thn 1500 ms fter stimulus were rejected from ll nlysis, s were ll trils resulting in error. Approximtely 99% of correct responses occurred within this time window. All rection times reflect men verges of rw, untrnsformed dt. Electroencephlogrm recording nd nlysis. In experiment 2, electroencephlogrm ws recorded from 134 Ag/AgCl electrodes using the Biosemi Active2 system. This included 128 encephlic sites, two electrodes plced 1 cm lterl to the externl cnthi of ech eye, two electrodes locted 1 cm ove nd elow the right eye socket, nd two electrodes plced on the mstoids (500 Hz smple rte; encephlic electrode loctions re illustrted in the figures). Independent component nlysis (Bell nd Sejnowski, 1995; Delorme nd Mkeig, 2004) ws pplied to the dt nd the results used for the rejection of trils tinted y eye movements (8 4% of trils per prticipnt, men SD) nd correction of rtifcts stemming from links nd muscle ctivity. Eventrelted potentils (ERPs) were clculted from the resulting dt using stndrd signl verging procedures (Luck, 2005), referenced to the verge of mstoids, nd digitlly filtered ( Hz; finite impulse

3 11098 J. Neurosci., August 18, (33): Hickey et l. Rewrd Chnges Visul Slience lest-squre kernels with 6 d trnsition of 0.01 Hz for low-pss filtering nd 6 d trnsition of 2 Hz for high-pss filtering). Sttistics were clculted efore filtering. All ERPs were selined on period eginning 100 ms efore stimulus onset nd ending 50 ms fter. The seline ws clculted efore filtering. Visul ctivity in sensory rely nuclei does not crete potentil t sclp surfce, nd the first ERP evidence of visul ctivity in unimodl visul experiments occurs etween 50 nd 60 ms fter stimulus in the C1 component, mking the first 50 ms of the visul ERP vlid spect of the seline (Rugg nd Coles, 1995). During the editoril process, n nonymous reviewer sked us to explicitly ddress the possiility tht the 50 ms poststimulus intervl contined evoked ctivity. A pired t test compring ctivity in the 50 ms preceding stimulus onset to the 50 ms fter onset reveled no trend towrd relile difference (t (14) 0.755, p 0.464; collpsed cross experimentl conditions nd sed on unfiltered dt recorded t the sme lterl posterior electrodes used to generte the visul ERPs presented in the figures). Note tht, in ERPs elicited t nterior electrode sites, the ppliction of filters resulted in n pprent rmping up of the N1 tht egins t 45 ms fter stimulus; this erly spect of the N1 is filter rtifct nd does not reflect ctul evoked ctivity. Becuse seline ws clculted efore filtering, this hd no impct on the clcultion of ERP mplitude. Source nlysis. For the purposes of oth topogrphic mpping nd source nlysis, dt were referenced to the verge of ll 128 encephlic signls. Topogrphic mps re sed on sphericl spline interpoltion (Perrin et l., 1989). Source nlysis ws conducted using BESA version 5.1 (Megis Softwre). The BESA lgorithm opertes y recursively seeding electricl sources in three-shell ellipticl model of humn hed, clculting n estimte of the electricl potentil t sclp surfce generted y the model nd compring this with the recorded ctivity. The dipoles re djusted in terms of position nd orienttion until the model optimlly fits the recorded dt, nd good fit is reflected in low mesure of residul vrince. Figure 2. Conditionl results from experiment 1., Results when rewrd mgnitude ws independent of the likelihood of color swp., Results when rewrd mgnitude predicted the likelihood of color swp. Results Rewrd guides serch utomticlly Our interest ly in how rewrd in one tril ffected visul processing in the next, nd we mde two predictions sed on the ide tht rewrd directly impcts slience. First, high-mgnitude rewrd should fcilitte processing of the fetures tht chrcterize trget such tht visul ttention is ised towrd these fetures in the next tril (Berridge nd Roinson, 1998; Ikemoto nd Pnksepp, 1999; Dell Lier nd Chelzzi, 2009). Prticipnts should therefore respond quickly when the sme color chrcterizes the trget s did so in the preceding tril ut should respond slowly when the colors swp. Second, low-mgnitude rewrd should result in reltive devlution of fetures tht chrcterize trget such tht ttention is less likely to e deployed to these fetures (Berridge nd Roinson, 1998; Frnk et l., 2004; Dell Lier nd Chelzzi, 2009). Prticipnts should therefore respond slowly when the sme color chrcterizes the trget s did so in the preceding tril, ut quickly when the colors swp. As illustrted in Figure 1, these predictions were orne out in men rection time (rewrd color swp, F (1,38) 11.86, p 0.001; ll other effects involving rewrd nd color swp fctors, F vlues 1). The pttern of results reveled in experiment 1 suggests tht humns preferentilly ttend to ojects with visul fetures ssocited with rewrd (Fig. 1). It is importnt to note tht the impct of rewrd is tied to color ut tht the trget in this prdigm ws defined y unique shpe. Color ws therefore tsk irrelevnt, mking it unlikely tht the influence of rewrd reflects endogenous ttentionl set; there ws no strtegic motivtion to py color heed. However, the sic prdigm does not llow us to rule out the possiility tht prticipnts dopted strtegy of ttending to stimuli chrcterized y rewrd-ssocited perceptul fetures, possily motivted y the enefits this strtegy provides in life outside the lortory. To determine whether such strtegic ccount for the results ws vile, we included etween-prticipnt fctor in the design of experiment 1. For hlf of prticipnts, rewrd mgnitude ws unrelted to the likelihood tht the trget nd distrctor colors would swp etween trils. For the others, high-mgnitude rewrd ws 80% predictive of swp in colors, nd low-mgnitude rewrd ws 80% predictive of no swp. These ltter prticipnts were informed of the reltionship etween rewrd nd color swp nd told to use this informtion to optimize performnce. Our resoning ws tht prticipnts in the predictive condition should discrd the useless strtegy of mintining ttentionl set fter high-mgnitude rewrd nd dopt the eneficil strtegy of prepring for the colors to swp (nd, correspondingly, discrd the useless strtegy of prepring for color swp fter low-mgnitude rewrd nd dopt the eneficil strtegy of prepring for the trget nd distrctor colors to remin the sme). Importntly, were they to do so, the experimentl results in this condition would e opposite those illustrted in Figure 1: they would e fster when color swp followed high-mgnitude rewrd (rther thn slower) nd slower when no swp followed low-mgnitude rewrd (rther thn fster). In fct, results from the two conditions were sttisticlly indistinguishle (Fig. 2) (min effect of predictiveness, F (1,38) 1.20, p 0.28; ll other effects involving predictiveness, nd criticlly the three-wy interction, F vlues 1). The interction etween rewrd nd color swp ws relile when oth the nonpredictive condition (Fig. 2)(F (1,19) 7.24, p 0.01; ll other F vlues 1) nd the predictive condition (Fig. 2)(F (1,19) 4.69, p 0.04; ll other F vlues 1) were exmined in isoltion. These results re inconsistent with the ide tht the impct of rewrd on serch reflects endogenous strtegy; prticipnts in the predictive condition were explicitly wre tht high-mgnitude rewrd ment tht the colors would likely swp in the next tril. Under these circumstnces, they hd no strtegic motivtion to continue to ttend to ojects chrcterized y the sme color. This strtegy would in fct e counterproductive, guiding ttention to n oject tht ws unlikely to e the trget. Despite this, the results show continuing propensity to select the stimulus chrcterized y the color recently ssocited with rewrd. There is smll possiility tht results from the predictive condition of experiment 1 reflect n inility or unwillingness to

4 Hickey et l. Rewrd Chnges Visul Slience J. Neurosci., August 18, (33): high-mgnitude rewrd predicted color swp. Why does their ehvior show no evidence of this knowledge? We elieve tht, in the predictive condition of experiment 1, the receipt of high-mgnitude rewrd cued prticipnts to strtegiclly prepre for color swp, ut receipt of high-mgnitude rewrd lso initited the utomtic priming of perceptul fetures tht chrcterized the trget. This perceptul effect ws strong enough to overwhelm nd negte the impct of endogenous strtegy. Figure 3. Prdigm nd results from the control experiment., As in experiment 1, prticipnts serched for the uniquely shped oject. Rewrd in ny one tril predicted the loction of the trget on the next tril., Rection times. Prticipnts were fster to respond to trgets presented t cued loctions. Figure 4. Behviorl results from experiment 2, replicting findings from experiment 1. extrct informtion encoded in rewrd. Prticipnts in this condition were mde explicitly wre tht rewrd predicted the likelihood of color swp, nd ll prticipnts could clerly descrie this spect of the experiment efore eginning the tsk. However, if for ny reson they did not tke the informtion encoded in rewrd into ccount during experimentl prticiption, this might ccount for the sence of ny difference etween the predictive nd nonpredictive conditions. To ensure tht this ws not the cse, we conducted control experiment. Here, rewrd predicted trget loction rther thn the likelihood of color swp: high-mgnitude rewrd indicted tht the trget in the next tril ws more likely to e on the horizontl meridin, nd lowmgnitude rewrd indicted tht it would more likely e on the verticl meridin (Fig. 3). Sptil cues of this nture re known to hve strong impct on visul serch (Posner nd Cohen, 1984), nd prticipnts in this experiment were indeed fster to respond to trgets t cued loctions (Fig. 3) (trget loction, F (1,13) 1.54, p 0.255; rewrd, F 1; trget loction rewrd, F (1,13) 13.88, p 0.007). This demonstrtes tht prticipnts re le to extrct strtegic informtion encoded in rewrd nd tht they mke n effort to use this informtion to improve performnce. Prticipnts in experiment 1 were presumly wre of the fct tht Electrophysiologicl indices of the impct of rewrd on perception nd ttention Becuse ehvior reflects the outcome of processing in multiple cognitive stges nd chnge in response cn reflect modultion t ny point in this sequence, mesures such s response ltency nd ccurcy provide reltively corse insight into the cognitive stges ffected y experimentl mnipultions. In contrst, noninvsive mesures of rin electricl ctivity, ERPs (Luck, 2005), cn sometimes e used to demonstrte chnge in discrete processing stges. With this in mind, in second experiment, we hd 14 new prticipnts complete the nonpredictive version of our visul serch tsk while we recorded ERPs from the sclp surfce. As illustrted in Figure 4, ehviorl results from this experiment replicted those of experiment 1 (rewrd color swp, F (1,13) 6.30, p 0.026). Prticipnts in experiment 2 dditionlly responded more rpidly when colors did not swp etween trils, lthough not relily so (color swp, F (1,13) 2.75, p 0.121; ll other F vlues 1). To index chnges in perceptul nd ttentionl processing, we nlyzed lterlized ERPs elicited over visul cortex y the onset of serch displys. We concentrted on ERPs elicited when the trget nd distrctor were presented to opposite visul hemifields ecuse lterlized effects oserved under these circumstnces cn e ssocited with reltive increse in the perceptul nd ttentionl processing of one or the other of the two slient ojects. This is the cse ecuse of the contrlterl nd retinotopic nture of the visul system; effects ssocited with trget processing will e primrily evident t electrode loctions contrlterl to the trget, wheres effects ssocited with distrctor processing will e evident t electrode loctions contrlterl to the distrctor (Luck nd Hillyrd, 1994,; Hillyrd et l., 1998; Woodmn nd Luck, 1999; Luck, 2005; Hickey et l., 2006). It is importnt to note tht this design does not mke is possile to link signl to one discrete stimulus; ERPs hve inherently d sptil resolution, nd, ecuse of this, minority of the signl oserved contrlterl to the trget my reflect distrctor processing. However, ecuse our experimentl design llows us to compre the lterlized potentils elicited y identicl stimulus rrys under vrying conditions of rewrd, it provides perspective on the reltive degree to which perceptul nd ttentionl resources re eing pplied to either the trget or distrctor. As illustrted in Figure 5, nd, multiple effects were pprent in the ERPs elicited fter high-mgnitude rewrd, eginning with n increse in the mplitude of the lterl P1 component t 100 ms fter stimulus. This increse in P1 reflects n mplifiction of erly visul processing stges in extrstrite visul cortex (for review, see Hillyrd et l., 1998). Criticlly, in no-swp trils fter high-mgnitude rewrd, the P1 increse ws opposite the

5 11100 J. Neurosci., August 18, (33): Hickey et l. Rewrd Chnges Visul Slience Rewrd processing in nterior cingulte cortex predicts the mgnitude of the impct of rewrd on the deployment of ttention A crucil gol of experiment 2 ws to seek direct signture of rewrd-relted processing in the rin such tht this ctivity could e loclized nd relted to ehvior. We pproched nlysis with the hypothesis tht the mesolimic dopmine system would ply role in creting the impct of rewrd on vision, nd we exmined the ERP elicited y rewrd feedck to determine whether this ws the cse. Midrin dopminergic structures re too deep in the rin to e detected in electricl recordings t sclp surfce, ut reinforcement-monitoring spects of the dop c d Figure 5. ERPs elicited y serch rrys over lterl occipitl cortex. These ERPs were recorded t the posterior electrodes identified in white in Figure 6. The contrlterl wveforms re n vergeofsignlsrecordedtthethreelefthemisphereelectrodesiteswhenthetrgetwsintherightfieldndvicevers, ndtheipsilterlwveformsrenvergeofthethreelefthemisphere signls when the trget ws in the left field together with the three right hemisphere signls when the trget ws in the right field., Wveforms recorded when the colors defining trget nd distrctor did not swp fter high-mgnitude rewrd nd the trget nd distrctor were presented to opposite hemifields. The loction of ttention identified from the N2pc is denoted in the visul serch rry y roken circle., Wveforms elicited fter high-mgnitude rewrd when the colors swpped. The N2pc is elicited y the distrctor in this condition. Note the presence of lte contrlterl component, possily reflecting recovery nd redeployment of ttention to the trget. c, Wveforms recorded fter low-mgnitude rewrd when the colors did not swp. d, Wveforms recorded fter low-mgnitude rewrd when the colors swpped. trget (Fig. 5), demonstrting n increse in sensory nd perceptul processing of the trget, ut in swp trils fter highmgnitude rewrd, the P1 increse ws opposite the distrctor (Fig. 5), demonstrting n increse in sensory nd perceptul processing of the distrctor (electrode lterlity swp condition, F (1,13) 4.98, p 0.044; ll other F vlues 1; nlysis sed on pek mplitude difference). Notice tht, in oth cses, it is the stimulus chrcterized y the color reinforced with high rewrd on the immeditely preceding tril tht elicited the enhnced P1 effect. No corresponding pttern ws oserved in the ERPs elicited fter low-mgnitude rewrd (Fig. 5c,d), consistent with the sence of ehviorl effect in this condition (Fig. 4). There re two importnt points to e mde in the context of this P1 effect. First, the displys tht elicited ll four of the ERPs presented in Figure 5 were identicl, nd therefore the chnge in lterlized P1 mplitude oserved in the high-mgnitude rewrd condition cnnot e product of chnges in visul input. Second, the lterl P1 is not normlly sensitive to endogenous ttentionl set for visul fetures in serch; the lterl P1 elicited y unique item tht is the trget is not ny lrger thn the lterl P1 elicited y unique item tht is distrctor (Luck nd Hillyrd, 1994). The increse in lterl P1 mplitude in response to n oject chrcterized y rewrd-ssocited color thus suggests tht rewrd cn hve n impct on perceptul processing tht cnnot e ccounted for s product of endogenous ttentionl set. The P1 results support the ide tht high-mgnitude rewrd fcilittes susequent processing of stimuli chrcterized y rewrd-ssocited visul fetures from very erly in the visul processing sequence. A similr pttern ws evident in the N2pc component. The N2pc is n increse in negtive ERP mplitude from 200 to 300 ms fter stimulus t posterior electrode sites contrlterl to n ttended oject (Luck nd Hillyrd, 1994,), nd it constitutes relile index of visuosptil ttention (Luck nd Hillyrd, 1994,; Woodmn nd Luck, 1999; Hickey et l., 2009). In the high-rewrd no-swp condition, the N2pc ws elicited contrlterl to the trget (Fig. 5), reflecting rpid trget selection, ut in the high-rewrd swp condition, the N2pc ws elicited contrlterl to the distrctor, demonstrting the deployment of ttention to the distrctor loction (Fig. 5) (electrode lterlity swp condition, F (1,13) 7.29, p 0.018; ll other F vlues 1; simple effect electrode lterlity in no-swp condition, t (13) 2.42, p 0.015; simple effect electrode lterlity in swp condition, t (13) 2.14, p 0.026; ll N2pc sttistics sed on men mplitude ms fter stimulus). No corresponding effects were oserved in the ERPs elicited fter low-mgnitude rewrd, lthough the trget-elicited N2pc in this condition ws numericlly lrger in the swp condition, possily reflecting etter trget selection when the trget hs not een ssocited with suoptiml outcome (Fig. 5c,d) (electrode lterlity swp condition, F (1,13) 2.04, p 0.177). Together, the P1 nd N2pc results reinforce the conclusions we took from ehvior, nmely tht rewrd primes erly visul processing such tht ojects chrcterized y rewrdssocited fetures re more likely to e ttended.

6 Hickey et l. Rewrd Chnges Visul Slience J. Neurosci., August 18, (33): Figure6. Electrophysiologiclresponsetorewrdfeedck., ERPselicitedyhigh- ndlow-mgnituderewrdfeedckover mediofrontlcortex. TheseERPsreflectnvergeofsignlsrecordedtthefournteriormidlineelectrodesitesidentifiedinwhite in., Topogrphy of the difference in MFN elicited y low-mgnitude versus high-mgnitude rewrd. c Figure 7. Results from inverse dipole model of the difference in MFN., Visul inspection of the topogrphic mp presented in Figure 6 suggested the presence of three ctivity sources, two locted ilterlly over occipitotemporl cortex nd third locted more frontlly on the midline, nd source nlysis ccordingly egn with n unconstrined fit of three-dipole model. Reltively high residul vrince in this model motivted the inclusion of fourth dipole, nd n unconstrined fit of four dipoles generted theillustrtedmodel.inclusionofdditionldipolesdidnotcretenypprecileimprovementtothismodel( 0.25%increse in ccounted vrince). Dipole coordintes in Tlrich nd Tournoux(1988) spce were clculted y coregistering the BESA hed model to the verge of 24 individul structurl mgnetic resonnce imges: occipitl 38, 71, 11 nd 30, 76, 13; cingulte 3, 11, 46; eye/oritofrontl 22, 72, 4., Cingulte source wveform, representing isolted ctivity of the cingulte source over time. c, Per-prticipnt reltionship etween isolted cingulte ctivity ( ms) nd the impct of rewrd on ehvior. Note tht correltion coefficients here nd in d reflect Spermn s, which is less sensitive to outliers thn other mesures of correltion. Sttisticl vlues reflect outcome of permuttion tests. d, Per-prticipnt reltionship etween recorded difference in MFN mplitude nd the impct of rewrd on ehvior. d mine system extend to the nterior cingulte cortex (Holroyd nd Coles, 2002), consistent with the known connectivity etween these res (Willims nd Goldmn-Rkic, 1993). Rewrd processing in nterior cingulte cortex cn e indexed in midline nterior ERP component known s the medil frontl negtivity (MFN). The MFN is pprent from 200 to 300 ms fter rewrd feedck, nd it ppers to reflect ctivity involved in the ssessment of motivtionl impct (Gehring nd Willoughy, 2002). The MFN is generlly lrger for low-mgnitude rewrd, s ws the cse in the present study (Fig. 6)(t (13) 4.20, p 0.001; ll MFN nlyses re sed on men mplitude ms fter stimulus). Figure 6 presents the sclp topogrphy of the difference in ERP ctivity elicited y high-mgnitude versus low-mgnitude rewrd oserved cross the pek intervl of the MFN ( ms). This topogrphy suggests tht differences in MFN cooccurred with chnge in posterior corticl processing. Exmintion of ERPs elicited over visul cortex suggested tht the posterior effect my reflect n occipitl selection negtivity (Hrter nd Aine, 1984). This is consistent with the ide tht the ttentive response to rewrd feedck vried s function of the mgnitude of rewrd denoted. We creted reverse dipole model (Scherg, 1992) of the difference in ctivity oserved cross the pek of the MFN ( ms) to isolte nterior rewrd-relted processing from concurrent ctivity in visul cortex. The estfitting unconstrined model suggested four discrete sources (residul vrince, 3.69%) (Fig. 7). Two sources were locted in occipitl cortex. Another source ws locted in extrcorticl spce in the vicinity of the right eye nd likely reflects comintion of residul eye movement ctivity in the ERP nd rewrd processing in oritofrontl cortex (Rolls, 2000). A finl source ws locted on the order of the nterior cingulte nd medil frontl gyrus. By pplying this model to the complete ERP intervl, we clculted n ctivity wveform for this cingulte source (Fig. 7) tht ws mrkedly similr in terms of onset nd pek ltency to the rw difference in MFN (Fig. 6). To determine whether nterior cingulte cortex ws involved in creting the influence of rewrd on perceptul nd ttentionl processing, we exmined the reltionship etween the modeled cingulte ctivity nd the impct of high-mgnitude rewrd on ehvior. We pplied the dipole model to individul prticipnt dt, creting per-prticipnt versions of the cingulte source wveform, nd mesured ctivity of the cingulte source for ech prticipnt cross the pek intervl identified in the grnd-verge MFN wveform ( ms) (identified y roken ox in Figs. 6,7). We lso quntified the ehviorl impct of high-mgnitude rewrd for ech prticipnt y clculting the men ltency difference etween swp nd no-swp responses. These mesures correlted strongly (Fig. 7c) (Spermn s 0.618, p 0.021). A similr reltionship ws identified when the MFN difference oserved in the rw ERPs ws used rther thn the dipole model output (Fig. 7d) (Spermn s 0.662, p 0.020). These correltions were primrily driven y vriility in the cingulte response to high-mgnitude rewrd. They show tht s the difference etween cingulte ctivity elicited y low- nd highmgnitude rewrd decreses driven y the incresing mplitude of the signl elicited y high-mgnitude rewrd the impct of high-mgnitude rewrd on ehvior ecomes stronger. We interpret this s evidence of individul differences in sensitivity to the motivtionl impct of positive feedck. Prticipnts who re sensitive to positive feedck s reflected in lrger cingulte response

7 11102 J. Neurosci., August 18, (33): Hickey et l. Rewrd Chnges Visul Slience to high-mgnitude rewrd show correspondingly lrger effect of rewrd on vision. Discussion The results demonstrte tht rewrd hs direct, non-volitionl impct on humn perception nd ttention tht is independent of its impct on strtegy nd endogenous ttentionl control. Behviorl mesures show tht prticipnts re fst to respond to trget chrcterized y color recently ssocited with highmgnitude rewrd ut slow to respond to trget when distrctor chrcterized y this color competes for ttentionl resources. In contrst, prticipnts re slow to respond to trget ssocited with low-mgnitude rewrd ut fst to respond when it is the distrctor color tht hs een ssocited with suoptiml outcome. This ehviorl pttern is evident even when prticipnts were wre tht strtegy to select ojects chrcterized y rewrd-ssocited fetures would e counterproductive nd much etter strtegy ws mde ville to them. Electrophysiologicl mesures confirm tht this reflects chnges in perceptul nd ttentionl processing: the P1 ERP component is enhnced contrlterl to n oject chrcterized y rewrd-ssocited color, reflecting fcilitted perceptul ctivity, nd this stimulus elicits n N2pc, indexing the deployment of ttention to its loction. Criticlly, these effects re oserved regrdless of whether the stimulus is the serch trget: when the slient distrctor is chrcterized y the rewrd-ssocited color visul resources re llocted to this tsk-irrelevnt oject. Processing of rewrd feedck elicits n ERP component known s the MFN, nd we find tht the mgnitude of the MFN elicited y positive feedck predicts the ehviorl impct of rewrd on visul serch on per-prticipnt sis. The MFN is thought to reflect neurl processing involved in the evlution of the motivtionl impct of n event (Gehring nd Willoughy, 2002) nd hs een linked to other mediofrontl ERP components elicited y the commission of errors or feedck indicting erroneous performnce (Holroyd et l., 2002). In generl, these mediofrontl components re thought to reflect corticl processing in system tht involves midrin dopmine neurons (Holroyd nd Coles, 2002). Our experimenttion ws motivted y theoreticl interprettions of the role of dopmine in niml pproch ehvior tht suggest tht rewrd-relted mesolimic dopmine cts to fcilitte perceptul nd ttentionl processing of stimuli with rewrd-conditioned fetures (Schultz et l., 1997; Berridge nd Roinson, 1998; Ikemoto nd Pnksepp, 1999; Redgrve et l., 1999; Wise, 2004; Alcro et l., 2007). Motivted y the ide tht the MFN might constitute n indirect index of ctivity in this system, we elieve tht the correltion etween nterior cingulte ctivity nd the impct of rewrd on performnce reflects n underlying reltionship etween mesencephlic rewrd processing nd ctivity in visul cortex. According to this, rewrd-relted ctivity in the dopmine system initites series of events one stge of which involves the nterior cingulte tht eventully leds to chnges in sensory representtion. There is sustntil circumstntil evidence for this ide in the connectivity nd ehvior of dopminergic neurons. Dopminergic nuclei such s the sustnti nigr nd ventrl tegmentl re project diffusely to the sl gngli nd cortex; in primtes, the gretest density of corticl terminls re in medil frontl cortex, including the superior frontl gyrus nd nterior cingulte (Willims nd Goldmn-Rkic, 1993). Anterior cingulte nd surrounding cortex is known to e fundmentlly involved in the control of ttention nd processing of ttended stimuli (Mesulm, 1999; Hopfinger et l., 2000). Midrin dopmine neurons themselves show pttern of ctivity consistent with the cretion of ssocitions etween stimuli nd outcome: cells ecome ctive when unexpected rewrd is encountered ut do not respond to expected rewrd nd ecome less ctive thn norml when n expected rewrd fils to mterilize (Schultz et l., 1997; Schultz, 2002). Finlly, recent results hve demonstrted tht rewrd expecttion is represented in the ctivity of individul cells in primry visul cortex in the rt (Schuler nd Ber, 2006), suggesting the existence of neurl rchitecture necessry for the trnsltion of rewrd processing to sensory modultion in lowlevel visul cortex. Results from the current study demonstrte tht humn vision opertes ccording to principles tht re strikingly similr to those tht underlie pproch ehvior in non-primte nimls (for review, see Berridge nd Roinson, 1998; Ikemoto nd Pnksepp, 1999). Even ee tht hs found flower tht is rich with nectr will spend the dy serching for flowers of the sme color (Menzel nd Muller, 1996). This close correspondence cross species suggests tht the rin structures involved should e phylogeneticlly old nd thus present in the rins of very different nimls. The reltionship of the impct of rewrd on ttention to the nterior cingulte cortex is consistent with this; cingulte cortex is thought to hve developed either efore neocortex or shortly therefter (Allmn et l., 2001). The dopminergic structures in the midrin, which we suggest underlie the oserved ctivity in cingulte cortex, re even older, long predting neocortex (Mrín et l., 1998). We emphsize the phylogenetic ge of the rin res responsile for the impct of rewrd on ttention ecuse we elieve tht the pttern identified in the present study reflects the ction of very old cognitive mechnism. Erly in the development of the rin, visul is towrd stimuli chrcterized y rewrd-conditioned fetures likely constituted the sole source of ttentionl control. This is my continue to ply primry role in ttentionl control in nimls with rins less complex thn those of primtes. This hs cler dptive enefits; environmentl stimuli tht hve grnered primry rewrds such s food re very likely to do so gin in the future, nd thus ttending to them mkes sense. Humns hve cquired the ility to select stimuli in the sence of immedite externl reinforcement, ut the development of this ility does not necessrily preclude the continuing influence of the older system. The current study complements nd significntly extends growing literture exmining the impct of rewrd on the immedite deployment of ttention nd ttentionl lerning in humns. In previous study, lingering effects of ttentionl suppression of distrcting stimulus, known s negtive priming, were only found fter high rewrds, indicting tht persisting inhiition of visul representtions is olished y poor outcomes (Dell Lier nd Chelzzi, 2006). In susequent study designed to explore long-term effects of rewrds, humn prticipnts ecme more efficient t selecting trgets consistently ssocited with high-mgnitude rewrd ut reltively inefficient t ignoring the sme stimuli when shown s distrctors (Dell Lier nd Chelzzi, 2009). Interestingly, the ility to ignore given distrctor lso improved when this ws consistently followed y high (s opposed to low) rewrds, wheres the ility to select the sme items s trgets ecme reltively impired. Finlly, the consistent ssocition of stimuli with rewrd cn improve their detectility, rendering them reltively immune to the ttentionl link (Rymond nd O Brien, 2009). As noted in Introduction, studies investigting the effects of rewrd expectncy on ttentionl deployment re rdiclly different from the present work ecuse this mnipultion does not llow for the dissocition of strtegic nd utomtic effects re-

8 Hickey et l. Rewrd Chnges Visul Slience J. Neurosci., August 18, (33): lted to rewrd (Munsell, 2004). Nonetheless, previous work found n enhnced nd erlier N2pc the ERP component used s n index of selective ttention in the present study when elicited y trgets ssocited to the expecttion of high rewrds (Kiss et l., 2009). Animl electrophysiology is just eginning to explore modultions of visul processing tht result from controlled stimulus rewrd ssocitions (Schuler nd Ber, 2006; Peck et l., 2009; Frnkó et l., 2010), ut the exct link to the present findings is still uncler. Despite the recent surge of interest, nd s noted in Introduction, the impct of rewrd on ttention is not prominent fctor in models of visul serch nd ttention (with the notle exception of Nvlpkkm et l., 2009). It is cler tht, in future refinements of ttentionl theory, the role of rewrd will need to e given full considertion. In summry, the present results provide evidence tht rewrd hs direct impct on humn vision tht is independent of its role in strtegy nd endogenous ttentionl set. Our results suggest tht the nterior cingulte cortex corticl expression of the mesolimic dopmine system plys crucil role in this source of ttentionl control. References Alcro A, Huer R, Pnksepp J (2007) Behviorl functions of the mesolimic dopminergic system: n ffective neuroethologicl perspective. Brin Res Rev 56: Allmn JM, Hkeem A, Erwin JM, Nimchinsky E, Hof P (2001) The nterior cingulte cortex. Ann NY Acd Sci 935: Bell AJ, Sejnowski TJ (1995) An informtion-mximiztion pproch to lind seprtion nd lind deconvolution. Neurl Comput 7: Berridge KC, Roinson TE (1998) Wht is the role of dopmine in rewrd: hedonic impct, rewrd lerning, or incentive slience? Brin Res Rev 28: Bromerg-Mrtin ES, Hikosk O (2009) Midrin dopmine neurons signl preference for dvnce informtion out upcoming rewrds. Neuron 63: Cousineu D (2005) Confidence intervls in within-suject designs: simpler solution to Loftus nd Msson s method. Tut Qunt Meth Psychol 1: Dell Lier C, Chelzzi L (2006) Visul selective ttention nd the effects of monetry rewrds. Psychol Sci 17: Dell Lier C, Chelzzi L (2009) Lerning to ttend nd to ignore is mtter of gins nd losses. Psychol Sci 20: Delorme A, Mkeig S (2004) EEGLAB: An open source toolox for nlysis of single-tril EEG dynmics including independent component nlysis. J Neurosci Methods 134:9 21. Frnk MJ, Seeerger LC, O Reilly RC (2004) By crrot or y stick: Cognitive reinforcement lerning in prkinsonism. Science 306: Frnkó E, Seitz AR, Vogels R (2010) Dissocile neurl effects of long-term stimulus-rewrd piring in mcque visul cortex. J Cogn Neurosci 22: Gehring WJ, Willoughy AR (2002) The medil frontl cortex nd the rpid processing of monetry gins nd losses. Science 295: Hrter MR, Aine CJ (1984) Brin mechnisms of visul selective ttention. In: Vrieties of ttention (Prsurmn R, Dvies R, eds), pp London: Acdemic. Hickey C, McDonld JJ, Theeuwes J (2006) Electrophysiologicl evidence of the cpture of visul ttention. J Cogn Neurosci 18: Hickey C, Di Lollo V, McDonld JJ (2009) Electrophysiologicl indices of trget nd distrctor processing in visul serch. J Cogn Neurosci 21: Hillyrd SA, Vogel EK, Luck SJ (1998) Sensory gin control (mplifiction) s mechnism of selective ttention: electrophysiologicl nd neuroimging evidence. Philos Trns R Soc Lond B Biol Sci 353: Holroyd CB, Coles MG (2002) The neurl sis of humn error processing: Reinforcement lerning, dopmine, nd the error-relted negtivity. Psychol Rev 109: Holroyd CB, Coles MG, Nieuwenhuis S (2002) Medil prefrontl cortex nd error potentils. Science 296: Hopf JM, Boelmns K, Schoenfeld MA, Luck SJ, Heinze HJ (2004) Attention to fetures precedes ttention loctions in visul serch: evidence from electromgnetic rin responses in humns. J Neurosci 24: Hopfinger JB, Buonocore MH, Mngun GR (2000) The neurl mechnisms of top-down ttentionl control. Nt Neurosci 3: Iked T, Hikosk O (2003) Rewrd-dependent gin nd is of visul responses in primte superior colliculus. Neuron 39: Ikemoto S, Pnksepp J (1999) The role of nucleus ccumens dopmine in motivted ehvior: unifying interprettion with specil reference to rewrd-seeking. Brin Res Rev 31:6 41. Kiss M, Driver J, Eimer M (2009) Rewrd priority of visul trget singletons modultes ERP signtures of ttentionl selection. Psychol Sci 20: Luck SJ (2005) An introduction to the event-relted potentil technique. Cmridge, MA: Msschusetts Institutes of Technology. Luck SJ, Hillyrd SA (1994) Sptil filtering during visul serch: evidence from humn electrophysiology. J Exp Psychol Hum Percept Perform 20: Luck SJ, Hillyrd SA (1994) Electrophysiologicl correltes of feture nlysis during visul serch. Psychophysiology 31: Mrín O, Smeets WJ, González A (1998) Evolution of the sl gngli in tetrpods: new perspective sed on recent studies in mphiins. Trends Neurosci 21: Munsell JH (2004) Neuronl representtions of cognitive stte: rewrd or ttention? Trends Cogn Sci 8: Menzel R, Muller U (1996) Lerning nd memory in honeyees: From ehviour to neurl sustrtes. Annu Rev Neurosci 19: Mesulm MM (1999) Sptil ttention nd neglect: Prietl, frontl nd cingultecontriutionstothementlrepresenttionndttentionltrgetingofslient extrpersonl events. Philos Trns R Soc Lond B Biol Sci 354: Nvlpkkm V, Koch C, Peron P (2009) Homo economicus in visul serch. J Vis 9:31. Peck CJ, Jngrw DC, Suzuki M, Efem R, Gottlie J (2009) Rewrd modultes ttention independently of ction vlue in posterior prietl cortex. J Neurosci 29: Perrin F, Pernier J, Bertrnd O, Echllier JF (1989) Sphericl splines for sclp potentil nd current density mpping. Electroencephlogr Clin Neurophysiol 72: Posner MI, Cohen Y (1984) Components of visul orienting. In: Attention nd performnce X (Boum H, Bouwhuis DG, eds), pp Hillsdle, NJ: Erlum. Rymond JE, O Brien JL (2009) Selective visul ttention nd motivtion: the consequences of vlue lerning in n ttentionl link tsk. Psychol Sci 20: Redgrve P, Prescott TJ, Gurney K (1999) Is the short-ltency dopmine response too short to signl rewrd error? Trends Neurosci 22: Roinson TE, Berridge KC (1993) The neurl sis of drug crving: n incentive-sensitiztion theory of ddiction. Brin Res Rev 18: Rolls ET (2000) The oritofrontl cortex nd rewrd. Cere Cortex 10: Rugg MD, Coles MGH (1995) Electrophysiology of mind: event-relted rin potentils nd cognition. London: Oxford UP. Scherg M (1992) Functionl imging nd locliztion of electromgnetic rin ctivity. Brin Topogr 5: Schultz W (2002) Getting forml with dopmine nd rewrd. Neuron 36: Schultz W, Dyn P, Montgue PR (1997) A neurl sustrte of prediction nd rewrd. Science 275: Shuler MG, Ber MF (2006) Rewrd timing in the primry visul cortex. Science 311: Tlrich J, Tournoux P (1988) Co-plnr stereotxic tls of the humn rin. New York: Thieme Medicl Pulishers. Theeuwes J (1991) Cross-dimensionl perceptul selectivity. Percept Psychophys 50: Treismn AM, Gelde G (1980) A feture integrtion theory of ttention. Cogn Psychol 12: Willims SM, Goldmn-Rkic PS (1993) Chrcteriztion of the dopminergic innervtion of the primte frontl cortex using dopminespecific ntiody. Cere Cortex 3: Wise RA (2004) Dopmine, lerning nd motivtion. Nt Rev Neurosci 5: Wolfe JM, Cve KR, Frnzel SL (1989) Guided serch: n lterntive to the feture integrtion model for visul serch. J Exp Psychol Hum Percept Perform 15: Woodmn GF, Luck SJ (1999) Electrophysiologicl mesurement of rpid shifts of ttention during visul serch. Nture 400:

Effects of physical exercise on working memory and prefrontal cortex function in post-stroke patients

Effects of physical exercise on working memory and prefrontal cortex function in post-stroke patients Effects of physicl exercise on working memory nd prefrontl cortex function in post-stroke ptients M Moriy, C Aoki, K Sktni Grdute School of Helth Sciences Reserch, Mjor of Physicl Therpy, TeikyoHeisei

More information

Author's personal copy

Author's personal copy Priming 1055 Priming R Henson, MRC Cognition nd Brin Sciences Unit, Cmridge, UK ã 2009 Elsevier Ltd. All rights reserved. Introduction Priming refers to chnge in ehviorl response to stimulus, following

More information

Orbitofrontal cortex and basolateral amygdala encode expected outcomes during learning

Orbitofrontal cortex and basolateral amygdala encode expected outcomes during learning Oritofrontl cortex nd solterl mygdl encode expected outcomes during lerning Geoffrey Schoenum 1, Andre A. Chi 2 nd Michel Gllgher 1 1 Deprtment of Psychology, Johns Hopkins University, 3400 North Chrles

More information

The sensory nature of mnemonic representation in the primate prefrontal cortex

The sensory nature of mnemonic representation in the primate prefrontal cortex rticles The sensory nture of mnemonic representtion in the primte prefrontl cortex Christos Constntinidis, Mtthew N. Frnowicz nd Ptrici S. Goldmn-Rkic Section of Neuroiology, Yle School of Medicine, New

More information

Prefrontal modulation of visual processing in humans

Prefrontal modulation of visual processing in humans rticles Prefrontl modultion of visul processing in humns Frncisco Brceló 1,2, Shugo Suwzono 2,3 nd Roert T. Knight 2 1 Deprtment of Psychoiology, Fculty of Psychology, Complutense University, Somosgus

More information

Jillian H. Fecteau and Douglas P. Munoz

Jillian H. Fecteau and Douglas P. Munoz EXPLORING THE CONSEQUENCES OF THE PREVIOUS TRIAL Jillin H. Fecteu nd Dougls P. Munoz In tsks tht re designed to explore cognitive functioning, the response on ech tril is function of the comintion of experimentl

More information

Abstract reward and punishment representations in the human orbitofrontal cortex

Abstract reward and punishment representations in the human orbitofrontal cortex rticles Astrct rewrd nd punishment representtions in the humn oritofrontl cortex J. O Doherty 1,2, M. L. Kringelch 1,2, E. T. olls 1, J. Hornk 1 nd C. Andrews 2 1 Deprtment of Experimentl Psychology, University

More information

Review TEACHING FOR GENERALIZATION & MAINTENANCE

Review TEACHING FOR GENERALIZATION & MAINTENANCE Gols By the end of clss, you should be ble to: Explin wht generliztion is, why it is criticl for techers to know how to tech so tht it occurs, nd give n exmple of it from your own experience in the clssroom

More information

Neural correlates of decision variables in parietal cortex

Neural correlates of decision variables in parietal cortex Neurl correltes of decision vriles in prietl cortex Michel L. Pltt & Pul W. Glimcher Center for Neurl Science, New York University, New York, New York 13, USA... Decision theory proposes tht humns nd nimls

More information

Fast ensemble representations for abstract visual impressions

Fast ensemble representations for abstract visual impressions Received Oct 2 Accepted Sep 2 Pulished Nov 2 Fst ensemle representtions for strct visul impressions Allison Ymnshi Lei, Ann Kosovichev 2 & Dvid Whitney DOI:./ncomms OPEN Much of the richness of perception

More information

THE EFFECT OF DIFFERENT STIMULI ON MEAGRE (Argyrosomus regius) FEEDING BEHAVIOUR.

THE EFFECT OF DIFFERENT STIMULI ON MEAGRE (Argyrosomus regius) FEEDING BEHAVIOUR. THE EFFECT OF DIFFERENT STIMULI ON MEGRE (rgyrosomus regius) FEEDING EHVIOUR. Ionnis E. Ppdkis, Nikos Ppndroulkis, lkioni Sfendourki, Veronic Cmporesi 3, Mnolis Vsilkis, Constntinos C. Mylons Institute

More information

Using Paclobutrazol to Suppress Inflorescence Height of Potted Phalaenopsis Orchids

Using Paclobutrazol to Suppress Inflorescence Height of Potted Phalaenopsis Orchids Using Pcloutrzol to Suppress Inflorescence Height of Potted Phlenopsis Orchids A REPORT SUBMITTED TO FINE AMERICAS Linsey Newton nd Erik Runkle Deprtment of Horticulture Spring 28 Using Pcloutrzol to Suppress

More information

Temporal Target Integration Underlies Performance at Lag 1 in the Attentional Blink

Temporal Target Integration Underlies Performance at Lag 1 in the Attentional Blink Journl of Experimentl Psychology: Humn Perception nd Performnce 212, Vol. 38, No. 6, 1448 1464 212 Americn Psychologicl Assocition 96-1523/12/$12. DOI: 1.137/2761 Temporl Trget Integrtion Underlies Performnce

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION doi:.38/nture72 Neurl correltes, computtion nd ehviourl impct of decision confidence Kepecs A., Uchid N., Zriwl H. nd Minen Z.F. Confidence estimtes in integrtor models of decision-mking Computing decision

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION . Norml Physiologicl Conditions. SIRT1 Loss-of-Function S1. Model for the role of SIRT1 in the regultion of memory nd plsticity. () Our findings suggest tht SIRT1 normlly functions in coopertion with YY1,

More information

The auditory cortex mediates the perceptual effects of acoustic temporal expectation

The auditory cortex mediates the perceptual effects of acoustic temporal expectation A r t i c l e s co m p u tt i o n n d s y st e m s The uditory cortex medites the perceptul effects of coustic temporl expecttion Sntigo Jrmillo & Anthony M Zdor 211 Nture Americ, Inc. All rights reserved.

More information

A role for inhibition in shaping the temporal flow of information in prefrontal cortex 2002 Nature Publishing Group

A role for inhibition in shaping the temporal flow of information in prefrontal cortex 2002 Nature Publishing Group A role for inhiition in shping the temporl flow of informtion in prefrontl cortex Christos Constntinidis, Grhm V. Willims nd Ptrici S. Goldmn-Rkic Deprtment of Neuroiology, Yle University School of Medicine,

More information

Not for Citation or Publication Without Consent of the Author

Not for Citation or Publication Without Consent of the Author Not for Cittion or Puliction Without Consent of the Author AN AUTOMATED SEX PHEROMONE TRAP FOR MONITORING ADULT CM AND OFM AND THE INFLUENCE OF TRAP COLOR ON MOTH AND NON-TARGET CAPTURES Brin L. Lehmn

More information

Agilent G6825AA MassHunter Pathways to PCDL Software Quick Start Guide

Agilent G6825AA MassHunter Pathways to PCDL Software Quick Start Guide Agilent G6825AA MssHunter Pthwys to PCDL Softwre Quick Strt Guide Wht is Agilent Pthwys to PCDL? Fetures of Pthwys to PCDL Agilent MssHunter Pthwys to PCDL converter is stnd-lone softwre designed to fcilitte

More information

Meat and Food Safety. B.A. Crow, M.E. Dikeman, L.C. Hollis, R.A. Phebus, A.N. Ray, T.A. Houser, and J.P. Grobbel

Meat and Food Safety. B.A. Crow, M.E. Dikeman, L.C. Hollis, R.A. Phebus, A.N. Ray, T.A. Houser, and J.P. Grobbel Met nd Food Sfety Needle-Free Injection Enhncement of Beef Strip Loins with Phosphte nd Slt Hs Potentil to Improve Yield, Tenderness, nd Juiciness ut Hrm Texture nd Flvor B.A. Crow, M.E. Dikemn, L.C. Hollis,

More information

A reservoir of time constants for memory traces in cortical neurons

A reservoir of time constants for memory traces in cortical neurons A reservoir of time constnts for memory trces in corticl neurons Alerto Berncchi, Hyojung Seo, Deyeol Lee & Xio-Jing Wng 11 Nture Americ, Inc. All rights reserved. According to reinforcement lerning theory

More information

Visual Cortex in Humans

Visual Cortex in Humans Visul Cortex in Humns 251 Visul Cortex in Humns B A Wndell, S O Dumoulin, nd A A Brewer, Stnford University, Stnford, CA, USA ã 2009 Elsevier Ltd. All rights reserved. Humn visul cortex comprises 4 6 illion

More information

SOME MECHANISTIC CONCEPTS IN ELECTROPHILIC ADDITION REACTIONS TO C=C BONDS

SOME MECHANISTIC CONCEPTS IN ELECTROPHILIC ADDITION REACTIONS TO C=C BONDS SM MANISTI NPTS IN LTPILI AITIN ATINS T = BNS The = ond is considered to e wek se/nucleophile. The high concentrtion of electron density mkes the pi ond Lewis se, ut in order to donte electrons the pi

More information

Study of Stress Distribution in the Tibia During Stance Phase Running Using the Finite Element Method

Study of Stress Distribution in the Tibia During Stance Phase Running Using the Finite Element Method Ksetsrt J. (Nt. Sci.) 48 : 729-739 (2014) Study of Stress Distriution in the Tii During Stnce Phse Running Using the Finite Element Method Thepwchr Ruchirh 1, Tumrong Puttpitukporn 1, * nd Siriporn Ssimontonkul

More information

Check your understanding 3

Check your understanding 3 1 Wht is the difference etween pssive trnsport nd ctive trnsport? Pssive trnsport is the movement of prticles not requiring energy. Movement of prticles in ctive trnsport uses energy. 2 A gs tp in the

More information

The effects of neural gain on attention and learning

The effects of neural gain on attention and learning The effects of neurl gin on ttention nd lerning Ern Eldr 1, Jonthn D Cohen 1,2 & Yel Niv 1,2 213 Nture Americ, Inc. All rights reserved. Attention is commonly thought to be mnifest through locl vritions

More information

Information Test: corroboration of previous findings and highlights on vulnerabilities

Information Test: corroboration of previous findings and highlights on vulnerabilities The first independent study on the Complex Tril Protocol version of the P300-bsed Conceled Informtion Test: corrobortion of previous findings nd highlights on vulnerbilities Gáspár Lukács *, Bél Weiss

More information

Single-Molecule Studies of Unlabelled Full-Length p53 Protein Binding to DNA

Single-Molecule Studies of Unlabelled Full-Length p53 Protein Binding to DNA Single-Molecule Studies of Unlbelled Full-Length p53 Protein Binding to DNA Philipp Nuttll, 1 Kidn Lee, 2 Pietro Ciccrell, 3 Mrco Crminti, 3 Giorgio Ferrri, 3 Ki- Bum Kim, 2 Tim Albrecht 1* 1 Imperil College

More information

Medial prefrontal cortical activity reflects dynamic re-evaluation during voluntary persistence

Medial prefrontal cortical activity reflects dynamic re-evaluation during voluntary persistence Medil prefrontl corticl ctivity reflects dynmic re-evlution during voluntry persistence Joseph T McGuire & Joseph W Kle 215 Nture Americ, Inc. All rights reserved. Deciding how long to keep witing for

More information

What constitutes an efficient reference frame for vision?

What constitutes an efficient reference frame for vision? Wht constitutes n efficient reference frme for vision? Duje Tdin, Joseph S. Lppin, Rndolph Blke nd Emily D. Grossmn Vnderilt Vision Reserch Center, 30 Wilson Hll, Vnderilt University, 2 st Avenue South,

More information

Optimisation of diets for Atlantic cod (Gadus morhua) broodstock: effect of arachidonic acid on egg & larval quality

Optimisation of diets for Atlantic cod (Gadus morhua) broodstock: effect of arachidonic acid on egg & larval quality Optimistion of diets for Atlntic cod (Gdus morhu) roodstock: effect of rchidonic cid on egg & lrvl qulity Dr Gordon Bell, Ms. An Blnco, Dr Bill Roy, Dr Derek Roertson, Dr Jim Henderson nd Mr Richrd Prickett,

More information

LOOK AWAY: THE ANTI-SACCADE TASK AND THE VOLUNTARY CONTROL OF EYE MOVEMENT

LOOK AWAY: THE ANTI-SACCADE TASK AND THE VOLUNTARY CONTROL OF EYE MOVEMENT LOOK AWAY: THE ANTI-SACCADE TASK AND THE VOLUNTARY CONTROL OF EYE MOVEMENT Dougls P. Munoz* nd Stefn Everling The nti-sccde tsk hs emerged s n importnt tsk for investigting the flexile control tht we hve

More information

THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS

THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS John F. Ptience nd Doug Gillis SUMMARY

More information

EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE

EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE Swine Dy 22 Contents EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE B. J. Johnson, J. P. Kyser, J. D. Dunn, A. T. Wyln, S. S. Dritz 1, J.

More information

XII. HIV/AIDS. Knowledge about HIV Transmission and Misconceptions about HIV

XII. HIV/AIDS. Knowledge about HIV Transmission and Misconceptions about HIV XII. HIV/AIDS Knowledge bout HIV Trnsmission nd Misconceptions bout HIV One of the most importnt prerequisites for reducing the rte of HIV infection is ccurte knowledge of how HIV is trnsmitted nd strtegies

More information

Detecting the Fetal Electrocardiogram by Wavelet Theory-Based Methods

Detecting the Fetal Electrocardiogram by Wavelet Theory-Based Methods Vol. 7, No. 3, Septemer 2002 185 Detecting the Fetl Electrocrdiogrm y Wvelet Theory-Bsed Methods F. MOCHIMARU, Y. FUJIMOTO Deprtment of Ostetrics nd Gynecology, Hirtsuk City Hospitl, Hirtsuk City, Jpn

More information

Invasive Pneumococcal Disease Quarterly Report. July September 2017

Invasive Pneumococcal Disease Quarterly Report. July September 2017 Invsive Pneumococcl Disese Qurterly Report July September 2017 Prepred s prt of Ministry of Helth contrct for scientific services by Rebekh Roos Helen Heffernn October 2017 Acknowledgements This report

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION TM TM tip link horizontl top connectors 1 leucine-rich (21 %) otoncorin-like 1809 ntigenic peptides B D signl peptide hydrophoic segment proline/threonine-rich (79 %) Supplementry Figure 1. () The outer

More information

ENERGY CONTENT OF BARLEY

ENERGY CONTENT OF BARLEY ENERGY CONTENT OF BARLEY VARIATION IN THE DIETARY ENERGY CONTENT OF BARLEY Shwn Firbirn, John Ptience, Hnk Clssen nd Ruurd Zijlstr SUMMARY Formultion of commercil pig diets requires n incresing degree

More information

The effects of color on brightness

The effects of color on brightness rticles The effects of color on rightness R. Beu Lotto nd Dle Purves Deprtment of Neuroiology, Box 3209, Duke University Medicl Center, Durhm, North Crolin 27710, USA Correspondence should e ddressed to

More information

The Dynamics of Varicella-Zoster Virus Epithelial Keratitis in Herpes Zoster Ophthalmicus

The Dynamics of Varicella-Zoster Virus Epithelial Keratitis in Herpes Zoster Ophthalmicus Chpter 2 The Dynmics of Vricell-Zoster Virus Epithelil Kertitis in Herpes Zoster Ophthlmicus The morphology of n individul VZV lesion reflects sequence of events triggered y the virus impct on cornel epithelil

More information

Dynamic shifts in the owl s auditory space map predict moving sound location

Dynamic shifts in the owl s auditory space map predict moving sound location 6 Nture Pulishing Group http://www.nture.com/ntureneuroscience Dynmic shifts in the owl s uditory spce mp predict moving sound loction Iln B Witten 1,, Joseph F Bergn 1, & Eric I Knudsen 1 The optic tectum

More information

Effect of supplemental fat from dried distillers grains with solubles or corn oil on cow performance, IGF-1, GH, and NEFA concentrations 1

Effect of supplemental fat from dried distillers grains with solubles or corn oil on cow performance, IGF-1, GH, and NEFA concentrations 1 Effect of supplementl ft from dried distillers grins with solules or corn oil on cow performnce, IGF-1, GH, nd NEFA concentrtions 1 Aigil Brtosh 2, Cody Wright 3, Aimee Wertz-Lutz 4, nd George Perry 5

More information

Chapter 02 Crime-Scene Investigation and Evidence Collection

Chapter 02 Crime-Scene Investigation and Evidence Collection Nme: Clss: Dte: Chpter 02 Crime-Scene Investigtion nd Evidence Collection 1. The terms grid, liner, qudrnt, zone, nd spirl re typiclly used to descrie dtum points... Flse Flse 2. An evidence log nd chin

More information

The Self in Adolescence

The Self in Adolescence INVITED SYMPOSIUM EARA 2018 The Self in Adolescence Chir: Snder Thomes, Utrecht University, the Netherlnds Discussnt: Jp Denissen, Tilburg University, the Netherlnds Thursdy September 13 th, 13.30-15.00,

More information

Macmillan Publishers Limited. All rights reserved

Macmillan Publishers Limited. All rights reserved Vol 49 11 June 29 doi:1.138/nture828 LETTERS Two types of dopmine neuron distinctly convey positive nd negtive motivtionl signls Msyuki Mtsumoto 1 & Okihide Hikosk 1 Midbrin dopmine neurons re ctivted

More information

PNEUMOVAX 23 is recommended by the CDC for all your appropriate adult patients at increased risk for pneumococcal disease 1,2 :

PNEUMOVAX 23 is recommended by the CDC for all your appropriate adult patients at increased risk for pneumococcal disease 1,2 : PNEUMOVAX 23 is recommended y the CDC for ll your pproprite dult ptients t incresed risk for pneumococcl disese 1,2 : Adults ged

More information

An Energy Efficient Seizure Prediction Algorithm

An Energy Efficient Seizure Prediction Algorithm An Energy Efficient Seizure Prediction Algorithm Zhongnn Fng Electricl Engineering Stnford University zhongnn@stnford.edu Yun Yun Sttistics Stnford University yun@stnford.edu Andrew Weitz Bioengineering

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION Prentl doi:.8/nture57 Figure S HPMECs LM Cells Cell lines VEGF (ng/ml) Prentl 7. +/-. LM 7. +/-.99 LM 7. +/-.99 Fold COX induction 5 VEGF: - + + + Bevcizum: - - 5 (µg/ml) Reltive MMP LM mock COX MMP LM+

More information

Rapid feature selective neuronal synchronization through correlated latency shifting

Rapid feature selective neuronal synchronization through correlated latency shifting rticles Rpid feture selective neuronl synchroniztion through correlted ltency shifting Pscl Fries 1, 2, 3, Sergio Neuenschwnder 1, Andres K. Engel 1,4, Riner Goeel 1,5 nd Wolf Singer 1 1 Mx-Plnck Institute

More information

Chapter 5: The peripheral nervous system Learning activity suggested answers

Chapter 5: The peripheral nervous system Learning activity suggested answers Chpter 5: The peripherl nervous system Lerning ctivity suggested nswers Lerning Activity 5.1 (p. 222) 1 Briefly descrie the two min functions of the somtic nervous system. Description should refer to:

More information

Teacher motivational strategies and student self-determination in physical education

Teacher motivational strategies and student self-determination in physical education Loughborough University Institutionl Repository Techer motivtionl strtegies nd student self-determintion in physicl eduction This item ws submitted to Loughborough University's Institutionl Repository

More information

INFLUENCE OF DIFFERENT STRAINS AND WAYS OF INOCULATION ON THE RABBIT S RESPONSE TO EXPERIMENTAL INFECTION WITH PASTEURELLA MULTOCIDA

INFLUENCE OF DIFFERENT STRAINS AND WAYS OF INOCULATION ON THE RABBIT S RESPONSE TO EXPERIMENTAL INFECTION WITH PASTEURELLA MULTOCIDA Pthology nd Hygiene INFLUENCE OF DIFFERENT STRAINS AND WAYS OF INOCULATION ON THE RABBIT S RESPONSE TO EXPERIMENTAL INFECTION WITH PASTEURELLA MULTOCIDA Kulcsár G. 1, Fáián K. 1 *, Brn T. 1, Virág Gy.

More information

Neural correlates of a decision in the dorsolateral prefrontal cortex of the macaque

Neural correlates of a decision in the dorsolateral prefrontal cortex of the macaque rticles Neurl correltes of decision in the dorsolterl prefrontl cortex of the mcque Jong-Nm Kim nd Michel N. Shdlen Deprtment of Physiology nd Biophysics nd Regionl Primte Reserch Center, University of

More information

Effect of linear and random non-linear programming on environmental pollution caused by broiler production

Effect of linear and random non-linear programming on environmental pollution caused by broiler production Journl of Novel Applied Sciences Aville online t www.jnsci.org 24 JNAS Journl-24-3-/43-434 ISSN 2322-549 24 JNAS Effect of liner nd rndom non-liner progrmming on environmentl pollution cused y roiler production

More information

LETTERS. Neural correlates, computation and behavioural impact of decision confidence

LETTERS. Neural correlates, computation and behavioural impact of decision confidence doi:.38/nture72 LETTERS Neurl correltes, computtion nd ehviourl impct of decision confidence Adm Kepecs, Noshige Uchid,2, Htim Zriwl,3 & Zchry F. Minen,4 Humns nd other nimls must often mke decisions on

More information

Saccadic eye movements cause compression of time as well as space

Saccadic eye movements cause compression of time as well as space 25 Nture Pulishing Group http://www.nture.com/ntureneuroscience Sccdic eye movements cuse compression of time s well s spce M Concett Morrone 1, John Ross 2 & Dvid Burr 3,4 There is now considerle evidence

More information

Canceling actions involves a race between basal ganglia pathways

Canceling actions involves a race between basal ganglia pathways Cnceling ctions involves rce etween sl gngli pthwys Roert Schmidt 1, Dniel K Leventhl, Nicols Mllet 1,3, Fujun Chen 1 & Joshu D Berke 1 npg 13 Nture Americ, Inc. All rights reserved. Slient cues cn prompt

More information

SYNOPSIS Final Abbreviated Clinical Study Report for Study CA ABBREVIATED REPORT

SYNOPSIS Final Abbreviated Clinical Study Report for Study CA ABBREVIATED REPORT Finl Arevited Clinicl Study Report Nme of Sponsor/Compny: Bristol-Myers Squi Ipilimum Individul Study Tle Referring to the Dossier (For Ntionl Authority Use Only) Nme of Finished Product: Yervoy Nme of

More information

Input from external experts and manufacturer on the 2 nd draft project plan Stool DNA testing for early detection of colorectal cancer

Input from external experts and manufacturer on the 2 nd draft project plan Stool DNA testing for early detection of colorectal cancer Input externl experts nd mnufcturer on the 2 nd drft project pln Stool DNA testing for erly detection of colorectl cncer (Project ID:OTJA10) All s nd uthor s replies on the 2nd drft project pln Stool DNA

More information

Clinical Study Report Synopsis Drug Substance Naloxegol Study Code D3820C00018 Edition Number 1 Date 01 February 2013 EudraCT Number

Clinical Study Report Synopsis Drug Substance Naloxegol Study Code D3820C00018 Edition Number 1 Date 01 February 2013 EudraCT Number EudrCT Number 2012-001531-31 A Phse I, Rndomised, Open-lbel, 3-wy Cross-over Study in Helthy Volunteers to Demonstrte the Bioequivlence of the Nloxegol 25 mg Commercil nd Phse III Formultions nd to Assess

More information

Dissociable effects of the implicit and explicit memory systems on learning control of reaching

Dissociable effects of the implicit and explicit memory systems on learning control of reaching Exp Brin Res (26) 173: 425 437 DOI 1.17/s221-6-391- RESEARCH ARTICLE Eun Jung Hwng Æ Murice A. Smith Rez Shdmehr Dissocible effects of the implicit nd explicit memory systems on lerning control of reching

More information

Supplementary Figure 1

Supplementary Figure 1 Supplementry Figure 1 c d Wistr SHR Wistr AF-353 SHR AF-353 n = 6 n = 6 n = 28 n = 3 n = 12 n = 12 Supplementry Figure 1 Neurophysiologicl properties of petrosl chemoreceptive neurones in Wistr nd SH rts.

More information

This rticle ws originlly pulished in the Encyclopedi of Neuroscience pulished y Elsevier, nd the ttched copy is provided y Elsevier for the uthor's enefit nd for the enefit of the uthor's institution,

More information

Geographical influence on digit ratio (2D:4D): a case study of Andoni and Ikwerre ethnic groups in Niger delta, Nigeria.

Geographical influence on digit ratio (2D:4D): a case study of Andoni and Ikwerre ethnic groups in Niger delta, Nigeria. Journl of Applied Biosciences 27: 1736-1741 ISSN 1997 5902 Geogrphicl influence on digit rtio (2D:4D): cse study of Andoni nd Ikwerre ethnic groups in Niger delt, Nigeri. Gwunirem, Isrel U 1 nd Ihemelndu,

More information

Limits of focused attention in three-dimensional space

Limits of focused attention in three-dimensional space Perception & Psychophysics 1993, 53 (6), 658-667 Limits of focused ttention in three-dimensionl spce GORG J. ANDRSN University of liforni, Riverside, liforni nd ARTHUR F. KRAMR University of Illinois,

More information

Invasive Pneumococcal Disease Quarterly Report July September 2018

Invasive Pneumococcal Disease Quarterly Report July September 2018 Invsive Pneumococcl Disese Qurterly Report July Septemer Introduction Since 17 Octoer 2008, invsive pneumococcl disese (IPD) hs een notifile to the locl Medicl Officer of Helth under the Helth Act 1956.

More information

Theta power in the EEG of humans during ongoing processing in a haptic object recognition task

Theta power in the EEG of humans during ongoing processing in a haptic object recognition task Cognitive Brin Reserch 11 (001) 33 37 www.elsevier.com/ locte/ bres Reserch report Thet power in the EEG of humns during ongoing processing in hptic object recognition tsk *, b c d e Mrtin Grunwld, Thoms

More information

Positional and temporal clustering in serial order memory

Positional and temporal clustering in serial order memory Mem Cogn (22) 4:77 9 DOI.3758/s342--42-8 Positionl nd temporl clustering in seril order memory Alec Solwy & Bennet B. Murdock & Michel J. Khn Pulished online: 5 Novemer 2 # Psychonomic Society, Inc. 2

More information

Two different lateral amygdala cell populations contribute to the initiation and storage of memory

Two different lateral amygdala cell populations contribute to the initiation and storage of memory rticles Two different lterl mygdl cell popultions contriute to the initition nd storge of memory J. Christopher Rep, Jeff Muller, John Apergis, Theres M. Desrochers, Yu Zhou nd Joseph E. LeDoux W.M. Keck

More information

Reactivation of emergent task-related ensembles during slow-wave sleep after neuroprosthetic learning

Reactivation of emergent task-related ensembles during slow-wave sleep after neuroprosthetic learning r t i c l e s Rectivtion of emergent tsk-relted ensemles during slow-wve sleep fter neuroprosthetic lerning Tnuj Gulti,2, Dhkshin S Rmnthn,3,4, Chelse C Wong,2 & Krunesh Gnguly,2 npg 24 Nture Americ, Inc.

More information

The Effect of Substituting Sugar with Artificial. Sweeteners on the Texture and Palatability of Pancakes

The Effect of Substituting Sugar with Artificial. Sweeteners on the Texture and Palatability of Pancakes The Effect of Sustituting Sugr with Artificil NUTR 453 Sweeteners on the Texture nd Pltility of Pnckes Jmie Wldron, Rquel Reyes, nd Reecc Legi 1 I. Astrct The effects of replcing sugr with Stevi nd Splend

More information

Fundamentals of Spine MRI and Essential Protocols

Fundamentals of Spine MRI and Essential Protocols Fundmentls of Spine MRI nd Essentil Protocols A. C. Dougls-Akinwnde, MD Octoer 13, 2009 Fundmentls of Spine MRI Lerning Ojectives: 1. List the essentil sequences for Spine MRI exmintion 2. Discuss the

More information

Copy Number ID2 MYCN ID2 MYCN. Copy Number MYCN DDX1 ID2 KIDINS220 MBOAT2 ID2

Copy Number ID2 MYCN ID2 MYCN. Copy Number MYCN DDX1 ID2 KIDINS220 MBOAT2 ID2 Copy Numer Copy Numer Copy Numer Copy Numer DIPG38 DIPG49 ID2 MYCN ID2 MYCN c DIPG01 d DIPG29 ID2 MYCN ID2 MYCN e STNG2 f MYCN DIPG01 Chr. 2 DIPG29 Chr. 1 MYCN DDX1 Chr. 2 ID2 KIDINS220 MBOAT2 ID2 Supplementry

More information

Optimizing Metam Sodium Fumigation in Fine-Textured Soils

Optimizing Metam Sodium Fumigation in Fine-Textured Soils Optimizing Metm Sodium Fumigtion in Fine-Textured Soils Neil C Gudmestd University Distinguished Professor & Endowed Chir of Potto Pthology Deprtment of Plnt Pthology North Dkot Stte University Erly Dying

More information

Feeding state and age dependent changes in melaninconcentrating hormone expression in the hypothalamus of broiler chickens

Feeding state and age dependent changes in melaninconcentrating hormone expression in the hypothalamus of broiler chickens Supplementry Mterils Epub: No 2017_23 Vol. 65, 2018 https://doi.org/10.183/bp.2017_23 Regulr pper Feeding stte nd ge dependent chnges in melninconcentrting hormone expression in the hypothlmus of broiler

More information

EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE

EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE Swine Dy 21 EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE J. M. DeRouchey, M. D. Tokch, J. L. Nelssen, R. D. Goodbnd, S. S. Dritz 1, J. C. Woodworth, M. J. Webster, B. W.

More information

Health-Related Quality of Life and Symptoms of Depression in Extremely Obese Persons Seeking Bariatric Surgery

Health-Related Quality of Life and Symptoms of Depression in Extremely Obese Persons Seeking Bariatric Surgery Oesity Surgery, 15, 3-39 Helth-Relted Qulity of Life nd Symptoms of Depression in Extremely Oese Persons Seeking Britric Surgery Anthony N. Frictore, PhD; Thoms A. Wdden, PhD; Dvid B. Srwer, PhD; Myles

More information

WSU Tree Fruit Research and Extension Center, Wenatchee (509) ext. 265;

WSU Tree Fruit Research and Extension Center, Wenatchee (509) ext. 265; FINAL REPORT WTFRC Project # AH-1-5 WSU Project # 13C-355-3 Project title: PI: Orgniztion: Coopertors: of Sunburn in Apples with RAYNOX Lrry Schrder, Horticulturist WSU Tree Fruit Reserch nd Extension

More information

Trajectory of Contact Region On the Fingerpad Gives the Illusion of Haptic Shape

Trajectory of Contact Region On the Fingerpad Gives the Illusion of Haptic Shape Trjectory of Contct Region On the Fingerpd Gives the Illusion of Hptic Shpe Hnif Dostmohmed nd Vincent Hywrd Astrct When one explores solid oject with fingertip, contct region is usully defined. When the

More information

The Measurement of Interviewer Variance

The Measurement of Interviewer Variance 66 TWO STUDIES OF INTERVIEWER VARIANCE OF SOCIO- PSYCHOLOGICAL VARIABLES By: Leslie Kish nd Crol W. Slter Survey Reserch Center, University of Michign Introduction We report results obtined in two surveys

More information

Intact. Left Right. Lesioned

Intact. Left Right. Lesioned Vol 466 15 July 1 doi:1.138/nture919 Blindsight depends on the lterl geniculte nucleus Michel C. Schmid 1, Sylwi W. Mrowk 1, Jnit Turchi 1, Richrd C. Sunders 1, Melnie Wilke 1, Andrew J. Peters 1, Frnk

More information

EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1

EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1 Swine Dy 2001 Contents EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1 C. W. Hstd, S. S. Dritz 2, J. L. Nelssen, M. D. Tokch, nd R. D. Goodbnd Summry Two trils were

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION doi:0.08/nture0987 SUPPLEMENTARY FIGURE Structure of rbbit Xist gene. Exons re shown in boxes with romn numbers, introns in thin lines. Arrows indicte the locliztion of primers used for mplifiction. WWW.NATURE.COM/NATURE

More information

LALR Analysis. LALR Analysis. LALR Analysis. LALR Analysis

LALR Analysis. LALR Analysis. LALR Analysis. LALR Analysis LLR nlysis Motivtion s eplined efore, in LR() prsers there re mny more sttes thn in the previous procedures, LR() nd LR(). This is ecuse there re sttes which contin the sme configurtions, ut with different

More information

2. Hubs and authorities, a more detailed evaluation of the importance of Web pages using a variant of

2. Hubs and authorities, a more detailed evaluation of the importance of Web pages using a variant of 5 Web Serch Outline: 1. Pge rnk, for discovering the most ëimportnt" pges on the Web, s used in Google. 2. Hubs nd uthorities, more detiled evlution of the importnce of Web pges using vrint of the eigenvector

More information

Differential neural coding of acoustic flutter within primate auditory cortex

Differential neural coding of acoustic flutter within primate auditory cortex Differentil neurl coding of coustic flutter within primte uditory cortex Dniel Bendor & Xioqin Wng A sequence of coustic events is perceived either s one continuous sound or s strem of temporlly discrete

More information

Quantifying perceived impact of scientific publications

Quantifying perceived impact of scientific publications Quntifying perceived impct of scientific publictions Filippo Rdicchi, Alexnder Weissmn, nd John Bollen Center for Complex Networks nd Systems Reserch, School of Informtics nd Computing, Indin University,

More information

Retinotopy and color sensitivity in human visual cortical area V8

Retinotopy and color sensitivity in human visual cortical area V8 Results COLOR- VERSUS LUMINANCE-VARYING STIMULI First, we compred the ctivity produced y color vritions to tht produced y vritions in luminnce, in the sme surticles Retinotopy nd color sensitivity in humn

More information

Bioactive milk components to secure growth and gut development in preterm pigs ESTER ARÉVALO SUREDA PIGUTNET FA1401 STSM

Bioactive milk components to secure growth and gut development in preterm pigs ESTER ARÉVALO SUREDA PIGUTNET FA1401 STSM Bioctive milk components to secure growth nd gut development in preterm pigs ESTER ARÉVALO SUREDA PIGUTNET FA1401 STSM STSM Pigutnet FA1401 STSM 03/Septemer 30/Novemer/2017 (3 months) Host: Home: Thoms

More information

Extraction and Some Functional Properties of Protein Extract from Rice Bran

Extraction and Some Functional Properties of Protein Extract from Rice Bran Ksetsrt J. (Nt. Sci.) 40 : 209-214 (2006) Extrction nd Some Functionl Properties of Protein Extrct from Rice Brn Chockchi Theerkulkit*, Siree Chiseri nd Siriwt Mongkolknchnsiri ABSTRACT Rice brn protein

More information

Simultaneous encoding of tactile information by three primate cortical areas

Simultaneous encoding of tactile information by three primate cortical areas rticles Simultneous encoding of tctile informtion by three primte corticl res Miguel A. L. Nicolelis 1, Asif A. Ghznfr 1, Christopher R. Stmbugh 1, Lur M. O. Oliveir 1, Mrk Lubch 1, John K. Chpin, Rndll

More information

Analytic hierarchy process-based recreational sports events development strategy research

Analytic hierarchy process-based recreational sports events development strategy research ISSN : 0974-7435 Volume 0 Issue 6 An Indin Journl Anlytic hierrchy process-bsed recretionl sports events development strtegy reserch Weihu Yo School of hysicl Eduction, Luoyng Norml University, Luoyng

More information

PROVEN ANTICOCCIDIAL IN NEW FORMULATION

PROVEN ANTICOCCIDIAL IN NEW FORMULATION PROVEN ANTICOCCIDIAL IN NEW FORMULATION Coxidin 100 microgrnulte A coccidiosttic dditive for roilers, chickens rered for lying nd turkeys Contins 100 g of monensin sodium per kg Aville s homogenous grnules

More information

Arthroscopic Anatomy of Shoulder

Arthroscopic Anatomy of Shoulder Arthroscopic Antomy of Shoulder Murt Bozkurt, Mehmet Emin Simsek, nd Hlil İrhim Açr 2 2.1 Introduction In the lst 30 yers, shoulder rthroscopy hs ecome of greter importnce in the dignosis nd tretment of

More information

DR. MARC PAGÈS Project Manager R&D Biologicals - Coccidia Projects, HIPRA

DR. MARC PAGÈS Project Manager R&D Biologicals - Coccidia Projects, HIPRA DR. MARC PAGÈS Project Mnger R&D Biologicls - Coccidi Projects, HIPRA Dr. Mrc Pgès Bosch otined Microiology nd Genetics degree t the University of Brcelon in 1998. He otined his PhD working on the synptoneml

More information

Sensory-motor mechanisms in human parietal cortex underlie arbitrary visual decisions

Sensory-motor mechanisms in human parietal cortex underlie arbitrary visual decisions Sensory-motor mechnisms in humn prietl cortex unerlie ritrry visul ecisions 28 Nture Pulishing Group http://www.nture.com/ntureneuroscience Annlis Tosoni 1,2, Gspre Glti 2 4, Gin Luc Romni 1,2 & Murizio

More information

USE OF SORGHUM-BASED DISTILLERS GRAINS IN DIETS FOR NURSERY AND FINISHING PIGS

USE OF SORGHUM-BASED DISTILLERS GRAINS IN DIETS FOR NURSERY AND FINISHING PIGS Swine Dy 1996 USE OF SORGHUM-BASED DISTILLERS GRAINS IN DIETS FOR NURSERY AND FINISHING PIGS B. W. Senne, J. D. Hncock, I. Mvromichlis, S. L. Johnston, P. S. Sorrell, I. H. Kim, nd R. H. Hines Summry Two

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION doi:.3/nture93 d 5 Rttlesnke DRG (reds) Rttlesnke TG (reds) c 3 TRPV1 other TRPs 1 1 3 Non-pit snke TG (reds) SFig. 1 5 5 3 other TRPs TRPV1 1 1 3 Non-pit snke DRG (reds) 5 Antomy of the pit orgn nd comprison

More information

Functional dissection of circuitry in a neural integrator

Functional dissection of circuitry in a neural integrator ATICES 27 Nture Publishing Group http://www.nture.com/ntureneuroscience Functionl dissection of circuitry in neurl integrtor Emre Aksy 1,2, Itsso Olsgsti 3, Brett D Mensh 4, obert Bker 5, Mrk S Goldmn

More information