About our research

Our group aims to apply computational neuroscience to clinical neurology.

We try to break cognition down into its elementary computational steps, asking what quantities the healthy brain must be using.

Then we try to understand how these steps map on to brain areas and chemicals, e.g. using brain imaging (fMRI, EEG and MEG)

Finally, we ask whether medications can modify cognition. We are particularly interested in the motivational effects of dopamine and acetylcholine.

Next we study how neurological diseases, such as stroke or dementia, can disrupt cognition. This needs detailed, quantitative characterisation of the clinical problem by studying how patients perform carefully designed tasks.

Publications on Google Scholar (sorted by impact)

Pubmed (sorted by year)

Attaallah B; Maio MR; Tabi YA; Nobis L; Zambellas R; Toniolo S; Irani SR; Manohar SG; Husain M, 2026. Working Memory Deficits in Hippocampal Amnesia are Associated with Apathy. &nbspJ Neurosci 46.

Zhao S; Ye R; Tang QY; Attaallah B; Toniolo S; Saleh Y; Rouse MA; Garrard P; Broulidakis MJ; Thompson S; Manohar SG; Irani SR; Ang YS; Lockwood P; Apps MAJ; Hu P; Wang K; Rowe JB; Le Heron C; Husain M, 2026. The social dimension of apathy: evidence for a distinct domain from 11,243 individuals across health and neurocognitive disorders. &nbspTransl Psychiatry 16.

Maramotti R; Parr T; Tondelli M; Ballotta D; Manohar SG; Zamboni G; Pagnoni G, 2026. Understanding mechanisms of voluntary engagement of mental effort using active inference. &nbspCogn Affect Behav Neurosci 26(2):688-702

Zhao S; Parr T; Udale R; Klar V; Davis Jones G; Scholcz A; Toniolo S; Manohar SG; Husain M, 2026. Transsaccadic working memory in healthy ageing and neurodegenerative disease. &nbspElife 14.

Klein AR; Hong S; Kim A; Chib VS; Manohar SG; Husain M; Gold JM; Culbreth AJ, 2026. Examining effects of effort and reward magnitude on effort-cost decision-making in people with major depressive disorder. &nbspCogn Affect Behav Neurosci 26(3):1283-1295

Zhao S; Toniolo S; Tang QY; Scholcz A; Ganse-Dumrath A; Gendarini C; John Broulidakis M; Thompson S; Manohar SG; Husain M, 2026. Remote digital cognitive assessment for aging and dementia using the Oxford Cognitive Testing Portal OCTAL. &nbspNPJ Digit Med 9(1):162

Al-Diwani A; Theorell J; Zghoul T; Voruganti A; Townsend L; De Giorgi R; Griffin B; Bajorek T; Okai D; Lennox B; Leite MI; Kim CY; Coughlin A; Martin K; Glassberg B; Lachner C; Westerbeek N; Bergink V; Thakur KT; Yeshokumar AK; Prüss H; Day GS; Finke C; Handel AE; Manohar SG; Joyce DW; Irani SR, 2026. The distinctive psychopathology of NMDAR-antibody encephalitis compared with primary psychoses: an international, multicentre, retrospective phenotypic analysis. &nbspLancet Psychiatry 13(1):47-61

Hirschbichler ST; Lagrata S; Shedd N; Akram H; Schwingenschuh P; Waiß C; Oberndorfer S; Matharu MS; Manohar SG, 2026. Stimulation of the human ventral tegmental area increases strategic betting. &nbspBrain 149(2):632-643

Valton V; Mkrtchian A; Moses-Payne M; Gray A; Kieslich K; VanUrk S; Samborska V; Halahakoon DC; Manohar SG; Dayan P; Husain M; Roiser JP, 2025. A computational approach to understanding effort-based decision-making in depression. &nbspPsychol Med 55:e302

Tai XY; Toniolo S; Llewellyn DJ; van Duijn CM; Husain M; Manohar SG, 2025. Detection of cognitive deficits years prior to clinical diagnosis across neurological conditions. &nbspBrain Commun 7(5):fcaf307

Zhao S; Scholcz A; Rouse MA; Klar VS; Ganse-Dumrath A; Toniolo S; Broulidakis MJ; Lambon Ralph MA; Rowe JB; Garrard P; Thompson S; Irani SR; Manohar SG; Husain M, 2025. Self- versus caregiver-reported apathy across neurological disorders. &nbspBrain Commun 7(3):fcaf235

Dawidziuk A; Butters E; Lindegger DJ; Foubister C; Chrost H; Wlodarski M; Grogan J; Rowicka PA; Bremner F; Manohar SG, 2025. Can the Pupillary Light Reflex and Pupillary Unrest Be Used as Biomarkers of Parkinson’s Disease? A Systematic Review and Meta-Analysis. &nbspDiagnostics (Basel) 15.

Toniolo S; Udale R; Klar VS; Maio MR; Attaallah B; Tofaris GK; Hu MT; Manohar SG; Husain M, 2025. Working memory filtering at encoding and maintenance in healthy ageing, Alzheimer’s and Parkinson’s disease. &nbspSci Rep 15(1):15922

Su Z; Garvert MM; Zhang L; Vogel TA; Cutler J; Husain M; Manohar SG; Lockwood PL, 2025. Dorsomedial and ventromedial prefrontal cortex lesions differentially impact social influence and temporal discounting. &nbspPLoS Biol 23(4):e3003079

Parr T; Manohar SG, 2025. Constrained confabulation: Comment on “The paradox of the self-studying brain” by Battaglia, Servajean, and Friston. &nbspPhys Life Rev 53:297-299

Hu MT; Coma AQ; Rowe JB; Zerenner T; Church A; Fumi R; Costantini A; Jabbari E; Jensen MT; Gerhard A; Pavese N; Kobylecki C; Leigh PN; Koychev I; Morris HR; Manohar SG, 2025. Cognitive and neuropsychiatric profiles distinguish atypical parkinsonian syndromes. &nbspBrain 148(9):3239-3251

Gueguen M; Cutler J; Drew D; Apps MAJ; Jeyaretna DS; Husain M; Manohar SG; Lockwood PL, 2025. Ventromedial prefrontal cortex lesions disrupt learning to reward others. &nbspBrain 148(10):3537-3550

Shibata K; Chen C; Tai XY; Manohar SG; Husain M, 2025. Impact of APOE, Klotho, and sex on cognitive decline with aging. &nbspProc Natl Acad Sci U S A 122(6):e2416042122

Holton E; van Opheusden B; Grohn J; Ward H; Grogan J; Lockwood PL; Ma I; Ma WJ; Manohar SG, 2025. Disentangling the Component Processes in Complex Planning Impairments Following Ventromedial Prefrontal Lesions. &nbspJ Neurosci 45.

Toniolo S; Attaallah B; Maio MR; Tabi YA; Slavkova E; Klar VS; Saleh Y; Idris MI; Turner V; Preul C; Srowig A; Butler C; Thompson S; Manohar SG; Finke K; Husain M, 2025. Performance and validation of a digital memory test across the Alzheimer’s disease continuum. &nbspBrain Commun 7(1):fcaf024

Härmson O; Grennan I; Perry B; Toth R; McNamara CG; Denison T; Cagnan H; Manohar SG; Walton ME; Sharott A, 2025. Multi-level encoding of reward, effort, and choice across the frontal cortex and basal ganglia during cost-benefit decision-making. &nbspCell Rep 44(2):115209

Parr T; Oswal A; Manohar SG, 2025. Inferring when to move. &nbspNeurosci Biobehav Rev 169:105984

Valton V; Mkrtchian A; Moses-Payne M; Gray A; Kieslich K; VanUrk S; Samborska V; Halahakoon DC; Manohar SG; Dayan P; Husain M; Roiser JP, 2025. A computational approach to understanding effort-based decision-making in depression. &nbspbioRxiv.

Culbreth AJ; Chib VS; Riaz SS; Manohar SG; Husain M; Waltz JA; Gold JM, 2025. Increased Sensitivity to Effort and Perception of Effort in People with Schizophrenia. &nbspSchizophr Bull 51(3):696-709

Grogan JP; Raemaekers M; van Swieten MMH; Green AL; Gillies MJ; Manohar SG, 2024. Muscarinic receptors mediate motivation via preparatory neural activity in humans. &nbspElife 13.

Shibata K; Klar V; Fallon SJ; Husain M; Manohar SG, 2024. Working memory as a representational template for reinforcement learning. &nbspSci Rep 14(1):27660

Sen A; Toniolo S; Tai XY; Akinola M; Symmonds M; Mura S; Galloway J; Hallam A; Chan JYC; Koychev I; Butler C; Geddes J; Jones GD; Tabi Y; Maio R; Frangou E; Love S; Thompson S; Van Der Putt R; Manohar SG; McShane R; Husain M, 2024. Safety, tolerability, and efficacy outcomes of the Investigation of Levetiracetam in Alzheimer’s disease (ILiAD) study: a pilot, double-blind placebo-controlled crossover trial. &nbspEpilepsia Open 9(6):2353-2364

Su Z; Garvert MM; Zhang L; Manohar SG; Vogel TA; Thomas L; Balsters JH; Husain M; Apps MAJ; Lockwood PL, 2024. Older adults are relatively more susceptible to impulsive social influence than young adults. &nbspCommun Psychol 2(1):87

Manohar SG, 2024. Motivation in Parkinson’s disease: apathetic before you know it. &nbspBrain 147(10):3266-3267

Lockwood PL; Cutler J; Drew D; Abdurahman A; Jeyaretna DS; Apps MAJ; Husain M; Manohar SG, 2024. Human ventromedial prefrontal cortex is necessary for prosocial motivation. &nbspNat Hum Behav 8(7):1403-1416

Bălăeţ M; Alhajraf F; Zerenner T; Welch J; Razzaque J; Lo C; Giunchiglia V; Trender W; Lerede A; Hellyer PJ; Manohar SG; Malhotra P; Hu M; Hampshire A, 2024. Online cognitive monitoring technology for people with Parkinson’s disease and REM sleep behavioural disorder. &nbspNPJ Digit Med 7(1):118

Attaallah B; Petitet P; Zambellas R; Toniolo S; Maio MR; Ganse-Dumrath A; Irani SR; Manohar SG; Husain M, 2024. The role of the human hippocampus in decision-making under uncertainty. &nbspNat Hum Behav 8(7):1366-1382

Bogucki A; John I; Zinkiewicz Ł; Jachura M; Jaworski D; Suwała K; Chrost H; Wlodarski M; Kałużny J; Campbell D; Bakken P; Pandya S; Chrapkiewicz R; Manohar SG, 2024. Machine learning approach for ambient-light-corrected parameters and the Pupil Reactivity (PuRe) score in smartphone-based pupillometry. &nbspFront Neurol 15:1363190

Holton E; Grohn J; Ward H; Manohar SG; O’Reilly JX; Kolling N, 2024. Goal commitment is supported by vmPFC through selective attention. &nbspNat Hum Behav 8(7):1351-1365

Wang Y; Lak A; Manohar SG; Bogacz R, 2024. Dopamine encoding of novelty facilitates efficient uncertainty-driven exploration. &nbspPLoS Comput Biol 20(4):e1011516

Shibata K; Attaallah B; Tai XY; Trender W; Hellyer PJ; Hampshire A; Irani SR; Manohar SG; Husain M, 2024. Remote digital cognitive assessment reveals cognitive deficits related to hippocampal atrophy in autoimmune limbic encephalitis: a cross-sectional validation study. &nbspEClinicalMedicine 69:102437

Au-Yeung SK; Halahakoon DC; Kaltenboeck A; Cowen P; Browning M; Manohar SG, 2024. The effects of pramipexole on motivational vigour during a saccade task: a placebo-controlled study in healthy adults. &nbspPsychopharmacology (Berl) 241(7):1365-1375

Saleh Y; Jarratt-Barnham I; Petitet P; Fernandez-Egea E; Manohar SG; Husain M, 2023. Negative symptoms and cognitive impairment are associated with distinct motivational deficits in treatment resistant schizophrenia. &nbspMol Psychiatry 28(11):4831-4841

Fallon SJ; Plant O; Tabi YA; Manohar SG; Husain M, 2023. Effects of cholinesterase inhibition on attention and working memory in Lewy body dementias. &nbspBrain Commun 5(4):fcad207

van Swieten MMH; Bogacz R; Manohar SG, 2023. Gambling on an empty stomach: Hunger modulates preferences for learned but not described risks. &nbspBrain Behav 13(5):e2978

Fallon SJ; van Rhee C; Kienast A; Manohar SG; Husain M, 2023. Mechanisms underlying corruption of working memory in Parkinson’s disease. &nbspJ Neuropsychol 17(2):235-250

Barber TR; Muhammed K; Drew D; Bradley KM; McGowan DR; Klein JC; Manohar SG; Hu MTM; Husain M, 2023. Reward insensitivity is associated with dopaminergic deficit in rapid eye movement sleep behaviour disorder. &nbspBrain 146(6):2502-2511

Petitet P; Zhao S; Drew D; Manohar SG; Husain M, 2022. Dissociable behavioural signatures of co-existing impulsivity and apathy in decision-making. &nbspSci Rep 12(1):21476

Hirschbichler ST; Rothwell JC; Manohar SG, 2022. Dopamine increases risky choice while D2 blockade shortens decision time. &nbspExp Brain Res 240(12):3351-3360

Bocincova A; Buschman TJ; Stokes MG; Manohar SG, 2022. Neural signature of flexible coding in prefrontal cortex. &nbspProc Natl Acad Sci U S A 119(40):e2200400119

Printzlau FAB; Myers NE; Manohar SG; Stokes MG, 2022. Neural Reinstatement Tracks Spread of Attention between Object Features in Working Memory. &nbspJ Cogn Neurosci 34(9):1681-1701

Grima LL; Panayi MC; Härmson O; Syed ECJ; Manohar SG; Husain M; Walton ME, 2022. Correction to: Nucleus accumbens D1-receptors regulate and focus transitions to reward-seeking action. &nbspNeuropsychopharmacology 47(9):1734

Attaallah B; Petitet P; Slavkova E; Turner V; Saleh Y; Manohar SG; Husain M, 2022. Hyperreactivity to uncertainty is a key feature of subjective cognitive impairment. &nbspElife 11.

Grima LL; Panayi MC; Härmson O; Syed ECJ; Manohar SG; Husain M; Walton ME, 2022. Nucleus accumbens D1-receptors regulate and focus transitions to reward-seeking action. &nbspNeuropsychopharmacology 47(9):1721-1731

Grogan JP; Randhawa G; Kim M; Manohar SG, 2022. Motivation improves working memory by two processes: Prioritisation and retrieval thresholds. &nbspCogn Psychol 135:101472

Atilgan H; Doody M; Oliver DK; McGrath TM; Shelton AM; Echeverria-Altuna I; Tracey I; Vyazovskiy VV; Manohar SG; Packer AM, 2022. Human lesions and animal studies link the claustrum to perception, salience, sleep and pain. &nbspBrain 145(5):1610-1623

Thompson AG; Gray E; Verber N; Bobeva Y; Lombardi V; Shepheard SR; Yildiz O; Feneberg E; Farrimond L; Dharmadasa T; Gray P; Edmond EC; Scaber J; Gagliardi D; Kirby J; Jenkins TM; Fratta P; McDermott CJ; Manohar SG; Talbot K; Malaspina A; Shaw PJ; Turner MR, 2022. Multicentre appraisal of amyotrophic lateral sclerosis biofluid biomarkers shows primacy of blood neurofilament light chain. &nbspBrain Commun 4(1):fcac029

Doody M; Van Swieten MMH; Manohar SG, 2022. Model-based learning retrospectively updates model-free values. &nbspSci Rep 12(1):2358

Tabi YA; Maio MR; Attaallah B; Dickson S; Drew D; Idris MI; Kienast A; Klar V; Nobis L; Plant O; Saleh Y; Sandhu TR; Slavkova E; Toniolo S; Zokaei N; Manohar SG; Husain M, 2022. Vividness of visual imagery questionnaire scores and their relationship to visual short-term memory performance. &nbspCortex 146:186-199

van Swieten MMH; Bogacz R; Manohar SG, 2021. Hunger improves reinforcement-driven but not planned action. &nbspCogn Affect Behav Neurosci 21(6):1196-1206

Sen A; Akinola M; Tai XY; Symmonds M; Davis Jones G; Mura S; Galloway J; Hallam A; Chan JYC; Koychev I; Butler C; Geddes J; Van Der Putt R; Thompson S; Manohar SG; Frangou E; Love S; McShane R; Husain M, 2021. An Investigation of Levetiracetam in Alzheimer’s Disease (ILiAD): a double-blind, placebo-controlled, randomised crossover proof of concept study. &nbspTrials 22(1):508

Müller T; Klein-Flügge MC; Manohar SG; Husain M; Apps MAJ, 2021. Neural and computational mechanisms of momentary fatigue and persistence in effort-based choice. &nbspNat Commun 12(1):4593

Petitet P; Attaallah B; Manohar SG; Husain M, 2021. Publisher Correction: The computational cost of active information sampling before decision-making under uncertainty. &nbspNat Hum Behav 5(7):961-963

Petitet P; Attaallah B; Manohar SG; Husain M, 2021. The computational cost of active information sampling before decision-making under uncertainty. &nbspNat Hum Behav 5(7):935-946

Tabi YA; Maio MR; Fallon SJ; Udale R; Dickson S; Idris MI; Nobis L; Manohar SG; Husain M, 2021. Impact of processing demands at encoding, maintenance and retrieval in visual working memory. &nbspCognition 214:104758

Grogan JP; Fallon SJ; Zokaei N; Husain M; Coulthard EJ; Manohar SG, 2020. A new toolbox to distinguish the sources of spatial memory error. &nbspJ Vis 20(13):6

Manohar SG, 2020. Tremor in Parkinson’s disease inverts the effect of dopamine on reinforcement. &nbspBrain 143(11):3178-3180

Grogan JP; Sandhu TR; Hu MT; Manohar SG, 2020. Dopamine promotes instrumental motivation, but reduces reward-related vigour. &nbspElife 9.

Zokaei N; Sillence A; Kienast A; Drew D; Plant O; Slavkova E; Manohar SG; Husain M, 2020. Different patterns of short-term memory deficit in Alzheimer’s disease, Parkinson’s disease and subjective cognitive impairment. &nbspCortex 132:41-50

Codol O; Holland PJ; Manohar SG; Galea JM, 2020. Reward-Based Improvements in Motor Control Are Driven by Multiple Error-Reducing Mechanisms. &nbspJ Neurosci 40(18):3604-3620

Zokaei N; Board AG; Manohar SG; Nobre AC, 2019. Modulation of the pupillary response by the content of visual working memory. &nbspProc Natl Acad Sci U S A 116(45):22802-22810

Fallon SJ; Kienast A; Muhammed K; Ang YS; Manohar SG; Husain M, 2019. Dopamine D2 receptor stimulation modulates the balance between ignoring and updating according to baseline working memory ability. &nbspJ Psychopharmacol 33(10):1254-1263

Nobis L; Manohar SG; Smith SM; Alfaro-Almagro F; Jenkinson M; Mackay CE; Husain M, 2019. Hippocampal volume across age: Nomograms derived from over 19,700 people in UK Biobank. &nbspNeuroimage Clin 23:101904

Ariga R; Tunnicliffe EM; Manohar SG; Mahmod M; Raman B; Piechnik SK; Francis JM; Robson MD; Neubauer S; Watkins H, 2019. Identification of Myocardial Disarray in Patients With Hypertrophic Cardiomyopathy and Ventricular Arrhythmias. &nbspJ Am Coll Cardiol 73(20):2493-2502

Manohar SG; Zokaei N; Fallon SJ; Vogels TP; Husain M, 2019. Neural mechanisms of attending to items in working memory. &nbspNeurosci Biobehav Rev 101:1-12

Al-Diwani A; Handel A; Townsend L; Pollak T; Leite MI; Harrison PJ; Lennox BR; Okai D; Manohar SG; Irani SR, 2019. The psychopathology of NMDAR-antibody encephalitis in adults: a systematic review and phenotypic analysis of individual patient data. &nbspLancet Psychiatry 6(3):235-246

Fallon SJ; Muhammed K; Drew DS; Ang YS; Manohar SG; Husain M, 2019. Dopamine guides competition for cognitive control: Common effects of haloperidol on working memory and response conflict. &nbspCortex 113:156-168

Tabi YA; Husain M; Manohar SG, 2019. Recall cues interfere with retrieval from visuospatial working memory. &nbspBr J Psychol 110(2):288-305

Manohar SG; Muhammed K; Fallon SJ; Husain M, 2019. Motivation dynamically increases noise resistance by internal feedback during movement. &nbspNeuropsychologia 123:19-29

Fallon SJ; Mattiesing RM; Dolfen N; Manohar SG; Husain M, 2018. Ignoring versus updating in working memory reveal differential roles of attention and feature binding. &nbspCortex 107:50-63

Manohar SG; Pertzov Y; Husain M, 2017. Short-term memory for spatial, sequential and duration information. &nbspCurr Opin Behav Sci 17:20-26

Nachev P; Rose GE; Verity DH; Manohar SG; MacKenzie K; Adams G; Theodorou M; Pankhurst QA; Kennard C, 2017. Magnetic Oculomotor Prosthetics for Acquired Nystagmus. &nbspOphthalmology 124(10):1556-1564

Manohar SG; Akam T, 2017. Cortical areas needed for choosing actions based on desires. &nbspBrain 140(6):1539-1542

Manohar SG; Finzi RD; Drew D; Husain M, 2017. Distinct Motivational Effects of Contingent and Noncontingent Rewards. &nbspPsychol Sci 28(7):1016-1026

Fallon SJ; Zokaei N; Norbury A; Manohar SG; Husain M, 2017. Dopamine Alters the Fidelity of Working Memory Representations according to Attentional Demands. &nbspJ Cogn Neurosci 29(4):728-738

Manohar SG; Husain M, 2016. Working Memory for Sequences of Temporal Durations Reveals a Volatile Single-Item Store. &nbspFront Psychol 7:1655

Manohar SG; Husain M, 2016. Human ventromedial prefrontal lesions alter incentivisation by reward. &nbspCortex 76:104-20

Manohar SG; Husain M, 2015. Reduced pupillary reward sensitivity in Parkinson’s disease. &nbspNPJ Parkinsons Dis 1:15026

Manohar SG; Chong TT; Apps MA; Batla A; Stamelou M; Jarman PR; Bhatia KP; Husain M, 2015. Reward Pays the Cost of Noise Reduction in Motor and Cognitive Control. &nbspCurr Biol 25(13):1707-16

Hayward C; Patel HC; Manohar SG; Lyon AR, 2015. Gene therapy for GM1 gangliosidosis: challenges of translational medicine. &nbspAnn Transl Med 3(Suppl 1):S28

Manohar SG; Husain M, 2013. Attention as foraging for information and value. &nbspFront Hum Neurosci 7:711

Adam RJ; Manohar SG, 2007. Does reward modulate actions or bias attention? &nbspJ Neurosci 27(41):10919-21

Publication list retrieved from NCBI using ImpactPubs

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