bioRxivNeurosciencePreprint
Basal forebrain-derived acetylcholine encodes valence-free reinforcement prediction error.
James Fitzhugh SturgilliD, Peter Hegedus, SJ Li, Quentin ChevyiD, Aubrey A SiebelsiD, Miao JingiD, Yiduo Li, Balázs HangyaiD, Ádám KepecsiD
Abstract
Acetylcholine (Ach) is released by the cholinergic basal forebrain (CBF) throughout the cortical mantle and is implicated in behavioral functions ranging from arousal to attention to learning. Yet what signal ACh provides to cortex remains unresolved, hindering our understanding of its functional roles. Here we demonstrate that the CBF signals unsigned reinforcement prediction error, in contrast to dopamine (DA) neurons that encode reward prediction error. We show that both CBF neuronal activity and acetylcholine (ACh) release at cortical targets signal reinforcement delivery, acquire responses to predictive stimuli and show diminished responses to expected outcomes, hallmarks of a prediction error. To compare ACh with DA, we simultaneously monitored the activity of both neuromodulators during a serial reversal learning task. ACh tracked learning as swiftly as DA during acquisition but lagged slightly during extinction, suggesting that these neuromodulators play complementary roles in reinforcement as their patterns of innervation, cellular targets, and signaling mechanisms are themselves complementary. Through retrograde viral tracing we show that the cholinergic and dopaminergic systems engage overlapping upstream circuits, accounting for their coordination during learning. This predictive and valence-free signal explains how ACh can proactively and retroactively improve the processing of behaviorally important stimuli, be they good or bad.
Abstract summary
Claude Opus 5.5 · xhigh effort · 2 Nov 2026 · from the abstract · CC BY-NC-ND 4.0
Cholinergic basal forebrain neurons and cortical acetylcholine release encode an unsigned, valence-free reinforcement prediction error that tracks learning alongside dopamine via shared upstream circuits.
Although acetylcholine (ACh) released by the cholinergic basal forebrain (CBF) across the cortex is linked to arousal, attention, and learning, the specific computational signal it conveys has been unresolved. Simultaneous monitoring of ACh and dopamine (DA) shows that CBF broadcasts an unsigned reinforcement prediction error rather than a signed reward prediction error.
Key results
ShownCholinergic basal forebrain neuronal activity and cortical acetylcholine release exhibit the hallmarks of an unsigned, valence-free reinforcement prediction error.
Both CBF neuron activity and cortical ACh release responded to reinforcement delivery, developed responses to predictive stimuli, and showed reduced responses to expected outcomes regardless of positive or negative valence. · Abstract
ShownAcetylcholine tracks learning acquisition as rapidly as dopamine but lags slightly during extinction, coordinated by overlapping upstream neural circuits.
Simultaneous monitoring of ACh and DA during a serial reversal learning task showed matched acquisition speed and a slight extinction lag for ACh, while retrograde viral tracing identified overlapping upstream inputs to both systems. · Abstract
Methods, data and reproducibility
Recorded cholinergic basal forebrain (CBF) neuronal activity and cortical acetylcholine (ACh) release, simultaneously monitored ACh and dopamine (DA) dynamics during a serial reversal learning task, and mapped upstream circuit inputs using retrograde viral tracing.
- CBF neuronal recordings, cortical ACh release, and simultaneous ACh/DA recordings during serial reversal learning plus retrograde viral tracing
- Methods & tools
- retrograde viral tracing
Limitations (1)
- The abstract does not specify the animal species, sample sizes, recording modalities or sensors, or quantitative statistical comparisons. · noted in this summary
Read this if you study neuromodulation or reinforcement learning and want experimental evidence comparing cortical acetylcholine and dopamine prediction error signals.
- Citations
- 45
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Cholinergic neuronal responses to probabilistic outcome-predicting stimuli follow a weighed, unsigned prediction error model and anticipate behavioral responses
Panna Hegedüs, Katalin Sviatkó, … Balázs Hangya·bioRxiv·Jul 5, 2022
- Cholinergic-dopaminergic synergy and antagonism shape prediction-error broadcasting
B. Király, Vivien Pillár, … Balázs Hangya·bioRxiv·Feb 20, 2026
- Sequential recruitment of accumbal dopamine and acetylcholine during learning
Zhewei Zhang, Kauê Machado Costa, … Geoffrey M. Schoenbaum·bioRxiv·Jan 6, 2025
- A functional topography within the cholinergic basal forebrain for encoding sensory cues and behavioral reinforcement outcomes.
Blaise Robert, Eyal Yaacov Kimchi, … Daniel B. Polley·eLifePeer-reviewed·Nov 25, 2021
- Acetylcholine modulates prefrontal outcome coding during threat learning under uncertainty
Gaqi Tu, Peiying Wen, … Kaori Takehara‐Nishiuchi·eLifePeer-reviewed·Mar 5, 2025
- Dynamic cholinergic tone in the basal forebrain reflects reward-seeking and reinforcement during olfactory behavior
Elizabeth Hanson, Katie L. Brandel-Ankrapp, Benjamin Russell Arenkiel·Frontiers in Cellular NeurosciencePeer-reviewed·Feb 2, 2021