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Ultrasound neuromodulation reveals distinct roles of the dorsal anterior cingulate cortex and anterior insula in learning

Nomiki Koutsoumpari, Johannes Algermissen, Siti Nurbaya Yaakub, Hanneke EM den Ouden, Nadege Bault, Elsa Fouragnan

PLOS Biology 2026 · 10.1371/journal.pbio.3003767

human healthyhealthybehaviour

Abstract

Pavlovian biases reflect how evolutionarily hard-wired tendencies-automatic approach toward reward cues and withdrawal from threat cues-can interfere with flexible, goal-directed action. Such biases arise through three mechanisms: (a) anticipated rewards energize action while anticipated punishments suppress it (response bias), (b) agents learn differently from actions than from inactions (learning bias), and (c) reward/punishment cues themselves drive repetitive behavior, independent of outcomes (perseveration bias). The neural origin of these biases is unclear. Past evidence suggests dorsal anterior cingulate cortex (dACC) and anterior insula (aIns) as part of a "reset network" that rapidly responds to salient information and might contribute to these biases. We used transcranial ultrasonic stimulation (TUS) in 29 healthy participants to interfere with neural activity in these regions and test their causal role in a within-subject, counter-balanced design across three sessions (sham, TUS-dACC, TUS-aIns). Computational modeling revealed a functional differentiation of both regions in Pavlovian biases: while TUS to either region did not affect the response bias, TUS to the aIns decreased people's learning bias, while TUS to dACC increased participants' perseveration bias. Although the dACC and aIns are part of the same network and often co-activate during decision-making tasks, TUS interference reveals their distinct roles: the dACC mediates cue-dependent persistence while the aIns is critical for inferring whether outcomes are self-caused.

Abstract via europepmc.

Specieshuman
Subjects29 participants
Sessions per subject2
Randomisedyes
Blindingsingle
Sham / controlinactive transducer
Auditory controlsound only sham
Readout timingoffline
Anaesthesianot applicable
Readoutsbehaviour — Motivational Go/NoGo learning task with reinforcement-learning model parameters (response, learning and persistence biases)
Direction of effectmixed or unclearTUS to the aIns reduced the Pavlovian learning bias and TUS to the dACC increased the persistence bias; both increased overall Go bias and persistence. The authors say the direction of the neural effect could not be determined.
Adverse eventsobservedSide-effect questionnaires on the day and 12-48 hours later: mild to moderate anxiety, sleepiness, headache, neck pain and similar after both active and sham sessions; one participant reported a mild vision problem possibly related to stimulation.

Exposures

Exposure 1: TUS-dACC

Target: dorsal anterior cingulate cortex — “dorsal anterior cingulate cortex”
Device: NeuroFUS · Sonic Concepts (sold by Brainbox) · CTX-500 NeuroFUS TPO, four-element annular transducer ✓

Pulse timing
Waveformpulsed
Fundamental frequency (kHz)500✓✓✓
Pulse duration (ms)20✓✓✓
Pulse repetition frequency (Hz)5✓✓✓
Duty cycle (%)10pulse duration × PRF gives 10%✓✓✓
Sonication duration (s)80✓✓✓
Pressure and intensity, by domain
Free-field pressure (kPa)not reported
Free-field Isppa (W/cm²)50✓✓✓⚑
Free-field Ispta (W/cm²)not reported
In-situ estimatesimulationmean or range across subjects
In-situ pressure (kPa)450✓✓✓⚑
In-situ Isppa (W/cm²)6.69✓✓✓
In-situ Ispta (W/cm²)not reported
Protocol, in the paper’s words

5 Hz-patterned protocol with a 10% duty cycle (500 kHz, 20 ms pulses, pulsed every 200 ms), applied for 80 s (400 pulses in total), delivered to the left then the right hemisphere for the bilateral aIns; the Go/NoGo task started within 10 min of the end of sonication.

Exposure 2: TUS-aIns (bilateral anterior insula)

Target: anterior insula — “bilateral anterior insula”
Device: NeuroFUS · Sonic Concepts (sold by Brainbox) · CTX-500 NeuroFUS TPO, four-element annular transducer ✓

Pulse timing
Waveformpulsed
Fundamental frequency (kHz)500✓✓✓
Pulse duration (ms)20✓✓✓
Pulse repetition frequency (Hz)5✓✓✓
Duty cycle (%)10pulse duration × PRF gives 10%✓✓✓
Sonication duration (s)80✓✓✓
Pressure and intensity, by domain
Free-field pressure (kPa)not reported
Free-field Isppa (W/cm²)50✓✓✓
Free-field Ispta (W/cm²)not reported
In-situ estimatesimulationmean or range across subjects
In-situ pressure (kPa)470, 480swept✓✓✓⚑
In-situ Isppa (W/cm²)7.6, 7.53swept✓✓✓
In-situ Ispta (W/cm²)not reported
Protocol, in the paper’s words

5 Hz-patterned protocol with a 10% duty cycle (500 kHz, 20 ms pulses, pulsed every 200 ms), applied for 80 s (400 pulses in total), delivered to the left then the right hemisphere for the bilateral aIns; the Go/NoGo task started within 10 min of the end of sonication.

Flags from extraction

  • exposures[1].in_situ.pressure_kpa — Table 1 gives separate left (0.47 MPa, 7.60 W/cm2) and right (0.48 MPa, 7.53 W/cm2) aIns target-ROI means; the left values are recorded.
  • exposures[0].in_situ.pressure_kpa — Simulated mean across 29 participants in a 10 mm radius target ROI (Table 1); the table gives MPa and W/cm2.
  • exposures[0].free_field.isppa_w_cm2 — Also stated as approximately 50 W/cm2 in water; a supplementary figure mentions simulations at 30 W/cm2, not recorded.
  • blinding — Described as single-blinded; sham sound mimicked the TUS pulse repetition rate through bone-conduction headphones.