Evidence map›Paper›PMID 41985645›Full record

ReviewNeuroscience and biobehavioral reviews2026

Sensory-to-motor transformations: From serial pipelines to dynamic, distributed processes.

Angelina Lam, Sarah Kabbara, Kaira Carstens, William Mol, Anubhuti Goel, Hongdian Yang, Edward Zagha

Abstract readReview
In one paragraph

Review in Neuroscience and biobehavioral reviews, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Angelina LamBiomedical Sciences Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States.
Sarah KabbaraNeuroscience Graduate Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States.
Kaira CarstensNeuroscience Graduate Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States.
William MolNeuroscience Graduate Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States.
Anubhuti GoelBiomedical Sciences Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States; Neuroscience Graduate Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States; Department of Psychology, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States.
Hongdian YangNeuroscience Graduate Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States; Department of Molecular, Cell & Systems Biology, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States.
Edward ZaghaBiomedical Sciences Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States; Neuroscience Graduate Program, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States; Department of Molecular, Cell & Systems Biology, University of California Riverside, 900 University Ave, Riverside, CA 92521, United States. Electronic address: ezagha@ucr.edu.

Funding

Top-Down Mechanisms and Modulation of Flexible Tactile DiscriminationR01NS112200 · NINDS · UNIVERSITY OF CALIFORNIA RIVERSIDE · PI Hongdian Yang, Edward W Zagha · 2019 to 2026
$2.8M
NINDS NIH HHS R01 NS112200
6 · The paper itself

Abstract

A key organizing principle of nervous systems is the transformation from sensation into action. Accordingly, studies of sensory-to-motor transformations have yielded foundational insights into nervous system structure and function. Here, we provide a broad review of goal-directed (as opposed to reflexive) sensory-to-motor transformations. We synthesize theoretical and experimental frameworks for linking sensory-related and motor-related neuronal activity to behavior. We provide a historical overview of sensory-to-motor transformation studies, describing evidence for the propagation of neuronal activity within neocortex transforming sensory encoding into decision formation and motor execution. We then describe emerging evidence that challenges this traditional perspective, emphasizing parallel processing, distributed representation, and shifts in cortical dependence with learning. We conclude by identifying key open questions that present exciting opportunities for future discovery. Building upon decades of foundational research, ongoing and future studies of sensory-to-motor transformations are poised to reveal the dynamic, distributed neuronal mechanisms that enable flexible linkages between sensation and action.

Indexed as

BrainLearningMotor ActivityPsychomotor PerformanceSensationAnimalsHumansAction selectionDistributed neural circuitsEvidence accumulationSensory selectionSensory-to-motor transformation

Identifiers

PMID41985645
PMCPMC13245457

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.