Evidence map›Paper›PMID 42539828›Full record

ReviewFundamental research2026

A brief guideline for the studies of structure-function relationship of ion channels using AlphaFold3.

Yichen Ke, Ruijie Gong, Nan Liu, Yaxiong Yang

Abstract readReview
In one paragraph

Review in Fundamental research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

4 authors.

Yichen KeSchool of Medicine, Shenzhen Campus of Sun Yat-sen University, Shenzhen, Guangdong 518107, China.
Ruijie GongSchool of Medicine, Shenzhen Campus of Sun Yat-sen University, Shenzhen, Guangdong 518107, China.
Nan LiuSchool of Life Sciences, Yunnan University, Kunming, Yunnan 650091, China.
Yaxiong YangSchool of Medicine, Shenzhen Campus of Sun Yat-sen University, Shenzhen, Guangdong 518107, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Ion channels are crucial membrane proteins that regulate ion flux, thus affecting a broad range of physiological processes and disease mechanisms. Traditional approaches, such as X-ray crystallography and cryo-electron microscopy, often face significant challenges in resolving the structure-function relationships of ion channels due to the complex subunit assemblies, transient functional states, and high experimental costs. AlphaFold3 offers a major leap forward by accurately modeling multimeric channels, predicting ligand and ion interactions, and refining subunit interfaces. Building on AlphaFold2, it integrates diffusion-based algorithms and enhanced confidence metrics to explore gating, auxiliary subunits, disease-linked mutations, etc. This review outlines AlphaFold3's key innovations and provides a step-by-step protocol for its use in predicting ion channel complexes. We discuss essential structural parameters, common software for basic analyses, and complementary techniques including molecular dynamics simulations, molecular docking, functional assays (electrophysiology and ion imaging) and structure biology techniques that extend and validate computational findings. Representative examples, including the P2X receptors and voltage-gated calcium channels, demonstrate AlphaFold3's ability to clarify channel assembly, gating mechanisms, channelopathies, and therapeutic opportunities. Finally, we address AlphaFold3's remaining limitations. Despite these hurdles, AlphaFold3 offers a transformative platform that, when integrated with established experimental methods, is poised to significantly advance ion channel research and drug discovery.

Indexed as

AlphaFoldIon channelP2X receptorStructure-function relationshipStructure predictionVoltage-gated calcium channel

Identifiers

PMID42539828
PMCPMC13424397

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.