Evidence map›Paper›PMID 42816482›Full record

ArticleNature communications2026

The SIMDA framework maps PIP2-binding sites regulating the KCNQ1 channel.

Lingling Wang, Shu Li, Yunsen Zhang, Huiyong Sun, Qin Li, Wei Zhao, Xiaomeng Liu, Xiao Yan, Henry H Y Tong, Xiaojun Yao and 1 more

Abstract read
In one paragraph

Article in Nature communications, 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

11 authors.

Lingling Wang *Centre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China.
Shu Li *Centre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China.ORCID 0000-0002-4434-6172
Yunsen ZhangTheoretical and Computational Biophysics Group, Beckman Institute for Advanced Science and Technology, Center of Biophysics and Quantitative Biology, University of Illinois Urbana-Champaign, Urbana, IL, USA.ORCID 0000-0003-3476-6728
Huiyong SunDepartment of Medicinal Chemistry, China Pharmaceutical University, Nanjing, China.ORCID 0000-0002-7107-7481
Qin LiCentre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China.
Wei ZhaoCentre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China.
Xiaomeng LiuCentre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China.ORCID 0000-0002-3807-4609
Xiao YanCentre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China.
Henry H Y TongCentre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China.ORCID 0000-0003-2687-741X
Xiaojun YaoCentre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China.ORCID 0000-0002-8974-0173
Huanxiang LiuCentre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao, China. hxliu@mpu.edu.mo.ORCID 0000-0002-9284-3667

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Voltage-gated potassium channel KCNQ1 (Kv7.1) underpins cardiac repolarization, epithelial ion transport, and inner ear function. Its versatility arises from interactions with KCNE proteins, calmodulin (CaM), and the lipid phosphatidylinositol 4,5-bisphosphate (PIP2), yet the molecular basis of PIP2 regulation remains incompletely understood. Here, we present the Stepwise Integrated Multi-scale Dynamics and Advanced Analysis (SIMDA) framework, which integrates coarse-grained and all-atom molecular dynamics, well-tempered metadynamics, and clustering and energy analyses. Over 2,000 µs of simulations across eight functional states find six recurrent PIP2 sites (C0-C5), each complex populating three to four. Sites C1 and C3 agree with experimental densities, whereas C0, C4, and C5 are forward predictions. KCNE3 stabilizes the primary C1 site by amplifying a C-terminal twist motion, while CaM tunes binding at C4 and C5. Interconnected transfer pathways form a dynamic circular route among sites. SIMDA thus provides a generalizable strategy for dissecting lipid-protein dynamics.

Indexed as

KCNQ1 Potassium ChannelPhosphatidylinositol 4,5-DiphosphateAnimalsBinding SitesCalmodulinHumansMolecular Dynamics SimulationProtein BindingCalmodulinKCNQ1 Potassium ChannelPhosphatidylinositol 4,5-Diphosphate

Identifiers

PMID42816482
PMCPMC13627702

What Socratic holds

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Registered trials

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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.