Evidence map›Paper›PMID 42669846›Full record

ArticleCNS neuroscience & therapeutics2026

Dynamic Global and Local Enhancement of Theta-Band Functional Networks as Neural Markers of Spinal Cord Stimulation Efficacy in Disorders of Consciousness.

Yinuo Liu, Qianqian Ge, Jiewei Lu, Yaqian Li, Jianda Han, Jianghong He, Ningbo Yu

Abstract read
In one paragraph

Article in CNS neuroscience & therapeutics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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.

Yinuo LiuCollege of Artificial Intelligence, Nankai University, Tianjin, China.ORCID https://orcid.org/0009-0005-1282-8221
Qianqian GeDepartment of Neurosurgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.ORCID https://orcid.org/0000-0003-4749-6210
Jiewei LuCollege of Artificial Intelligence, Nankai University, Tianjin, China.
Yaqian LiCollege of Artificial Intelligence, Nankai University, Tianjin, China.
Jianda HanCollege of Artificial Intelligence, Nankai University, Tianjin, China.
Jianghong HeDepartment of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.ORCID https://orcid.org/0000-0001-9470-9966
Ningbo YuCollege of Artificial Intelligence, Nankai University, Tianjin, China.ORCID https://orcid.org/0000-0003-2159-3055

Funding

China Postdoctoral Science Foundation 2025M782920National Natural Science Foundation of China 62473214National Natural Science Foundation of China 62503246National Natural Science Foundation of China U24A20284Shenzhen Science and Technology Program KQTD20210811090143060Tianjin Natural Science Foundation Project 25JCZDJC01020
6 · The paper itself

Abstract

backgroundSpinal cord stimulation (SCS) has emerged as a promising intervention for patients with disorders of consciousness (DoC). However, clinical optimization is hindered by a lack of interpretable prognostic biomarkers, and the neural mechanisms associated with recovery after SCS remain largely elusive.

methodsNineteen DoC patients undergoing 70 Hz SCS were enrolled and categorized into effective (n = 9) and ineffective (n = 10) groups based on longitudinal clinical improvements. Resting-state electroencephalography (EEG) was recorded across baseline, intra-stimulation, and poststimulation phases. To investigate neural dynamics, theta-band dynamic functional connectivity (dFC) was analyzed using the weighted phase lag index (wPLI) combined with a sliding window approach. Global and local dFC metrics, alongside region-specific connectivity strengths, were quantified to characterize the global-local collaborative mechanisms induced by SCS.

resultsCompared with the ineffective group, the effective group demonstrated enhanced global integration and decoupled regional segregation under SCS, evidenced by synchronized reduction in global average path length and suppression in local clustering (p

conclusionThis dynamic global and local enhancement in the theta-band dFC serves as an interpretable neural marker for predicting SCS efficacy. These findings offer novel insights into the system-level collaborative mechanisms essential for consciousness restoration.

trial registrationChinese Clinical Trial Registry: ChiCTR2200061278.

Indexed as

BrainConsciousness DisordersNerve NetSpinal Cord StimulationTheta RhythmAdultElectroencephalographyFemaleHumansMaleMiddle AgedNeural PathwaysTreatment Outcomedisorders of consciousnessdynamic functional connectivityelectroencephalography (EEG)spinal cord stimulation

Identifiers

PMID42669846
PMCPMC13527162

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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 OpenQuestion graph.