Evidence map›Paper›PMID 42537498›Full record

ArticleNeuroImage. Clinical2026

The impact of functional architecture dynamics in bipolar disorder staging.

Andrea Caporali, Francesca Martella, Salvatore Saluzzi, Nicolaja Girone, Beatrice Feliciani, Clara Cavallotto, Mauro Pettorruso, Simonetta Gerevini, Emi Bondi, Cristiana Perrotta and 6 more

Abstract read
In one paragraph

Article in NeuroImage. Clinical, 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

16 authors.

Andrea CaporaliFaculty of Veterinary Medicine, University of Teramo, Teramo, Italy; School of Advanced Studies, Center for Neuroscience, University of Camerino, Camerino, Italy. Electronic address: andrea.caporali@unicam.it.
Francesca MartellaDepartment of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Teramo, Italy.
Salvatore SaluzziDepartment of Mental Health and Addictions, ASST Papa Giovanni XXIII, Bergamo, Italy.
Nicolaja GironeDepartment of Mental Health, Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy.
Beatrice FelicianiDepartment of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Teramo, Italy.
Clara CavallottoDepartment of Neuroscience, Imaging and Clinical Sciences, University G. D'Annunzio Chieti-Pescara, Italy.
Mauro PettorrusoDepartment of Neuroscience, Imaging and Clinical Sciences, University G. D'Annunzio Chieti-Pescara, Italy.
Simonetta GereviniNeuroradiology Unit, ASST Papa Giovanni XXIII, Bergamo, Italy.
Emi BondiDepartment of Mental Health and Addictions, ASST Papa Giovanni XXIII, Bergamo, Italy.
Cristiana PerrottaDepartment of Mental Health, Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy.
Mauro Gianni PerrucciDepartment of Neuroscience, Imaging and Clinical Sciences, University G. D'Annunzio Chieti-Pescara, Italy; Institute for Advanced Biomedical Technologies (ITAB), University G. D'Annunzio Chieti-Pescara, Italy; UdA-TechLab, Research Center, University G. D'Annunzio Chieti-Pescara, Italy.
Giovanni MartinottiDepartment of Neuroscience, Imaging and Clinical Sciences, University G. D'Annunzio Chieti-Pescara, Italy.
Bernardo Dell'OssoDepartment of Mental Health, Department of Biomedical and Clinical Sciences, University of Milan, Milan, Italy; CRC "Aldo Ravelli" for Neurotechnology and Experimental Brain Therapeutics, University of Milan, Milan, Italy; Department of Psychiatry and Behavioural Sciences, Stanford University, Stanford, CA, USA.
Annabella Di GiorgioDepartment of Mental Health and Addictions, ASST Papa Giovanni XXIII, Bergamo, Italy.
Claudio D'AddarioDepartment of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Teramo, Italy; Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
Francesco de PasqualeFaculty of Veterinary Medicine, University of Teramo, Teramo, Italy; IRCCS Santa Lucia Foundation, Rome, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Bipolar disorder (BD) follows a neuro-progressive trajectory, yet current clinical staging models lack robust biological markers. Based on recent evidence, we hypothesized that BD stages are associated with alterations in the functional architecture of the Triple Network Model. We analyzed resting-state fMRI data from 123 individuals spanning five clinically defined BD stages. Using a hierarchical approach, we investigated how functional connectivity features characterize these stages, transitioning from coarse- to fine-grained analyses in both clinical classification (binary early-versus-late grouping to five-stage discrimination) and connectivity metrics (mean and standard deviation of connectivity to topological dynamic features). First, low-level functional connectivity features, combined with gene expression data, discriminated early- from late-stage illness, reaching higher performance than unimodal approaches. Next, evaluating the full staging spectrum revealed a non-linear trajectory in whole-brain connection density, which was lower at each successive stage from 0 to 3 but unexpectedly higher at stage 4. Network topology analysis contextualized this finding, revealing a reorganization of functional hubs in the final stage. Specifically, three hubs within the Salience Network exhibited decreased centrality despite the overall increase in connection density. This shift corresponded to a loss of temporal synchronization between these hubs and default-mode hubs, an axis of communication mediated by the salience network that is known to be important in healthy subjects and disrupted in psychiatric disorders. Overall, our findings suggest that late-stage BD is characterized by a subtle but significant reorganization of brain architecture, accompanied by alterations in the dynamics of the salience network which loses its coordinating role.

Indexed as

Bipolar DisorderBrainConnectomeNerve NetAdultDisease ProgressionFemaleHumansMagnetic Resonance ImagingMaleMiddle AgedBipolar disorder stagingConnectivity dynamicsFunctional hubsGene expressionMachine learningResting-state fMRI

Identifiers

PMID42537498
PMCPMC13452411

What Socratic holds

Textmetadata
LicenceCC BY-NC
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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.