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Peer-reviewedCC BY 4.0PLOS One

Eye movement analysis detects early neurological alterations in cirrhotic patients classified as not having minimal hepatic encephalopathy by the Psychometric Hepatic Encephalopathy Score

1 more authors
6 affiliations
  1. 1Fundación de Investigación Hospital Clínico Universitario de Valencia-INCLIVA, Valencia, Spain
  2. 2Departamento de Patología, Facultad de Medicina, Universidad de Valencia, Valencia, Spain
  3. 3Department of Nursing and Podiateth, Universidad de Valencia, Valencia, Spain
  4. 4Servicio de Digestivo, Hospital Arnau de Vilanova, Valencia, Spain
  5. 5Institute of Theoretical and Experimental Biophysics of Russian Academy of Sciences, Pushchino, Russia
  6. 6Universidad Politécnica de Madrid, Centre for Automation and Robotics, Madrid, Spain

Abstract

Cirrhotic patients classified by the Psychometric Hepatic Encephalopathy Score (PHES) as without minimal hepatic encephalopathy (MHE) may present subtle cognitive alterations which could be detected by eye movement analysis. The aims were to develop a score for detecting early cognitive alterations in cirrhotic patients using specific psychometric tests and to identify which eye movement parameters could be used to detect them. A total of 118 cirrhotic patients (32 with MHE and 86 without MHE, according to PHES) and 35 healthy controls underwent psychometric assessment and eye movement testing by video-oculography. Forty-six patients without MHE (53.5%) showed impaired cognitive performance and were classified as having early cognitive impairment (early-MHE) using a novel score based on the most affected variables from several psychometric tests. This score was developed using historical cohorts of 519 cirrhotic patients and 74 age-matched healthy controls, and the optimal set of parameters included were from d2, Oral Symbol Digit Modalities, and Stroop tests. Early-MHE patients showed poorer cognitive performance and alterations in eye movement tests, particularly in antisaccade and fixation tasks. These abnormalities were more pronounced in MHE patients, suggesting a continuum of cognitive dysfunction from patients without detectable impairment by PHES to those with MHE. Eye movement variables with the highest predictive value for detecting mild cognitive alterations (early-MHE + MHE) were obtained from horizontal and vertical antisaccade tasks and fixation tests. Multivariate analysis grouping by eye movement task showed that a model including variables from the horizontal antisaccade test achieved the best predictive performance, with AUROC of 0.803 (95% CI: 0.711–0.896; p < 0.0001), 66.7% sensitivity, and 90.6% specificity at a relative-risk cutoff of 65.66%. Eye movement analysis is a rapid, objective, and non-invasive tool for detecting subtle neurological alterations in cirrhotic patients. This approach may facilitate earlier identification of cognitive impairment and support timely clinical intervention.

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BibTeX
@article{gallego2026movement,
  title = {{Eye movement analysis detects early neurological alterations in cirrhotic patients classified as not having minimal hepatic encephalopathy by the Psychometric Hepatic Encephalopathy Score}},
  author = {Juan-José Gallego and Franc Casanova-Ferrer and Alessandra Fiorillo and Adrià López-Gramaje and Danna Campos and Amparo Urios and Javier Megías and Teresa San-Miguel and Montserrat Alcahuz-Griñán and Lucía Durbán and Elena Kosenko and Cecilia E. García-Cena and Carmina Montoliu},
  journal = {PLOS One},
  year = {2026},
  month = sep,
  doi = {10.1371/journal.pone.0358353},
  url = {https://doi.org/10.1371/journal.pone.0358353},
  note = {CC BY 4.0},
}
RIS
TY  - JOUR
TI  - Eye movement analysis detects early neurological alterations in cirrhotic patients classified as not having minimal hepatic encephalopathy by the Psychometric Hepatic Encephalopathy Score
AU  - Juan-José Gallego
AU  - Franc Casanova-Ferrer
AU  - Alessandra Fiorillo
AU  - Adrià López-Gramaje
AU  - Danna Campos
AU  - Amparo Urios
AU  - Javier Megías
AU  - Teresa San-Miguel
AU  - Montserrat Alcahuz-Griñán
AU  - Lucía Durbán
AU  - Elena Kosenko
AU  - Cecilia E. García-Cena
AU  - Carmina Montoliu
PY  - 2026
DA  - 2026/09/15
JO  - PLOS One
DO  - 10.1371/journal.pone.0358353
UR  - https://doi.org/10.1371/journal.pone.0358353
AB  - Cirrhotic patients classified by the Psychometric Hepatic Encephalopathy Score (PHES) as without minimal hepatic encephalopathy (MHE) may present subtle cognitive alterations which could be detected by eye movement analysis. The aims were to develop a score for detecting early cognitive alterations in cirrhotic patients using specific psychometric tests and to identify which eye movement parameters could be used to detect them. A total of 118 cirrhotic patients (32 with MHE and 86 without MHE, according to PHES) and 35 healthy controls underwent psychometric assessment and eye movement testing by video-oculography. Forty-six patients without MHE (53.5%) showed impaired cognitive performance and were classified as having early cognitive impairment (early-MHE) using a novel score based on the most affected variables from several psychometric tests. This score was developed using historical cohorts of 519 cirrhotic patients and 74 age-matched healthy controls, and the optimal set of parameters included were from d2, Oral Symbol Digit Modalities, and Stroop tests. Early-MHE patients showed poorer cognitive performance and alterations in eye movement tests, particularly in antisaccade and fixation tasks. These abnormalities were more pronounced in MHE patients, suggesting a continuum of cognitive dysfunction from patients without detectable impairment by PHES to those with MHE. Eye movement variables with the highest predictive value for detecting mild cognitive alterations (early-MHE + MHE) were obtained from horizontal and vertical antisaccade tasks and fixation tests. Multivariate analysis grouping by eye movement task showed that a model including variables from the horizontal antisaccade test achieved the best predictive performance, with AUROC of 0.803 (95% CI: 0.711–0.896; p < 0.0001), 66.7% sensitivity, and 90.6% specificity at a relative-risk cutoff of 65.66%. Eye movement analysis is a rapid, objective, and non-invasive tool for detecting subtle neurological alterations in cirrhotic patients. This approach may facilitate earlier identification of cognitive impairment and support timely clinical intervention.
SN  - 1932-6203
ER  -