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31. Lymph And Mind: A New Perspective on Cognitive Dysfunction in Lymphedema

2025· article· en· W4410441823 on OpenAlexaboutno aff
Melis Salman, Shih‐Lun Lo, David Chon Fok Cheong, Wei‐Fan Chen

Bibliographic record

VenuePlastic & Reconstructive Surgery Global Open · 2025
Typearticle
Languageen
FieldMedicine
TopicLymphatic System and Diseases
Canadian institutionsnot available
Fundersnot available
KeywordsLymphedemaPerspective (graphical)CognitionLymphMedicinePsychologyNeurosciencePathologyInternal medicineComputer scienceCancer

Abstract

fetched live from OpenAlex

PURPOSE: Lymphedema and cognitive impairment were once thought to be unrelated. However, recent discoveries of brain lymphatics and the systemic nature of primary lymphedema suggest a possible connection. Given frequent patient reports of cognitive impairment, this study investigates the relationship between primary lymphedema and cognitive dysfunction. METHODS: We assessed cognitive function in 81 patients with primary lymphedema (67 females, 14 males; mean age 45) using the Montreal Cognitive Assessment (MoCA) and Brain Fog Scale (BFS). A comparative analysis was conducted against a historical control group of 1,046 healthy individuals. A subgroup analysis compared cognitive scores of patients who underwent lymphatic reconstruction (n=12) with those who did not (n=69). Statistical differences between groups were evaluated using independent t-tests. RESULTS: Primary lymphedema patients had an average BFS score of 28.10±18.92 and a mean MoCA score of 27.92±2.28. Compared to controls, they showed significantly higher brain fog symptoms, including mental fatigue (10.58±5.44 vs. 8.62±4.63, p=0.0022), impaired cognitive acuity (10.57±8.44 vs. 7.81±6.18, p=0.0050), and confusion (6.95±6.56 vs. 5.18±5.71, p=0.0203). Patients with subjective cognitive complaints (n=21) had significantly higher BFS scores across all domains than those without (p<0.0001). Furthermore, patients who underwent lymphatic surgery reported lower brain fog symptoms, particularly in cognitive acuity (6.25±5.22 vs. 11.32±8.69, p=0.011) and total BFS score (19.75±11.87 vs. 29.55±19.59, p=0.027). CONCLUSION: This study identifies a significant correlation between primary lymphedema and cognitive impairment. Post-surgical cognitive improvements suggest a mechanistic link between lymphatic function and cognitive performance, emphasizing the systemic nature of lymphedema and the necessity for cognitive assessments in affected patients.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.116
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.022
GPT teacher head0.304
Teacher spread0.282 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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