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Record W4415360357 · doi:10.30683/1927-7229.2025.14.08

Incidental Diagnosis of Leptomeningeal Disease in Breast Cancer with Brain Metastases- a Case Report with Review of Literature

2025· article· W4415360357 on OpenAlexvenueno aff
Palak Lunkad, Deepika Malik, Sahil Shah, Virendra Bhandari

Bibliographic record

VenueJournal of Analytical Oncology · 2025
Typearticle
Language
FieldMedicine
TopicBrain Metastases and Treatment
Canadian institutionsnot available
Fundersnot available
KeywordsBreast cancerMalignancyCerebrospinal fluidCytologyMetastatic breast cancerDiseaseMagnetic resonance imagingCancerCA15-3

Abstract

fetched live from OpenAlex

Background: Breast cancer is the most common malignancy in women worldwide, with 2.3 million new cases and 6,70,000 deaths reported in 2022 (Globocan). Metastatic breast cancer affects up to 30% of patients, with brain metastases occurring in approximately 25%, especially among Human epidermal growth factor receptor 2 (HER2) positive subtypes. Leptomeningeal disease (LMD), the dissemination of tumor cells to the leptomeninges and cerebrospinal fluid (CSF), is an uncommon but devastating complication. Diagnosing LMD is often challenging due to nonspecific symptoms and overlapping imaging features with infectious or inflammatory conditions. CSF cytology remains the gold standard, though newer diagnostic techniques such as CSF-based circulating tumor DNA (ctDNA) are emerging. Case Presentation: We report a previously treated case of a 42-year-old premenopausal woman with HER2-positive, estrogen and progesterone receptor-negative, metastatic breast cancer, who presented with acute onset of altered sensorium, fever, and irritability. Magnetic Resonance Imaging (MRI) brain showed multiple enhancing lesions in the cerebral hemispheres, cerebellum, midbrain, and thalami, with surrounding edema. MR spectroscopy demonstrated reduced choline and elevated lipid-lactate peaks, initially suggesting an infective etiology, however, CSF cytology revealed malignant cells, with immunohistochemistry positive for GATA3 and PanCK, confirming leptomeningeal metastases of breast origin. She was planned for whole brain radiotherapy (WBRT) and intrathecal methotrexate. Conclusion: This case highlights the diagnostic challenges of LMD in HER2-positive breast cancer. Radiological and spectroscopy findings may mimic infectious processes, especially in tuberculosis-endemic regions. In ambiguous cases, reliance on CSF cytology is crucial, and adjunctive molecular diagnostics like ctDNA may further enhance diagnostic yield. Leptomeningeal metastasis, though underdiagnosed, has significant therapeutic implications. Newer HER2-directed intrathecal therapies, advanced radiotherapy techniques such as craniospinal irradiation with helical tomotherapy or proton therapy, and evolving strategies for CSF drug delivery offer promising avenues for treatment. A high index of suspicion and early CSF evaluation can lead to timely diagnosis and potentially improved survival outcomes in this difficult to treat subset.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.256
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0010.002
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.013
GPT teacher head0.367
Teacher spread0.354 · 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 designCase report
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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