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Serum Raman spectroscopy as a blood-based triage test for bladder cancer: a retrospective proof-of-concept study
medRxiv · · Preprint · Open access
Milligan, Smith + 4 more
Abstract ↗AI summary
The abstract is read at the publisher; the summary is JClub's.
Dried-serum Raman spectroscopy with supervised machine learning distinguishes bladder cancer from symptomatic controls with AUC about 0.90, improving slightly to about 0.91 when age is included.
- Why it matters: Cystoscopy is invasive and resource-intensive, so a rapid blood-based triage test could better stratify patients before proceeding to invasive diagnostics.
- What they did: Archived serum from 49 histologically confirmed bladder cancer patients and 97 symptomatic controls was measured by dried-serum Raman spectroscopy, then spectra were used in classification models with ROC-based evaluation.
- The result: Predicted probabilities were substantially higher in cancer patients, and the Raman classifier’s discrimination suggests feasibility for a minimally invasive triage test pending prospective validation.
The findingWhy it mattersWhat they didThe result
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- Open access