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← All articlesEditorial brief · abstract-levelScore 66/100Confidence medium
biorxiv2026-08-13cancerproteomicsmethodsimmunology

Automated FFPE melanoma proteomes: regressing tumors run hotter mitochondria and quieter complement

A Tecan Fluent 780 automated deparaffinization workflow beats manual processing on 54 primary cutaneous melanomas (6,146 vs 4,941 proteins, less technical noise) while keeping global profiles comparable (8,305 proteins shared, 96.1%). In tumors with histological regression (21 vs 33), 97 proteins are up and 226 down. Enrichment says higher mitochondrial and translational activity and lower innate-immune/complement pathways in regressing lesions. Survival does not differ in this early-stage cohort. Digital pathology says morphology survives automation.

Mito.news · at a glance

Signal profile (abstract-level)

cancer · proteomics · methods · immunology

Score 66/100BIORXIVmedium confidencecancer
66
Importance
50
Mito signal
39
Dysfunction
93
Evidence
50
Translational

Editorial signal profile from the abstract (importance score, mito keywords, dysfunction tags, evidence density, translational cues). Not a figure reproduced from the preprint PDF.

Finding. An automated FFPE wash finds more melanoma proteins, more quietly, than a human at the bench, and it does not scramble the proteome. In 54 primary cutaneous melanomas, mostly early stage, tumors that show histological regression look mitochondrially and translationally busier and innate-immune/complement quieter. Survival does not move in this cohort. The tissue still looks like tissue under digital pathology.

Why this paper matters

FFPE archives are the only way most melanoma history exists as protein. Deparaffinization is the step that usually wrecks yield. Automating it without breaking morphology or global profiles is infrastructure. The regression signature is the biology: mitochondria and ribosomes up, complement down.

What they actually measured

54 patients, automated versus manual protein IDs and variance, overlap statistics, regression DE (97/226), pathway enrichment, survival, digital pathology.

How to read the score

Mid sixties. Methods plus a mitochondrial pathway hint. Score 66.

What to do with it

If you run FFPE proteomics, take the Fluent workflow numbers. If you study melanoma regression, pull the mitochondrial and complement protein lists. Do not call regression a survival biomarker from this brief. The directional implication is that regressing early melanomas are proteomically more mitochondrial and less complement-inflamed.

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Source preprint

From Routine Pathology to Precision Oncology: Automated FFPE Tissue Processing for Large-Scale Molecular Studies

10.64898/2026.08.12.744404

Guedes J, Sliwa-Gonzalez A, Szadai L, Geiger P, Woldmar N, Reyes MA, Bastida RA, Coto DLF, Oskolas H, Marko-Varga M, Schultz L, Appelqvist R, Wieslander E, Malm J, Marko-Varga G, Gil J.

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