Development and internal validation of the CLIP-M score for advanced mucosal malignant melanoma: exploratory

Burak Pacaci1, Buket Erkan Ozmarasali2, Adem Deligonul2

  • 1Division of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey. burak.pacaci@marmara.edu.tr.

BMC Cancer
|May 23, 2026
PubMed
Abstract

Insights

A new prognostic score, CLIP-M, shows promise for advanced mucosal malignant melanoma (MMM). It integrates clinical and inflammatory factors, offering better risk stratification than the RMH score, though external validation is needed.

Area of Science:

  • Oncology
  • Medical Statistics

Background:

  • Mucosal malignant melanoma (MMM) is a rare, aggressive cancer with a poor prognosis in advanced stages.
  • The utility of the Royal Marsden Hospital (RMH) score in advanced MMM is not well-established.

Purpose of the Study:

  • To develop a novel composite prognostic score for advanced MMM.
  • To compare the performance of the new score against the RMH score.

Main Methods:

  • Analysis of 80 patients with advanced MMM from a multicenter database.
  • Development of the CLIP-M score using multivariable Cox regression on pretreatment inflammatory indices and clinical variables.
  • Internal validation using bootstrap resampling and comparison with RMH score via time-dependent AUCs and Harrell's C-index.

Main Results:

  • The CLIP-M score integrates high SII, age ≥65 years, and non-head & neck primary location.
  • CLIP-M demonstrated numerically superior predictive accuracy compared to RMH at 12, 24, and 36 months.
  • CLIP-M successfully stratified patients into low-risk and high-risk groups with significantly different overall survival.

Conclusions:

  • The CLIP-M score offers exploratory, clinically interpretable risk stratification for advanced MMM.
  • CLIP-M showed numerically higher discrimination than the RMH score.
  • External validation is necessary before widespread clinical implementation of CLIP-M.

Related Concept Videos