Evidence map›Paper›PMID 42174513›Full record

ArticleBMC cancer2026

Development and internal validation of the CLIP-M score for advanced mucosal malignant melanoma: exploratory prognostic stratification and comparative assessment with the RMH score.

Burak Pacaci, Buket Erkan Ozmarasali, Adem Deligonul, Ali Fuat Gurbuz, Melek Karakurt Eryilmaz, Suheda Atas Ipek, Nisanur Sariyar Busery, Emre Yilmaz, Mustafa Alperen Tunc, Ali Kaan Guren and 5 more

Abstract readComparative StudyMulticenter StudyValidation Study
In one paragraph

Article in BMC cancer, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors.

Burak PacaciDivision of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey. burak.pacaci@marmara.edu.tr.ORCID http://orcid.org/0000-0002-9543-9053
Buket Erkan OzmarasaliDivision of Medical Oncology, Department of Internal Medicine, Bursa Uludag University Medicine Faculty, Bursa, 16059, Turkey.ORCID http://orcid.org/0000-0003-2843-2748
Adem DeligonulDivision of Medical Oncology, Department of Internal Medicine, Bursa Uludag University Medicine Faculty, Bursa, 16059, Turkey.ORCID http://orcid.org/0009-0001-3931-0191
Ali Fuat GurbuzDivision of Medical Oncology, Department of Internal Medicine, Necmettin Erbakan University, Konya, 42080, Turkey.ORCID http://orcid.org/0000-0003-1455-471X
Melek Karakurt EryilmazDivision of Medical Oncology, Department of Internal Medicine, Necmettin Erbakan University, Konya, 42080, Turkey.ORCID http://orcid.org/0000-0003-2597-5931
Suheda Atas IpekDivision of Medical Oncology, Department of Internal Medicine, Cukurova University Faculty of Medicine Balcali Hospital, Adana, 01790, Turkey.ORCID http://orcid.org/0000-0003-1377-0488
Nisanur Sariyar BuseryDivision of Medical Oncology, Department of Internal Medicine, Health Science University, Kartal Dr. Lutfi Kirdar City Hospital, Istanbul, 34865, Turkey.ORCID http://orcid.org/0000-0001-5863-3511
Emre YilmazDivision of Medical Oncology, Department of Internal Medicine, Sakarya University Faculty of Medicine, Sakarya, 54100, Turkey.ORCID http://orcid.org/0000-0003-2992-9860
Mustafa Alperen TuncDivision of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey.ORCID http://orcid.org/0000-0002-1537-3032
Ali Kaan GurenDivision of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey.ORCID http://orcid.org/0000-0002-3562-5006
Erkam KocaaslanDivision of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey.ORCID http://orcid.org/0000-0002-8994-2904
Ahmet DemirelDivision of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey.ORCID http://orcid.org/0000-0001-8162-8294
Firat AkagunduzDivision of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey.ORCID http://orcid.org/0000-0001-7969-9464
Nazim Can DemircanDivision of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey.ORCID http://orcid.org/0000-0001-6630-5278
Osman KostekDivision of Medical Oncology, Department of Internal Medicine, Marmara University Faculty of Medicine, Istanbul, 34854, Turkey. osman.kostek@marmara.edu.tr.ORCID http://orcid.org/0000-0002-1901-5603

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMucosal malignant melanoma (MMM) is a rare, aggressive malignancy with poor prognosis in the advanced setting. Although the Royal Marsden Hospital (RMH) score is widely used in advanced malignancies, its utility in advanced MMM remains insufficiently characterized. We aimed to develop a composite prognostic score and compare its performance with RMH.

methodsWe analyzed 80 patients with advanced MMM (metastatic or unresectable) from a multicenter database. Pretreatment inflammatory indices and clinical variables were evaluated. The CLIP-M score (Clinical and Inflammatory Prognostic Score in Mucosal Melanoma) was derived from independent predictors in multivariable Cox regression and internally validated by bootstrap resampling. Predictive accuracy was compared with RMH using time-dependent AUCs, Harrell's C-index, and Kaplan-Meier estimates.

resultsDuring a median follow-up of 65.2 months, 63 deaths occurred. SII was selected as the biological component. CLIP-M integrated high SII (≥ 789; derived by 12-month time-dependent ROC analysis), age ≥ 65 years, and non-head & neck primary location. Time-dependent AUCs numerically favored CLIP-M over RMH at 12 months (0.731 vs. 0.613), 24 months (0.824 vs. 0.680), and 36 months (0.863 vs. 0.697), with a nominal 36-month between-model difference that did not remain significant after correction for three time horizons (ΔAUC = 0.166; nominal p = 0.039). Bootstrap internal validation showed moderate discrimination, with apparent and optimism-corrected C-indices of 0.648, and acceptable 12-month calibration. CLIP-M stratified patients into low-risk (score 0-1) and high-risk (score 2-3) groups with divergent median overall survival (24.8 vs. 6.4 months; HR 4.03, 95% CI 2.25-7.22; p < 0.001).

conclusionCLIP-M provided exploratory, clinically interpretable risk stratification in advanced MMM and showed numerically higher discrimination than RMH; however, optimism-corrected performance was moderate and external validation is required before clinical implementation.

Indexed as

MelanomaMucous MembraneAdultAgedAged, 80 and overFemaleHumansKaplan-Meier EstimateMaleMiddle AgedPrognosisCLIP-M scoreMucosal melanomaPrognosisRisk stratificationRMH scoreSII

Identifiers

PMID42174513
PMCPMC13371654

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