Evidence map›Paper›PMID 40801941›Full record

ArticleHuman genetics2025

Mutation-aware formulation: a genomic framework for equitable global dermocosmetics.

Eqram Rahman, William Richard Webb, Parinitha Rao, Jean D A Carruthers

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Article in Human genetics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

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

4 authors.

Eqram RahmanResearch and Innovation Hub, Innovation Aesthetics, London, UK. Eqram.rahman@gmail.com.ORCID http://orcid.org/0000-0002-8443-8338
William Richard WebbResearch and Innovation Hub, Innovation Aesthetics, London, UK.ORCID http://orcid.org/0000-0002-2701-626X
Parinitha RaoThe Skin Address, Aesthetic Dermatology Practice, Bangalore, India.
Jean D A CarruthersDepartment of Ophthalmology, University of British Columbia, Vancouver, BC, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite advances in dermatogenomics, the global skincare industry continues to rely on generalized formulation strategies that overlook population-specific genetic variation. This study introduces a mutation-aware framework that bridges this translational gap through two novel metrics: the Mutation Burden Index (MBI)-which quantifies regional genetic vulnerability across nine core skin function domains-and the Population Compatibility Burden (PCB)-which measures the alignment between current commercial formulations and regional genomic needs. Using a curated database of more than 200 authenticated cosmeceutical products, we mapped ingredient functionality against regional MBI profiles. Results reveal a stark compatibility gap: regions with the highest burden (e.g., Africa, South Asia) receive the least functionally aligned products, with average compatibility scores as low as 0.35. In contrast, Europe-despite lower burden-achieves scores > 0.70. Simulated formulations informed by MBI scores increased compatibility to > 0.80 in underserved regions, demonstrating the potential for 50% gains in biological relevance without individualized genotyping. A machine learning classifier trained on MBI vectors achieved strong performance (F1 = 0.837), and SHAP-based interpretation highlighted barrier and pigmentation pathways as key drivers of product-region mismatch. In contrast to commercial AI platforms offer black-box personalization with minimal genomic input and no interpretability, our model provides transparent, biologically grounded, and reproducible formulation logic. By repositioning personalization from individual-level luxury to population-scale equity, this work establishes a practical foundation for genomically aligned skincare-anchored in functional biology, enabled by AI, and designed for global impact.

Indexed as

CosmeceuticalsGenomicsMutationSkinHumansSkin CareCosmeceuticals

Identifiers

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.