Ecological risk assessment and source apportionment of potentially toxic elements in an emerging mining zone region of northwestern Ghana

• V (125.14 mg/kg), Cr (101.84), and Zn (77.45) showed the highest mean concentrations. • SOM and Spectral Clustering revealed two clusters. • Cluster 1 (lithogenic) and Cluster 2 is linked to ASGM-related contamination. • Igeo and RI indicated moderate ecological risk, especially near Chasea and Dagbori. • As and Pb posed the highest toxicological concern despite lower concentrations. The expansion of artisanal and small-scale gold mining (ASGM) in northern Ghana, driven by rising global gold prices, has raised concerns over soil contamination by potentially toxic elements (PTEs). This study aimed to assess the spatial distribution, pollution levels, and ecological risks associated with PTEs in an emerging mining area in northwestern Ghana. A total of 704 surface soil samples were collected and analysed using Energy Dispersive X-ray Fluorescence (ED-XRF) spectroscopy to quantify 8 PTEs: As, Pb, Cr, Zn, Ni, Cu, Co, and V. The results indicated elevated concentrations of Vanadium (V: 2.35–372.84 mg/kg; mean = 125.14 mg/kg), Chromium (Cr: 8.10–331.99 mg/kg; mean = 101.84 mg/kg), and Zinc (Zn: 4.15–231.43 mg/kg; mean = 77.45 mg/kg), which dominated the soil geochemistry. Arsenic and Lead showed lower mean concentrations (As: 11.82 mg/kg; Pb: 12.32 mg/kg) but presented higher ecological risks due to their toxicity. Multivariate analyses using Self-Organising Maps (SOM) and Spectral Clustering revealed two main elemental clusters; Cluster 1 (lithogenic origin) and Cluster 2 (anthropogenic influence). Pollution assessment through the geo-accumulation index (Igeo) and potential ecological risk index (RI) indicated moderate pollution levels, with hotspots around Chasea and Dagbori. Although the overall pollution risk remains moderate compared to Ghana’s southern mining zones, the emergence of spatially concentrated contamination suggests an early warning signal. These highlight the need for preventive environmental monitoring and inclusive policy action to preserve soil health in Ghana’s fragile northern ecosystems.