Background: Pulmonary hypertension (PH) frequently arises as a complication of systemic sclerosis (SSc), and is a major cause of death among patients with this condition. Pulmonary vasculopathy in SSc is characterized by endothelial dysfunction with subsequent remodeling of the pulmonary vasculature, especially arterioles and small arteries. Characterization of transcriptional regulators driving the pathological changes in arterial endothelial cells (ECs) is critical to understanding pathogenic mechanisms underlying SSc-associated vasculopathy. Methods and Results: We performed single-cell multiome sequencing to simultaneously profile the transcriptome and epigenome of explanted lung tissue from SSc-PH patients (n = 9) and healthy donors (n = 6). We identified co-regulated genes and candidate enhancer regions associated with transcription factors (TFs) across different EC cell states using SCENIC+. Gene regulatory network analysis revealed SOX6 as a key transcription factor for the arterial EC phenotype associated with SSc-PH. 71 genes and 153 regions were predicted to be regulated by SOX6. Notably, SOX6 was the only SOX family member significantly upregulated in SSc-PH arterial ECs (fold change = 40.0, adjusted p-value = 6.1*10 -21 ). Putative bound TF motif instances accounting for chromatin accessibility in the candidate enhancer regions were identified using the base-resolution deep learning model, ChromBPNet. Consistent with SCENIC+ predictions, cell-state specific ChromBPNet models revealed higher putative TF occupancy at SOX motif instances across the genome. In addition, we identified SOX/ETS composite motif instances showing higher putative occupancy in SSc-PH arterial ECs, which may support cooperative binding of SOX proteins with ETS family members. Conclusions: These data provide novel insight into transcriptional regulatory programs of arterial ECs in SSc-PH and highlight SOX6 as a key contributor.