Pyruvate dehydrogenase complex deficiency (PDCD) is a defect of aerobic carbohydrate metabolism that causes neurological disorders with varying degrees of severity. We report the clinical, biochemical, and molecular findings in patients with primary and secondary PDCD caused by novel atypical genetic variants. Whole-genome sequencing (WGS) identified the synonymous variants c.447A>G, p.(Lys149=) and c.570C>T, p.(Cys190=) in pyruvate dehydrogenase E1 subunit alpha 1 (PDHA1), the deep intronic variants c.1023+2267G>A and c.1023+2302A>G in pyruvate dehydrogenase complex component X (PDHX), and c.185+15054G>A in thiamine pyrophosphokinase (TPK1). Analysis by Sanger and RNA sequencing of cDNA from patient blood and/or cultured fibroblasts showed that the synonymous variants in PDHA1 lead to aberrant splicing and skipping of exons 5 and 5-6 in one of the patients and transcripts lacking exon 6 in the other. The deep intronic variants in PDHX and TPK1 lead to insertion of intronic sequence in the corresponding transcripts. The splice defects in PDHA1 were more pronounced in cultured fibroblasts than in blood. Our findings expand the spectrum of pathogenic variants causing PDCD and highlight the importance of atypical variants leading to aberrant splicing. The severity of the splice defects and resulting biochemical dysfunction varied between tissues, stressing the importance of performing biochemical and transcript analysis in affected tissues. The two males with hemizygous synonymous PDHA1 variants have a mild phenotype and higher PDH enzyme activity than expected, which is consistent with aberrant but leaky splicing with a proportion of the transcripts remaining correctly spliced.