Mitochondrial stress arises from a variety of sources, including mutations to mitochondrial DNA, the generation of reactive oxygen species, and an insufficient supply of oxygen or fuel. Mitochondrial stress induces a range of dedicated responses that repair damage and restore mitochondrial health. However, a systematic characterization of transcriptional and metabolic signatures induced by distinct types of mitochondrial stress is lacking. Here, we defined how primary human fibroblasts respond to a panel of mitochondrial inhibitors to trigger adaptive stress responses. Using metabolomic and transcriptomic analyses, we established integrated signatures of mitochondrial stress. We developed a tool, stress quantification using integrated datasets (SQUID), to deconvolute mitochondrial stress signatures from existing datasets. Using SQUID, we profiled mitochondrial stress in The Cancer Genome Atlas (TCGA) PanCancer Atlas, identifying a signature of pyruvate import deficiency in IDH1-mutant glioma. Thus, this study defines a tool to identify specific mitochondrial stress signatures, which may be applied to a range of systems.