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Roberts, C. W.

Publications and source records attributed to Roberts, C. W..

3 recordsLinked to original sources

Tabular foundation model predicts alternative lengthening of telomeres (ALT) and identifies SMARCAL1 as a target in ALT-driven cancers

Alternative lengthening of telomeres (ALT) is a telomerase-independent pathway used by aggressive cancers to maintain their replicative immortality. Because ALT is absent from normal human cells, it is an appealing target for cancer therapy, but the lack of ability to determine ALT status at scale has hindered discovery. Here, we developed ALTitude, a machine learning method from a tabular foundation model that infers ALT from cell line whole genome sequencing data, without need for paired germline analysis. We deployed ALTitude across the DepMap, doubling the number of known ALT+ cancer models. Systematic integration of ALTitude with CRISPR-Cas9 screens yielded the selective dependency on SMARCAL1 in ALT+ cell lines, where we show it stabilizes the ALT phenotype. Acute depletion of SMARCAL1 leads to G2/M arrest, mitotic catastrophe, and cell death. These data provide a valuable resource for studying ALT-related genomic features and present SMARCAL1 as a therapeutic target for ALT+ malignancies.

cancer biology↗

A PD-1-ST2 axis controls Th2 effector function in tissue via a metabolic checkpoint

Type 2 immune responses characterise both helminth infections and atopic disease such as allergy or asthma, but a better understanding of the mechanisms that regulate these responses is key to improving therapeutic and vaccination strategies. Immuno-metabolic studies over the last two decades have suggested T cell activation broadly requires rapid increases in glycolysis and oxidative phosphorylation. In contrast, we show that CD4+ T helper 2 (Th2) cells activated in vivo, using models of helminth infection, do not acquire a glycolytic metabolism. Instead, we show that Th2 cells solely increase their oxidative metabolism, associated with increased fatty acid uptake. Rather than contributing directly to effector function, our data reveal that Th2 cells switch to fatty acid oxidation downstream of PD-1 signalling to promote expression of the IL-33 receptor (ST2). These data provide insight into the spatial regulation of T cell metabolism, and suggest that PD-1 blockade therapies may be effective in Th2 disorders.

immunology↗

Renal medullary carcinomas depend upon SMARCB1 loss and are sensitive to proteasome inhibition

Renal medullary carcinoma (RMC) is a rare and deadly kidney cancer in patients of African descent with sickle cell trait. Through direct-to-patient outreach, we developed genomically faithful patient-derived models of RMC. Using whole genome sequencing, we identified intronic fusion events in one SMARCB1 allele with concurrent loss of the other allele, confirming that SMARCB1 loss occurs in RMC. Biochemical and functional characterization of these RMC models revealed that RMC depends on the loss of SMARCB1 for survival and functionally resemble other cancers that harbor loss of SMARCB1, such as malignant rhabdoid tumors or atypical teratoid rhabdoid tumors. We performed RNAi and CRISPR-Cas9 loss of function genetic screens and a small-molecule screen and identified UBE2C as an essential gene in SMARCB1 deficient cancers. We found that the ubiquitin-proteasome pathway was essential for the survival of SMARCB1 deficient cancers in vitro and in vivo. Genetic or pharmacologic inhibition of this pathway leads to G2/M arrest due to constitutive accumulation of cyclin B1. These observations identify a synthetic lethal relationship that may serve as a therapeutic approach for patients with SMARCB1 deficient cancers.

cancer biology↗