Bioinformatics points the way to treating deadly pancreatic cancer
Princeton University News Sep 30, 2017
A new study that sifted through an enormous mass of biomolecular data has significantly advanced our understanding of the genetics of pancreatic cancer and opened up promising treatment avenues.
For the study, researchers analyzed molecular changes in a large sample of malignant pancreatic tumors from 150 patients. A Princeton computer scientist co-led the computational analysis of the dataset, seeking out genetic differences between normal and cancerous cells. Overall, the findings implicate a small number of genes and broader cellular communication pathways as playing major causative roles in the disease. Encouragingly, the study also revealed that a high number of patients pancreatic cancers should benefit from therapies recently available or in clinical trials.
ÂWith this study, our overarching motivation is to obtain a full view of the molecular changes that occur in cancerous cells so we can develop better early detection and treatment methods, said Ben Raphael, a professor of computer science at Princeton.
Raphael is co-lead author of a study in the Aug. 14 issue of the journal Cancer Cell describing the results. The study was undertaken as part of The Cancer Genome Atlas (TCGA), a multi-institute collaboration between the National Cancer Institute and the National Human Genome Research Institute. The project is cataloging the genetic alterations in 33 cancers.
Among the studyÂs major takeaways is corroboration that a gene, called KRAS, is mutated in 93 percent of patients in the study. In the small patient subset without this genetic defect, the analysis indicated that 60 percent nevertheless had mutations to genes that form part of the same signaling pathway as KRAS.
Like a bucket brigade, a signaling pathway passes information, protein-by-protein, from outside of a cell to its nucleus, prompting a cellular response. Drugs could be developed to target individual members of this bucket brigade  including the malfunctioning protein made by mutated KRAS  in order to bring a cell back into healthy order.
ÂKRAS is one of the major cancer-promoting genes in many types of cancer, said Raphael. ÂThe fact that almost every pancreatic cancer patient has a mutation in the KRAS gene, or in genes within the same pathway, suggests that continued progress on treating cancers with mutations in this pathway could ultimately help a substantial patient population.Â
In the nearer term, the study identified genomic changes in pancreatic cancer cells that should be sensitive to current or in-the-pipeline treatments. Some 42 percent of the cancer patients exhibited these sorts of potentially treatable mutations. For example, 8 percent of the studyÂs patients exhibited mutations of genes in the DNA repair pathway. This pathway can be effectively treated with either platinum-based chemotherapy or another class of drugs, poly ADP ribose polymerase (PARP) inhibitors, according to the paperÂs authors.
This specific finding heralds doctors long-sought goal of Âprecision medicine  therapies tailored to an individualÂs cancer profile obtained through sequencing DNA and RNA in a tumor, Raphael said. Historically, approaches to cancer treatment have focused on where it occurs in the body  in the lungs, colon, skin, blood, and so forth. That paradigm is breaking down, as clinicians increasingly characterize the genetics of cancers to reveal drug-targetable mutations, irrespective of bodily location.
ÂEvery cancer patient has essentially a unique set of mutations, but those mutations fall into some common themes that we can go after therapeutically, said Raphael. ÂIn the end, we want to treat patients based on the molecular changes responsible for cancer, rather than treating based on the tissue of origin.Â
The researchers had to overcome significant challenges to reach their conclusions. Unlike most cancers, pancreatic tumors grow diffusely in the organ
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For the study, researchers analyzed molecular changes in a large sample of malignant pancreatic tumors from 150 patients. A Princeton computer scientist co-led the computational analysis of the dataset, seeking out genetic differences between normal and cancerous cells. Overall, the findings implicate a small number of genes and broader cellular communication pathways as playing major causative roles in the disease. Encouragingly, the study also revealed that a high number of patients pancreatic cancers should benefit from therapies recently available or in clinical trials.
ÂWith this study, our overarching motivation is to obtain a full view of the molecular changes that occur in cancerous cells so we can develop better early detection and treatment methods, said Ben Raphael, a professor of computer science at Princeton.
Raphael is co-lead author of a study in the Aug. 14 issue of the journal Cancer Cell describing the results. The study was undertaken as part of The Cancer Genome Atlas (TCGA), a multi-institute collaboration between the National Cancer Institute and the National Human Genome Research Institute. The project is cataloging the genetic alterations in 33 cancers.
Among the studyÂs major takeaways is corroboration that a gene, called KRAS, is mutated in 93 percent of patients in the study. In the small patient subset without this genetic defect, the analysis indicated that 60 percent nevertheless had mutations to genes that form part of the same signaling pathway as KRAS.
Like a bucket brigade, a signaling pathway passes information, protein-by-protein, from outside of a cell to its nucleus, prompting a cellular response. Drugs could be developed to target individual members of this bucket brigade  including the malfunctioning protein made by mutated KRAS  in order to bring a cell back into healthy order.
ÂKRAS is one of the major cancer-promoting genes in many types of cancer, said Raphael. ÂThe fact that almost every pancreatic cancer patient has a mutation in the KRAS gene, or in genes within the same pathway, suggests that continued progress on treating cancers with mutations in this pathway could ultimately help a substantial patient population.Â
In the nearer term, the study identified genomic changes in pancreatic cancer cells that should be sensitive to current or in-the-pipeline treatments. Some 42 percent of the cancer patients exhibited these sorts of potentially treatable mutations. For example, 8 percent of the studyÂs patients exhibited mutations of genes in the DNA repair pathway. This pathway can be effectively treated with either platinum-based chemotherapy or another class of drugs, poly ADP ribose polymerase (PARP) inhibitors, according to the paperÂs authors.
This specific finding heralds doctors long-sought goal of Âprecision medicine  therapies tailored to an individualÂs cancer profile obtained through sequencing DNA and RNA in a tumor, Raphael said. Historically, approaches to cancer treatment have focused on where it occurs in the body  in the lungs, colon, skin, blood, and so forth. That paradigm is breaking down, as clinicians increasingly characterize the genetics of cancers to reveal drug-targetable mutations, irrespective of bodily location.
ÂEvery cancer patient has essentially a unique set of mutations, but those mutations fall into some common themes that we can go after therapeutically, said Raphael. ÂIn the end, we want to treat patients based on the molecular changes responsible for cancer, rather than treating based on the tissue of origin.Â
The researchers had to overcome significant challenges to reach their conclusions. Unlike most cancers, pancreatic tumors grow diffusely in the organ
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