Research paves way for improved colorectal cancer test
Baylor College of Medicine News Apr 26, 2017
Researchers at Baylor College of Medicine and other institutions have identified specific types of bacteria that seem to be abundant in individuals with colorectal cancer. Using a combination of markers specific for these fecal microbes, scientists anticipate that a noninvasive, sensitive clinical diagnostic test potentially can be developed.
The study was published in the journal Gut.
ÂA number of studies have shown an association between fecal microbes and colorectal cancer; however, there is limited agreement in the types of microbes reported, said first author Dr. Manasi Shah, who was a graduate student at the University of Texas School of Public Health during the course of this project.
Researchers reanalyzed raw bacterial DNA sequence data from several studies and confirmed previously reported types of bacteria associated with colorectal cancer and identified other bacteria not previously associated with the disease. ÂIn our experience, collecting the raw data from the published studies was an uphill task, Shah said. ÂSome studies shared all the sample–associated microbial DNA sequences and clinical data, others only shared partial data or did not share any data at all. After much effort, I was able to gather data from nine of 12 published studies. This highlights the need for an initiative to encourage investigators to share their data upon publication, which will help wider dissemination and reproducibility in the field.Â
The researchers also had to overcome the difficulties posed by the diversity of technological approaches used by different laboratories analyzing the samples.
ÂThis was an incredibly large, complex multinational study, said co–author Todd DeSantis, co–founder and vice president of informatics at Second Genome Inc. ÂWe saw many differences between medical centers in the way each collected and stored stool samples and in the methods used to process the bacterial DNA in stools. These differences can be problematic for identifying the bacterial strains that proliferate in cancer patients, but our Second Genome KnowlegeBase Team, led by co–author Thomas Weinmaier, found ways to enhance our software platform to address these differences along the way. The findings that emerged from this challenging data set helped validate our platform, and in the process we were able to deliver high–quality insights to advance our collaboration with Dr. Hollister.Â
After reanalyzing large amounts of raw bacterial DNA sequence data from several studies uniformly using a variety of statistical tools, the scientists confirmed previously reported types of bacteria associated with colorectal cancer and identified other bacteria not previously associated with the disease.
ÂThe fact that even when we combined several different studies we could correctly classify a sample as a colorectal cancer case or control with 80 percent accuracy solely based on microbial abundances was very encouraging, Shah said. ÂThis is a promising first step to develop a noninvasive test that might be used in the detection of colorectal cancer, supplementing colonoscopy or fecal occult blood tests, Hollister said.
ÂThe same strategy could be applied for developing diagnostic tests or therapeutics for other diseases such as inflammatory bowel disease, nonalcoholic steatohepatitis, type 2 diabetes and AlzheimerÂs disease, among others for which the microbiome is currently being investigated, Shah said.
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The study was published in the journal Gut.
ÂA number of studies have shown an association between fecal microbes and colorectal cancer; however, there is limited agreement in the types of microbes reported, said first author Dr. Manasi Shah, who was a graduate student at the University of Texas School of Public Health during the course of this project.
Researchers reanalyzed raw bacterial DNA sequence data from several studies and confirmed previously reported types of bacteria associated with colorectal cancer and identified other bacteria not previously associated with the disease. ÂIn our experience, collecting the raw data from the published studies was an uphill task, Shah said. ÂSome studies shared all the sample–associated microbial DNA sequences and clinical data, others only shared partial data or did not share any data at all. After much effort, I was able to gather data from nine of 12 published studies. This highlights the need for an initiative to encourage investigators to share their data upon publication, which will help wider dissemination and reproducibility in the field.Â
The researchers also had to overcome the difficulties posed by the diversity of technological approaches used by different laboratories analyzing the samples.
ÂThis was an incredibly large, complex multinational study, said co–author Todd DeSantis, co–founder and vice president of informatics at Second Genome Inc. ÂWe saw many differences between medical centers in the way each collected and stored stool samples and in the methods used to process the bacterial DNA in stools. These differences can be problematic for identifying the bacterial strains that proliferate in cancer patients, but our Second Genome KnowlegeBase Team, led by co–author Thomas Weinmaier, found ways to enhance our software platform to address these differences along the way. The findings that emerged from this challenging data set helped validate our platform, and in the process we were able to deliver high–quality insights to advance our collaboration with Dr. Hollister.Â
After reanalyzing large amounts of raw bacterial DNA sequence data from several studies uniformly using a variety of statistical tools, the scientists confirmed previously reported types of bacteria associated with colorectal cancer and identified other bacteria not previously associated with the disease.
ÂThe fact that even when we combined several different studies we could correctly classify a sample as a colorectal cancer case or control with 80 percent accuracy solely based on microbial abundances was very encouraging, Shah said. ÂThis is a promising first step to develop a noninvasive test that might be used in the detection of colorectal cancer, supplementing colonoscopy or fecal occult blood tests, Hollister said.
ÂThe same strategy could be applied for developing diagnostic tests or therapeutics for other diseases such as inflammatory bowel disease, nonalcoholic steatohepatitis, type 2 diabetes and AlzheimerÂs disease, among others for which the microbiome is currently being investigated, Shah said.
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