User login
, new research shows.
The findings could form the basis for development of a noninvasive diagnostic test for ASD and also provide novel therapeutic targets, wrote investigators, led by Siew C. Ng, MBBS, PhD, with the Microbiota I-Center (MagIC), the Chinese University of Hong Kong.
Their study was published online in Nature Microbiology.
Beyond Bacteria
The gut microbiome has been shown to play a central role in modulating the gut-brain axis, potentially influencing the development of ASD.
However, most studies in ASD have focused on the bacterial component of the microbiome. Whether nonbacterial microorganisms (such as gut archaea, fungi, and viruses) or function of the gut microbiome are altered in ASD remains unclear.
To investigate, the researchers performed metagenomic sequencing on fecal samples from 1627 boys and girls aged 1-13 years with and without ASD from five cohorts in China.
After controlling for diet, medication, and comorbidity, they identified 14 archaea, 51 bacteria, 7 fungi, 18 viruses, 27 microbial genes, and 12 metabolic pathways that were altered in children with ASD.
Machine-learning models using single-kingdom panels (archaea, bacteria, fungi, viruses) achieved area under the curve (AUC) values ranging from 0.68 to 0.87 in differentiating children with ASD from neurotypical control children.
A model based on a panel of 31 multikingdom and functional markers achieved “high predictive value” for ASD, achieving an AUC of 0.91, with comparable performance among boys and girls.
“The reproducible performance of the models across ages, sexes, and cohorts highlights their potential as promising diagnostic tools for ASD,” the investigators wrote.
They also noted that the accuracy of the model was largely driven by the biosynthesis pathways of ubiquinol-7 and thiamine diphosphate, which were less abundant in children with ASD, and may serve as therapeutic targets.
‘Exciting’ Possibilities
“This study broadens our understanding by including fungi, archaea, and viruses, where previous studies have largely focused on the role of gut bacteria in autism,” Bhismadev Chakrabarti, PhD, research director of the Centre for Autism at the University of Reading, United Kingdom, said in a statement from the nonprofit UK Science Media Centre.
“The results are broadly in line with previous studies that show reduced microbial diversity in autistic individuals. It also examines one of the largest samples seen in a study like this, which further strengthens the results,” Dr. Chakrabarti added.
He said this research may provide “new ways of detecting autism, if microbial markers turn out to strengthen the ability of genetic and behavioral tests to detect autism. A future platform that can combine genetic, microbial, and simple behavioral assessments could help address the detection gap.
“One limitation of this data is that it cannot assess any causal role for the microbiota in the development of autism,” Dr. Chakrabarti noted.
This study was supported by InnoHK, the Government of Hong Kong, Special Administrative Region of the People’s Republic of China, The D. H. Chen Foundation, and the New Cornerstone Science Foundation through the New Cornerstone Investigator Program. Dr. Ng has served as an advisory board member for Pfizer, Ferring, Janssen, and AbbVie; has received honoraria as a speaker for Ferring, Tillotts, Menarini, Janssen, AbbVie, and Takeda; is a scientific cofounder and shareholder of GenieBiome; receives patent royalties through her affiliated institutions; and is named as a co-inventor of patent applications that cover the therapeutic and diagnostic use of microbiome. Dr. Chakrabarti has no relevant conflicts of interest.
A version of this article first appeared on Medscape.com.
, new research shows.
The findings could form the basis for development of a noninvasive diagnostic test for ASD and also provide novel therapeutic targets, wrote investigators, led by Siew C. Ng, MBBS, PhD, with the Microbiota I-Center (MagIC), the Chinese University of Hong Kong.
Their study was published online in Nature Microbiology.
Beyond Bacteria
The gut microbiome has been shown to play a central role in modulating the gut-brain axis, potentially influencing the development of ASD.
However, most studies in ASD have focused on the bacterial component of the microbiome. Whether nonbacterial microorganisms (such as gut archaea, fungi, and viruses) or function of the gut microbiome are altered in ASD remains unclear.
To investigate, the researchers performed metagenomic sequencing on fecal samples from 1627 boys and girls aged 1-13 years with and without ASD from five cohorts in China.
After controlling for diet, medication, and comorbidity, they identified 14 archaea, 51 bacteria, 7 fungi, 18 viruses, 27 microbial genes, and 12 metabolic pathways that were altered in children with ASD.
Machine-learning models using single-kingdom panels (archaea, bacteria, fungi, viruses) achieved area under the curve (AUC) values ranging from 0.68 to 0.87 in differentiating children with ASD from neurotypical control children.
A model based on a panel of 31 multikingdom and functional markers achieved “high predictive value” for ASD, achieving an AUC of 0.91, with comparable performance among boys and girls.
“The reproducible performance of the models across ages, sexes, and cohorts highlights their potential as promising diagnostic tools for ASD,” the investigators wrote.
They also noted that the accuracy of the model was largely driven by the biosynthesis pathways of ubiquinol-7 and thiamine diphosphate, which were less abundant in children with ASD, and may serve as therapeutic targets.
‘Exciting’ Possibilities
“This study broadens our understanding by including fungi, archaea, and viruses, where previous studies have largely focused on the role of gut bacteria in autism,” Bhismadev Chakrabarti, PhD, research director of the Centre for Autism at the University of Reading, United Kingdom, said in a statement from the nonprofit UK Science Media Centre.
“The results are broadly in line with previous studies that show reduced microbial diversity in autistic individuals. It also examines one of the largest samples seen in a study like this, which further strengthens the results,” Dr. Chakrabarti added.
He said this research may provide “new ways of detecting autism, if microbial markers turn out to strengthen the ability of genetic and behavioral tests to detect autism. A future platform that can combine genetic, microbial, and simple behavioral assessments could help address the detection gap.
“One limitation of this data is that it cannot assess any causal role for the microbiota in the development of autism,” Dr. Chakrabarti noted.
This study was supported by InnoHK, the Government of Hong Kong, Special Administrative Region of the People’s Republic of China, The D. H. Chen Foundation, and the New Cornerstone Science Foundation through the New Cornerstone Investigator Program. Dr. Ng has served as an advisory board member for Pfizer, Ferring, Janssen, and AbbVie; has received honoraria as a speaker for Ferring, Tillotts, Menarini, Janssen, AbbVie, and Takeda; is a scientific cofounder and shareholder of GenieBiome; receives patent royalties through her affiliated institutions; and is named as a co-inventor of patent applications that cover the therapeutic and diagnostic use of microbiome. Dr. Chakrabarti has no relevant conflicts of interest.
A version of this article first appeared on Medscape.com.
, new research shows.
The findings could form the basis for development of a noninvasive diagnostic test for ASD and also provide novel therapeutic targets, wrote investigators, led by Siew C. Ng, MBBS, PhD, with the Microbiota I-Center (MagIC), the Chinese University of Hong Kong.
Their study was published online in Nature Microbiology.
Beyond Bacteria
The gut microbiome has been shown to play a central role in modulating the gut-brain axis, potentially influencing the development of ASD.
However, most studies in ASD have focused on the bacterial component of the microbiome. Whether nonbacterial microorganisms (such as gut archaea, fungi, and viruses) or function of the gut microbiome are altered in ASD remains unclear.
To investigate, the researchers performed metagenomic sequencing on fecal samples from 1627 boys and girls aged 1-13 years with and without ASD from five cohorts in China.
After controlling for diet, medication, and comorbidity, they identified 14 archaea, 51 bacteria, 7 fungi, 18 viruses, 27 microbial genes, and 12 metabolic pathways that were altered in children with ASD.
Machine-learning models using single-kingdom panels (archaea, bacteria, fungi, viruses) achieved area under the curve (AUC) values ranging from 0.68 to 0.87 in differentiating children with ASD from neurotypical control children.
A model based on a panel of 31 multikingdom and functional markers achieved “high predictive value” for ASD, achieving an AUC of 0.91, with comparable performance among boys and girls.
“The reproducible performance of the models across ages, sexes, and cohorts highlights their potential as promising diagnostic tools for ASD,” the investigators wrote.
They also noted that the accuracy of the model was largely driven by the biosynthesis pathways of ubiquinol-7 and thiamine diphosphate, which were less abundant in children with ASD, and may serve as therapeutic targets.
‘Exciting’ Possibilities
“This study broadens our understanding by including fungi, archaea, and viruses, where previous studies have largely focused on the role of gut bacteria in autism,” Bhismadev Chakrabarti, PhD, research director of the Centre for Autism at the University of Reading, United Kingdom, said in a statement from the nonprofit UK Science Media Centre.
“The results are broadly in line with previous studies that show reduced microbial diversity in autistic individuals. It also examines one of the largest samples seen in a study like this, which further strengthens the results,” Dr. Chakrabarti added.
He said this research may provide “new ways of detecting autism, if microbial markers turn out to strengthen the ability of genetic and behavioral tests to detect autism. A future platform that can combine genetic, microbial, and simple behavioral assessments could help address the detection gap.
“One limitation of this data is that it cannot assess any causal role for the microbiota in the development of autism,” Dr. Chakrabarti noted.
This study was supported by InnoHK, the Government of Hong Kong, Special Administrative Region of the People’s Republic of China, The D. H. Chen Foundation, and the New Cornerstone Science Foundation through the New Cornerstone Investigator Program. Dr. Ng has served as an advisory board member for Pfizer, Ferring, Janssen, and AbbVie; has received honoraria as a speaker for Ferring, Tillotts, Menarini, Janssen, AbbVie, and Takeda; is a scientific cofounder and shareholder of GenieBiome; receives patent royalties through her affiliated institutions; and is named as a co-inventor of patent applications that cover the therapeutic and diagnostic use of microbiome. Dr. Chakrabarti has no relevant conflicts of interest.
A version of this article first appeared on Medscape.com.
FROM NATURE MICROBIOLOGY