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Gut Microbiotic Features Aiding the Diagnosis of Acute Ischemic Stroke
Lei Xiang1, Yanfeng Lou2, Lingyu Liu3
1Department of Integrative Chinese and Western Medicine, The First Affiliated Hospital of Guangdong Pharmaceutical University, Guangzhou, China.
Abstract:
Increasing evidence suggests that features of the gut microbiota correlate with ischemic stroke. However, the specific characteristics of the gut microbiota in patients suffering different types of ischemic stroke, or recovering from such strokes, have rarely been studied, and potential microbiotic predictors of different types of stroke have seldom been analyzed. We subjected fecal specimens from patients with lacunar or non-lacunar acute ischemic infarctions, and those recovering from such strokes, to bacterial 16S rRNA sequencing and compared the results to those of healthy volunteers. We identified microbial markers of different types of ischemic stroke and verified that these were of diagnostic utility. Patients with two types of ischemic stroke, and those recovering from ischemic stroke, exhibited significant shifts in microbiotic diversities compared to healthy subjects. Cluster of Orthologous Groups of Proteins (COG) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses revealed reduced metabolic and transport-related pathway activities in ischemic stroke patients. We performed fivefold cross-validation using a Random Forest model to identify two optimal bacterial species (operational taxonomic units; OTUs) serving as markers of lacunar infarction; these were Lachnospiraceae (OTU_45) and Bacteroides (OTU_4), and the areas under the receiver operating characteristic curves (AUCs under the ROCs) were 0.881 and 0.872 respectively. In terms of non-lacunar acute ischemic infarction detection, the two optimal species were Bilophila (OTU_330) and Lachnospiraceae (OTU_338); the AUCs under the ROCs were 0.985 and 0.929 respectively. In post-ischemic stroke patients, the three optimal species were Pseudomonas (OTU_35), Sphingomonadaceae (OTU_303), and Akkermansia (OTU_9); the AUCs under the ROCs were 1, 0.897, and 0.846 respectively. Notably, the gut microbial markers were of considerable value for utility when diagnosing lacunar infarction, non-lacunar acute ischemic infarction, and post-ischemic stroke. This study is the first to characterize the gut microbiotic profiles of patients with lacunar or non-lacunar, acute ischemic strokes, and those recovering from stroke, and to identify microbiotic predictors of such strokes.
Insights
Gut microbiota profiles differ significantly in patients with lacunar or non-lacunar ischemic stroke and during recovery. Specific bacterial species serve as valuable diagnostic markers for different stroke types and recovery stages.
Area of Science:
- Microbiology
- Neurology
- Gastroenterology
Background:
- Gut microbiota composition is increasingly linked to ischemic stroke.
- Limited research exists on gut microbial profiles in different ischemic stroke types or during recovery.
- Potential microbial predictors for various stroke types remain largely unanalyzed.
Purpose of the Study:
- To characterize gut microbiotic profiles in patients with lacunar or non-lacunar acute ischemic stroke and during recovery.
- To identify specific microbial markers for different ischemic stroke types.
- To evaluate the diagnostic utility of these microbial markers.
Main Methods:
- Fecal specimens from ischemic stroke patients (lacunar, non-lacunar, recovering) and healthy volunteers were analyzed using bacterial 16S rRNA sequencing.
- Cluster of Orthologous Groups of Proteins (COG) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses were performed.
- A Random Forest model with fivefold cross-validation was employed to identify microbial predictors.
Main Results:
- Significant shifts in gut microbiotic diversity were observed in ischemic stroke patients compared to healthy subjects.
- Reduced metabolic and transport-related pathway activities were noted in ischemic stroke patients.
- Specific bacterial species were identified as diagnostic markers with high AUCs for lacunar infarction (Lachnospiraceae, Bacteroides), non-lacunar acute ischemic infarction (Bilophila, Lachnospiraceae), and post-ischemic stroke recovery (Pseudomonas, Sphingomonadaceae, Akkermansia).
Conclusions:
- Gut microbial profiles differ significantly across ischemic stroke types and during recovery.
- Identified microbial markers demonstrate considerable diagnostic utility for lacunar infarction, non-lacunar acute ischemic infarction, and post-stroke recovery.
- This study provides the first characterization of gut microbiotic profiles and predictors in these patient groups.
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