Introduction 3. Materials and methods 3.1 Animals 3.2 Construction of the VPA-induced rat model of autism 3.3 Experimental groups 3.4 Collection of feces 3.5 16S rRNA gene sequencing 3.6 UHPLC-MS based untargeted metabolomics 3.7 Statistical analysis 4. Results 4.1 Taxonomical characterization of the gut microbiota in male and female VPA rats 4.2 Characteristics of fecal metabolites in male and female VPA rats 4.3 Differential metabolites and KEGG pathways in male and female VPA rats 4.4 Correlation between characteristic genera and characteristic fecal metabolites in male and female VPA rats 5. Discussion 6. Conclusions 7. Author contributions 8. Ethics approval and consent to participate 9. Acknowledgment 10. Funding 11. Conflict of interest 12. References FDR, false discovery rate; GI, gastrointestinal; GM, gut microbiota; KEGG, Kyoto Encyclopedia of Genes and Genomes; UHPLC-MS, ultra-high-performance liquid chromatography-mass spectrometry; LEfSe, linear discriminant analysis effect size; NS, normal saline; OPLS-DA, orthogonal partial least squares discrimination analy-sis; OTU, operational taxonomic unit; PCA, principal component analysis; PCoA, principal coordinate analysis; PCR, polymerase chain reaction; PND, postnatal day; QC, quality control; ROC, receiver operator characteristic; rRNA, ribosomal ribonucleic acid; VIP, variable important in pro-jection; VPA, valproic acid.