Table 3.
Summary of the cross-omics annotation of the 17 candidate causal MASLD proteins
| AHCY | ANPEP | APOCI | APOE | CD33 | FCGR2B | GRHPR | HM0X2 | IL1RN | KRT18 | KRT8 | LPL | NCAN | 0RM1 | RBKS | SCG3 | SORTI | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Direction of the association with MASLD | + | + | - | + | + | + | + | + | + | + | + | - | - | + | + | - | + | ||
| Discovery analysis | MR | MR using either MASLD GWAS sources | X | X | X | X | X | X | X | X | X | ||||||||
| MR using independent MASLD GWAS sources | X | X | X | X | X | ||||||||||||||
| Colocalization | X | X | X | ||||||||||||||||
| MR replicated by Somalogic | X | X | X | X | |||||||||||||||
| MASLD GWAS | Encoding gene genome widely associated with MASLD | X | X | X | X | X | X | X | X | X | X | X | |||||||
| Integrating with multi-dimensional data | Whole exome sequence data | Whole exome sequence data | X | X | |||||||||||||||
| Liver imaging data | Encoding gene genomewide significantly associated with liver MRI | X | X | X | X | ||||||||||||||
| MR with liver MRI | X | X | X | ||||||||||||||||
| Bulk gene expression data in liver tissues | Significant differential gene expression | X | X | X | X | X | X | X | X | X | X | X | |||||||
| Cis-eQTL in or near the encoding gene | X | X | X | X | |||||||||||||||
| MR of gene expression and MASLD | X | X | x | ||||||||||||||||
| Bulk gene expression data in visceral adipose tissues | Significant differential gene expression | X | X | X | X | X | X | X | X | X | X | X | X | ||||||
| Cis-eQTL in or near the encoding gene | X | X | X | X | X | ||||||||||||||
| MR of gene expression and MASLD | X | X | X | X | |||||||||||||||
| RNA-seq data in liver tissue | Significant differential gene expression between MASLD and controls | X | X | X | X | X | |||||||||||||
| Single-cell RNA-seq data in the liver tissue | Significant differential gene expression between MASLD and controls in hepatocytes | X | X | X | X | X | |||||||||||||
| Significant differential gene expression between MASLD and controls in other liver cells except for hepatocytes | X | X | X | X | X | X | X | X | X | X | |||||||||
| Protein data in liver biopsies | Associated with liver steatosis features | X | X | ||||||||||||||||
| Druggability | X | X | X | X | X | X | X | X | |||||||||||
| External exploration | Pathway analysis | Enriched in fatty liver disease | X | X | X | X | X | X | X | ||||||||||
| Enriched in cholesterol metabolism or serum total cholesterol measurement | X | X | X | X | X | X | X | ||||||||||||
| Enriched in liver tissue | X | X | X | X | |||||||||||||||
| MR-PheWAS | Beneficial effect | X | X | X | X | X | |||||||||||||
| Unbeneficial effect | X | X | |||||||||||||||||
| Associated with BMI | Observational association | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | |
| MR with BMI (BMI as exposure) | X | X | X | X | X | X | X | X | X | X | X | X | |||||||
| MR with BMI (BMI as outcome) | X | X | |||||||||||||||||
| Associated with MASLD after adjusted for BMI by multivariable MR | X | X | X | X | X | X | X | X | X | X | X | X | |||||||
Proteins newly associated with MASLD in the current study are marked in bold.