# Integrative omics and experimental validation reveal METTL17 and SLC27A1 as biomarkers and potential therapeutic targets in chronic kidney disease

**Authors:** Shiyun Ling, Kaifeng Xie, Penghui Chen, Lichang Liang, Xinyu Shi, Renfa Huang

PMC · DOI: 10.3389/fimmu.2026.1724740 · Frontiers in Immunology · 2026-02-13

## TL;DR

This study identifies METTL17 and SLC27A1 as potential biomarkers and therapeutic targets in chronic kidney disease by integrating omics data and experimental validation.

## Contribution

The novel contribution is the identification of METTL17 and SLC27A1 as key genes linking mitochondrial dysfunction and immune imbalance in CKD.

## Key findings

- METTL17 is downregulated and SLC27A1 is upregulated in CKD, correlating with serum creatinine levels.
- Both genes are dysregulated in proximal tubular and smooth muscle cells, with altered ligand–receptor signaling.
- Experimental validation in CKD patients and a UUO mouse model confirms the dysregulation of both genes at mRNA and protein levels.

## Abstract

Chronic kidney disease (CKD) remains a global health challenge characterized by high morbidity and mortality, yet its molecular mechanisms remain incompletely defined. Both mitochondrial dysfunction and macrophage polarization have been implicated in CKD pathogenesis, but the precise gene networks and cellular contexts driving these processes are poorly understood.

An integrative analysis of bulk RNA sequencing, single-cell transcriptomics, and clinical validation was performed to identify key genes linking mitochondrial regulation and macrophage polarization in CKD. Differentially expressed genes were intersected with mitochondria- and macrophage-related gene sets, refined by machine learning, and assessed through functional enrichment, immune infiltration, and network analyses. Single-cell RNA-seq was applied to resolve cellular heterogeneity and ligand–receptor interactions, while experimental validation was carried out in CKD patient peripheral blood samples and a unilateral ureteral obstruction (UUO) mouse model using qPCR, immunohistochemistry, and Western blotting.

A total of METTL17 and SLC27A1 were identified as consistently dysregulated genes across datasets, with METTL17 downregulated and SLC27A1 upregulated. Single-cell analysis localized these alterations primarily to proximal tubular cells (PTCs) and smooth muscle cells (SMCs), where ligand–receptor signaling mediated pathogenic intercellular communication. Immune infiltration analysis revealed selective alterations in naïve B cells, activated NK cells, and γδ T cells, highlighting crosstalk between metabolic and immune pathways. Importantly, both genes showed positive correlations with serum creatinine in CKD patients (e.g., SLC27A1: r = 0.467, P = 0.038), underscoring their clinical relevance. Experimental validation in CKD patient peripheral blood samples (P < 0.01 for both genes) and in a unilateral ureteral obstruction (UUO) mouse model of renal fibrosis confirmed consistent dysregulation: METTL17 was significantly downregulated and SLC27A1 upregulated at both mRNA and protein levels (e.g., immunohistochemistry, P < 0.05). These alterations were spatially localized to proximal tubules and coincided with marked collagen deposition.

This study identifies METTL17 and SLC27A1 as key mediators of CKD progression, bridging mitochondrial dysfunction, metabolic reprogramming, and immune imbalance. These findings provide a translational framework for developing biomarker-driven diagnostics and targeted interventions in CKD.

## Linked entities

- **Genes:** METTL17 (methyltransferase like 17) [NCBI Gene 64745], SLC27A1 (solute carrier family 27 member 1) [NCBI Gene 376497]
- **Diseases:** chronic kidney disease (MONDO:0005300), renal fibrosis (MONDO:0000494)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** CD6 (CD6 molecule) [NCBI Gene 923] {aka TP120}, STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772] {aka CANDF7, IMD31A, IMD31B, IMD31C, ISGF-3, STAT91}, L1CAM (L1 cell adhesion molecule) [NCBI Gene 3897] {aka CAML1, CD171, HSAS, HSAS1, HYCX, MASA}, IGF2 (insulin like growth factor 2) [NCBI Gene 3481] {aka C11orf43, GRDF, IGF-II, PP9974, SRS3}, CXCL8 (C-X-C motif chemokine ligand 8) [NCBI Gene 3576] {aka GCP-1, GCP1, IL8, LECT, LUCT, LYNAP}, SFRP1 (secreted frizzled related protein 1) [NCBI Gene 6422] {aka FRP, FRP-1, FRP1, FrzA, SARP2}, Mettl17 (methyltransferase like 17) [NCBI Gene 52535] {aka 2310032K15Rik, D14Ertd209e, Mett11d1}, IL12B (interleukin 12B) [NCBI Gene 3593] {aka CLMF, CLMF2, IL-12B, IMD28, IMD29, NKSF}, SP7 (Sp7 transcription factor) [NCBI Gene 121340] {aka OI11, OI12, OSX, osterix}, JAG1 (jagged canonical Notch ligand 1) [NCBI Gene 182] {aka AGS, AGS1, AHD, AWS, CD339, CMT2HH}, CD80 (CD80 molecule) [NCBI Gene 941] {aka B7, B7-1, B7.1, BB1, CD28LG, CD28LG1}, FAP (fibroblast activation protein alpha) [NCBI Gene 2191] {aka DPPIV, FAPA, FAPalpha, SIMP}, SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, TGFBR2 (transforming growth factor beta receptor 2) [NCBI Gene 7048] {aka AAT3, FAA3, LDS1B, LDS2, LDS2B, MFS2}, ELF1 (E74 like ETS transcription factor 1) [NCBI Gene 1997] {aka EFTUD1, RIA1}, FOLR2 (folate receptor beta) [NCBI Gene 2350] {aka BETA-HFR, FBP, FBP/PL-1, FR-BETA, FR-P3, FRbeta}, EFNA5 (ephrin A5) [NCBI Gene 1946] {aka AF1, EFL5, EPLG7, GLC1M, LERK7, RAGS}, IL1A (interleukin 1 alpha) [NCBI Gene 3552] {aka IL-1 alpha, IL-1A, IL1, IL1-ALPHA, IL1F1}, HSP90AB1 (heat shock protein 90 alpha family class B member 1) [NCBI Gene 3326] {aka D6S182, HSP84, HSP90B, HSPC2, HSPCB}, APP (amyloid beta precursor protein) [NCBI Gene 351] {aka AAA, ABETA, ABPP, AD1, APPI, CTFgamma}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, RPS3 (ribosomal protein S3) [NCBI Gene 6188] {aka S3, uS3}, EFNA4 (ephrin A4) [NCBI Gene 1945] {aka EFL4, EPLG4, LERK-4, LERK4}, HLA-A (major histocompatibility complex, class I, A) [NCBI Gene 3105] {aka HLAA}, Gapdh (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 14433] {aka Gapd}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, EFNA1 (ephrin A1) [NCBI Gene 1942] {aka B61, ECKLG, EPLG1, GMAN, LERK-1, LERK1}, GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597] {aka G3PD, GAPD, HEL-S-162eP}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, CD74 (CD74 molecule) [NCBI Gene 972] {aka CLIP, DHLAG, HLADG, II, Ia-GAMMA, p33}, Slc27a1 (solute carrier family 27 (fatty acid transporter), member 1) [NCBI Gene 26457] {aka FATP1, Fatp, Vlc27a1}, SLC27A1 (solute carrier family 27 member 1) [NCBI Gene 376497] {aka ACSVL5, FATP, FATP-1, FATP1}, ALCAM (activated leukocyte cell adhesion molecule) [NCBI Gene 214] {aka CD166, MEMD}, CTNNB1 (catenin beta 1) [NCBI Gene 1499] {aka CTNNB, EVR7, MRD19, NEDSDV, armadillo}, COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277] {aka CAFYD, EDSARTH1, EDSC, OI1, OI2, OI3}, ITGB1 (integrin subunit beta 1) [NCBI Gene 3688] {aka CD29, FNRB, GPIIA, MDF2, MSK12, VLA-BETA}, NDUFS2 (NADH:ubiquinone oxidoreductase core subunit S2) [NCBI Gene 4720] {aka CI-49, LHONAR2, MC1DN6}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, CD86 (CD86 molecule) [NCBI Gene 942] {aka B7-2, B7.2, B70, BU63, CD28LG2, CD86 v6}, MRPS7 (mitochondrial ribosomal protein S7) [NCBI Gene 51081] {aka COXPD34, MRP-S, MRP-S7, RP-S7, RPMS7, S7mt}, F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, GDF15 (growth differentiation factor 15) [NCBI Gene 9518] {aka GDF-15, HG, MIC-1, MIC1, NAG-1, PDF}, RTN3 (reticulon 3) [NCBI Gene 10313] {aka ASYIP, HAP, NSPL2, NSPLII, RTN3-A1}, METTL17 (methyltransferase like 17) [NCBI Gene 64745] {aka METT11D1}, PPARA (peroxisome proliferator activated receptor alpha) [NCBI Gene 5465] {aka NR1C1, PPAR, PPAR-alpha, PPARalpha, hPPAR}
- **Diseases:** renal (MESH:D006030), metabolic dysfunction (MESH:D008659), proteinuria (MESH:D011507), MM (MESH:C538399), hypoxic renal injury (MESH:D002534), tumorigenesis (MESH:D063646), AKI (MESH:D058186), ATN (MESH:D007683), Non-alcoholic fatty liver disease (MESH:D065626), renal functional decline (MESH:D060825), vascular lesions (MESH:D014652), CKD (MESH:D051436), Inflammation (MESH:D007249), neurodegeneration (MESH:D019636), Renal interstitial fibrosis (MESH:D005355), Mitochondrial dysfunction (MESH:D028361), PTCs (MESH:D005198), UUO (MESH:D014517), tissue damage (MESH:D017695), inflammatory cytokines (MESH:D000080424), kidney disease (MESH:D007674), GS (MESH:D065309), cardiovascular complications (MESH:D002318), Immune (MESH:D007154), MPRGs (MESH:D055501), VC (MESH:D061205), albuminuria (MESH:D000419), renal tubular injury (MESH:D015499), Diabetic cardiomyopathy (MESH:D058065)
- **Chemicals:** calcium phosphate (MESH:C020243), SDS (MESH:D012967), NO (MESH:D009569), pentobarbital sodium (MESH:D010424), Paraffin (MESH:D010232), Glycerophospholipid (MESH:D020404), Sphingolipid (MESH:D013107), DAB (MESH:C000469), PVDF (MESH:C024865), creatinine (MESH:D003404), ROS (MESH:D017382), ATP (MESH:D000255), citrate (MESH:D019343), paraformaldehyde (MESH:C003043), lipid (MESH:D008055), FAs (MESH:D005227), H2O2 (MESH:D006861), BCA (-), hematoxylin (MESH:D006416)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12946038/full.md

## References

69 references — full list in the complete paper: https://tomesphere.com/paper/PMC12946038/full.md

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Source: https://tomesphere.com/paper/PMC12946038