# Longitudinal deep multi-omics profiling in a CLN3Δex7/8 minipig model identifies biomarker signatures of disease

**Authors:** Mitchell J. Rechtzigel, Brittany Lee, Christine Neville, Ting Huang, Ramón Díaz, Alex Rosa Campos, Khatereh Motamedchaboki, Daniel Hornburg, Tyler B. Johnson, Vicki J. Swier, Jill M. Weimer, Jon J. Brudvig

PMC · DOI: 10.1038/s43856-025-01227-5 · Communications Medicine · 2026-03-03

## TL;DR

Researchers identified blood-based biomarkers for CLN3 disease in a pig model, which could help monitor disease progression and treatment response.

## Contribution

The study provides the most comprehensive multi-omics profiling of serum in a porcine model of CLN3 disease, enabling the discovery of novel biomarker signatures.

## Key findings

- Presymptomatic disease is marked by elevated glycerophosphodiester species and lysosomal proteases.
- Later disease stages show increased immune cell activation and sphingolipid metabolism markers.
- A biomarker index score based on CTSS, CTSB, and specific glycerophospholipids distinguishes healthy from diseased animals.

## Abstract

Development of therapies for CLN3 disease, a rare pediatric lysosomal storage disorder, has been hindered by the lack of etiological insights and translatable biomarkers to clinics.

We used a deep multi-omics approach to discover blood-based biomarkers using longitudinal serum samples from a porcine model of CLN3 disease. Comprehensive metabolomics was combined with a nanoparticle-based LC-MS-based proteomic profiling coupled with TMTpro 18-plex to generate quantitative data on 769 metabolites and 2634 proteins, collectively the most exhaustive multi-omics profile conducted on serum from a porcine model. This was previously impossible due to lack of efficient deep serum proteome profiling technologies compatible with model organisms.

Here we show that the presymptomatic disease state is characterized by elevations in glycerophosphodiester species and lysosomal proteases, while later timepoints are enriched with species involved in immune cell activation and sphingolipid metabolism. Cathepsin S (CTSS), Cathepsin B (CTSB), glycerophosphoinositol, and glycerophosphoethanolamine captured a large portion of the genotype-correlated variation between healthy and diseased animals, suggesting that an index score based on these analytes could have great utility in the clinic.

This study’s findings demonstrate the potential of deep multi-omics profiling for uncovering disease-specific biomarkers, providing valuable insights for understanding disease and facilitating the identification of potential drug targets, thus offering valuable insights for therapeutic interventions.

Batten disease is a rare childhood disorder in which brain cells become damaged and there is a decline in physical and mental abilities. It is difficult to monitor disease progression or response to treatments as there are no established components of the blood (biomarkers) that can be used to identify people with the disease. Identifying such biomarkers is critical to understanding why disease develops and to enable development of treatments. We used a large animal model of Batten disease to investigate whether blood-based biomarkers could be identified. We developed a scoring framework that accurately distinguishes disease from control samples. These findings suggest that the identified biomarkers have the potential to be used to determine response in clinical trials.

Rechtzigel et al. perform a comprehensive multi-omics study using serum from CLN3Δex7-8 minipigs, identifying blood-based molecular changes linked to disease progression. These data are used to create a biomarker scoring framework accurately distinguishing healthy from affected pigs.

## Linked entities

- **Genes:** CLN3 (CLN3 lysosomal/endosomal transmembrane protein, battenin) [NCBI Gene 1201], CTSS (cathepsin S) [NCBI Gene 1520], CTSB (cathepsin B) [NCBI Gene 1508]
- **Proteins:** CTSS (cathepsin S), CTSB (cathepsin B)
- **Chemicals:** glycerophosphoinositol (PubChem CID 167572), glycerophosphoethanolamine (PubChem CID 123874)
- **Diseases:** Batten disease (MONDO:0019262)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Cln3 (CLN3 lysosomal/endosomal transmembrane protein, battenin) [NCBI Gene 12752], IFI30 (IFI30 lysosomal thiol reductase) [NCBI Gene 10437] {aka GILT, IFI-30, IP-30, IP30}, CTSS (cathepsin S) [NCBI Gene 1520], B4GALNT1 (beta-1,4-N-acetyl-galactosaminyltransferase 1) [NCBI Gene 100516440], CAST (calpastatin) [NCBI Gene 831] {aka BS-17, MIR583HG, PLACK}, MAPT (microtubule associated protein tau) [NCBI Gene 4137] {aka DDPAC, FTD1, FTDP-17, MAPTL, MSTD, MTBT1}, NEFL (neurofilament light chain) [NCBI Gene 4747] {aka CMT1F, CMT2E, CMTDIG, NF-L, NF68, NFL}, GBA1 (glucosylceramidase beta 1) [NCBI Gene 449572] {aka GBA}, TFEB (transcription factor EB) [NCBI Gene 7942] {aka ALPHATFEB, BHLHE35, TCFEB}, HEXB (hexosaminidase subunit beta) [NCBI Gene 396958], GYPE (glycophorin E (MNS blood group)) [NCBI Gene 2996] {aka GPE, MNS, MiIX}, Myl2 (myosin, light polypeptide 2, regulatory, cardiac, slow) [NCBI Gene 17906] {aka Gm32672, MLC-2, MLC-2s/v, MLC-2v, Mlc2v, Mylpc}, ADAMTSL4 (ADAMTS like 4) [NCBI Gene 54507] {aka ADAMTSL-4, ECTOL2, TSRC1}, HEXA (hexosaminidase subunit alpha) [NCBI Gene 100142664], Myh7 (myosin, heavy polypeptide 7, cardiac muscle, beta) [NCBI Gene 140781] {aka B-MHC, MYH-beta/slow, MyHC-I, Myhc-b, Myhcb, beta-MHC}, GFAP (glial fibrillary acidic protein) [NCBI Gene 2670] {aka ALXDRD}, CTSB (cathepsin B) [NCBI Gene 1508] {aka APPS, CPSB, KWE, RECEUP}, MYL12B (myosin light chain 12B) [NCBI Gene 103910] {aka MLC-B, MRLC2}, MYL3 (myosin light chain 3) [NCBI Gene 4634] {aka CMH8, MLC-lV/sb, MLC1SB, MLC1V, VLC1, VLCl}, MYL2 (myosin light chain 2) [NCBI Gene 4633] {aka CMH10, MFM12, MLC-2, MLC-2s/v, MLC-2v, MLC2}, GPI (glucose-6-phosphate isomerase) [NCBI Gene 2821] {aka AMF, CNSHA4, GNPI, NLK, PGI, PHI}, B4GALT4 (beta-1,4-galactosyltransferase 4) [NCBI Gene 397380], CLN3 (CLN3 lysosomal/endosomal transmembrane protein, battenin) [NCBI Gene 1201] {aka BTN1, BTS, JNCL, RP101, SLC29B1}, ITGB2 (integrin subunit beta 2) [NCBI Gene 3689] {aka CD18, LAD, LCAMB, LFA-1, MAC-1, MF17}, MYH7 (myosin heavy chain 7) [NCBI Gene 4625] {aka CMD1S, CMH1, CMYO7A, CMYO7B, CMYP7A, CMYP7B}, GYPC (glycophorin C (Gerbich blood group)) [NCBI Gene 2995] {aka CD236, CD236R, GE, GPC, GPD, GYPD}, UCHL1 (ubiquitin C-terminal hydrolase L1) [NCBI Gene 7345] {aka HEL-117, HEL-S-53, NDGOA, PARK5, PGP 9.5, PGP9.5}
- **Diseases:** LSDs (MESH:D016464), neuroinflammation (MESH:D000090862), behavioral abnormalities (MESH:D001523), vision loss (MESH:D014786), degenerative disease (MESH:D019636), inflammation (MESH:D007249), bradycardia (MESH:D001919), neuronal dysfunction (MESH:D009461), seizures (MESH:D012640), autosomal recessive disorder (MESH:D030342), WT (MESH:D006969), Batten disease (MESH:D009472), left ventricular hypertrophy (MESH:D017379), premature death (MESH:D003643), motor and cognitive decline (MESH:D003072), UMAP (MESH:C567162), cardiac and neuronal damage (MESH:D006331), neuronal damage (MESH:D009410)
- **Chemicals:** acetonitrile (MESH:C032159), sphinganine (MESH:C005682), xylazine (MESH:D014991), glycosphingolipid (MESH:D006028), nitrogen (MESH:D009584), FA (MESH:C030544), glycerophosphoinositol (MESH:C014575), glycerophospholipid (MESH:D020404), maleate (MESH:C030272), Glucuronide (MESH:D020719), proline (MESH:D011392), methanol (MESH:D000432), ceramide (MESH:D002518), ACN (MESH:C084683), Peptides (MESH:D010455), isoflurane (MESH:D007530), water (MESH:D014867), phospholipids (MESH:D010743), ammonium bicarbonate (MESH:C027043), arginine (MESH:D001120), dihydroceramide (MESH:C109343), hydroxylamine (MESH:D019811), PFPA (MESH:C000619812), HEPES (MESH:D006531), 3-aminoisobutyrate (-), glycerophosphoethanolamine (MESH:C002449), phosphatidylethanolamine (MESH:C483858), sphingomyelin (MESH:D013109), sphingosine (MESH:D013110), lysine (MESH:D008239), Sphingolipid (MESH:D013107), lipid (MESH:D008055), lactosylceramide (MESH:C009744)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Sus scrofa (pig, species) [taxon 9823], Homo sapiens (human, species) [taxon 9606]

## Full text

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## References

6 references — full list in the complete paper: https://tomesphere.com/paper/PMC12957377/full.md

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Source: https://tomesphere.com/paper/PMC12957377