# Comprehensive in silico analysis of genetic landscape and pathways involved in Stickler syndrome

**Authors:** Ravinder Sharma, Kiran Yadav, Vikas Gupta, Anchal Arora, Vikas Yadav

PMC · DOI: 10.1371/journal.pone.0343405 · PLOS One · 2026-02-20

## TL;DR

This study uses bioinformatics to identify key genes and pathways involved in Stickler syndrome, offering insights for future biomarker and therapeutic development.

## Contribution

The study systematically identifies candidate genes and pathways in Stickler syndrome using in silico methods and suggests potential therapeutic targets.

## Key findings

- 22 candidate genes were identified and linked to biological pathways like extracellular matrix organization.
- Nine hub genes were found in a protein–protein interaction network, with six potentially linked to FDA-approved drugs.
- The findings provide a framework for future biomarker discovery and therapeutic exploration in Stickler syndrome.

## Abstract

Stickler syndrome is a collection of hereditary conditions that impact connective tissue, mainly collagen, and can cause a variety of symptoms, such as joint and bone abnormalities, hearing loss, and visual impairments. Previous studies suggest that mutations in the collagen-encoding genes are a primary cause of SS. These mutations can be inherited from parents to offspring and may vary significantly in terms of severity and symptoms. Besides these mutations, the complex genetic maze underlying SS remains poorly understood, limiting the development of targeted therapeutic and biomarker options. In this study we aimed to identify key genes and molecular pathways potentially involved in SS using bioinformatics approaches, and to explore putative therapeutic directions. In our text mining analysis, we identified 24 distinct genes associated with SS in Homo sapiens, out of which 22 were chosen as candidate genes for enrichment analysis, based on their Gene Ontology (GO) annotations and participation in pertinent biological pathways. Cytoscape-based construction of the protein–protein interaction network revealed a single functional module comprising 22 nodes and 46 edges, from which nine hub genes were identified. Enrichment analysis demonstrated that these genes were predominantly involved in extracellular matrix organization, collagen fibril organization, skeletal system development, and extracellular structural organization, all of which play a critical role in the pathogenesis of SS. Furthermore, drug-gene interaction analysis suggested six of the nine hub genes may be linked to FDA-approved compounds. Our results provide a systematic framework for prioritizing genes and pathways which may pave the way for future studies aimed at biomarker discovery and therapeutic exploration in SS.

## Linked entities

- **Genes:** COL2A1 (collagen type II alpha 1 chain) [NCBI Gene 1280], COL11A1 (collagen type XI alpha 1 chain) [NCBI Gene 1301], COL11A2 (collagen type XI alpha 2 chain) [NCBI Gene 1302], COL9A1 (collagen type IX alpha 1 chain) [NCBI Gene 1297], COL9A2 (collagen type IX alpha 2 chain) [NCBI Gene 1298], COL9A3 (collagen type IX alpha 3 chain) [NCBI Gene 1299], COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277], COL1A2 (collagen type I alpha 2 chain) [NCBI Gene 1278], COL2A1 (collagen type II alpha 1 chain) [NCBI Gene 1280], COL5A1 (collagen type V alpha 1 chain) [NCBI Gene 1289], COL5A2 (collagen type V alpha 2 chain) [NCBI Gene 1290], COL11A1 (collagen type XI alpha 1 chain) [NCBI Gene 1301], COL11A2 (collagen type XI alpha 2 chain) [NCBI Gene 1302], COL9A1 (collagen type IX alpha 1 chain) [NCBI Gene 1297], COL9A2 (collagen type IX alpha 2 chain) [NCBI Gene 1298], COL9A3 (collagen type IX alpha 3 chain) [NCBI Gene 1299], COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277], COL1A2 (collagen type I alpha 2 chain) [NCBI Gene 1278], COL2A1 (collagen type II alpha 1 chain) [NCBI Gene 1280], COL5A1 (collagen type V alpha 1 chain) [NCBI Gene 1289], COL5A2 (collagen type V alpha 2 chain) [NCBI Gene 1290], COL11A1 (collagen type XI alpha 1 chain) [NCBI Gene 1301]
- **Diseases:** Stickler syndrome (MONDO:0019354)
- **Species:** Homo sapiens (taxon 9606)

## Full-text entities

- **Genes:** AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, COL9A2 (collagen type IX alpha 2 chain) [NCBI Gene 1298] {aka DJ39G22.4, EDM2, MED, STL5}, COL5A2 (collagen type V alpha 2 chain) [NCBI Gene 1290] {aka EDSC, EDSCL2}, GZF1 (GDNF inducible zinc finger protein 1) [NCBI Gene 64412] {aka JLSM, ZBTB23, ZNF336}, COL11A1 (collagen type XI alpha 1 chain) [NCBI Gene 1301] {aka CO11A1, COLL6, DFNA37, STL2}, FBN2 (fibrillin 2) [NCBI Gene 2201] {aka CCA, DA9, EOMD}, ALDH7A1 (aldehyde dehydrogenase 7 family member A1) [NCBI Gene 501] {aka ATQ1, EPD, EPEO4, PDE}, COL2A1 (collagen type II alpha 1 chain) [NCBI Gene 1280] {aka ACG2, ANFH, ANFH1, AOM, COL11A3, EDMMD}, COL9A1 (collagen type IX alpha 1 chain) [NCBI Gene 1297] {aka DJ149L1.1.2, EDM6, MED, STL4}, ACAN (aggrecan) [NCBI Gene 176] {aka AGC1, AGCAN, CSPG1, CSPGCP, MSK16, SEDK}, ELN (elastin) [NCBI Gene 2006] {aka ADCL1, SVAS, WBS, WS}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, COL11A2 (collagen type XI alpha 2 chain) [NCBI Gene 1302] {aka DFNA13, DFNB53, FBCG2, HKE5, OSMEDA, OSMEDB}, LOXL3 (lysyl oxidase like 3) [NCBI Gene 84695] {aka LOXL, MYP28}, LRP2 (LDL receptor related protein 2) [NCBI Gene 4036] {aka DBS, GP330, LRP-2}, COL9A3 (collagen type IX alpha 3 chain) [NCBI Gene 1299] {aka DJ885L7.4.1, EDM3, IDD, MED, STL6}, LOX (lysyl oxidase) [NCBI Gene 4015] {aka AAT10}
- **Diseases:** inflammatory (MESH:D007249), Arthritis (MESH:D001168), Ehlers-Danlos spectrum (MESH:D004535), scoliosis (MESH:D012600), back pain (MESH:D001416), short stature (MESH:D006130), Vision impairment (MESH:D014786), hereditary (MESH:D009386), VMA (MESH:D000267), inherited connective tissue disorder (MESH:C535910), orphan disease condition (MESH:D035583), stiffness (MESH:C566112), malignant tumors (MESH:D009369), COVID-19 (MESH:D000086382), vitreoretinal abnormalities (MESH:D058499), TMGs (MESH:C537680), myopia (MESH:D009216), ECM (MESH:C535509), vitreoretinal degeneration (MESH:D012162), joint disease (MESH:D007592), ophthalmic, auditory, and craniofacial abnormalities (MESH:D019465), joint pain (MESH:D018771), ocular, auditory, skeletal, and collagen disorders (MESH:D006311), joint and bone abnormalities (MESH:D001847), skeletal abnormalities (MESH:D009139), muscular degeneration (MESH:D009410), kyphosis (MESH:D007738), Peyronie's disease (MESH:D010411), COPD (MESH:D029424), psoriasis (MESH:D011565), retinal detachment (MESH:D012163), Dupuytren's contracture (MESH:D004387), eye disorders (MESH:D005128), hearing loss (MESH:D034381), Arthro-Ophthalmopathy (MESH:C537492), macular holes (MESH:D012167), cartilage degeneration (MESH:D002357), blindness (MESH:D001766)
- **Chemicals:** Apremilast (MESH:C505730), cGMP (MESH:D006152), DGIdb (-), anagrelide hydrochloride (MESH:C021139), inamrinone (MESH:D000676), cilostazol (MESH:D000077407), roflumilast (MESH:C424423), Ocriplasmin (MESH:C054561), milrinone (MESH:D020105), cyclic nucleotide (MESH:D009712), crisaborole (MESH:C543085), enoximone (MESH:D017335)
- **Species:** Hathewaya histolytica (species) [taxon 1498], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12922992/full.md

## References

40 references — full list in the complete paper: https://tomesphere.com/paper/PMC12922992/full.md

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Source: https://tomesphere.com/paper/PMC12922992