A Complex Case of Retinoblastoma Solved by the Combined Approach of Humor/Plasma cfDNA-NGS and LR-WGS
Abstract
1. Introduction
2. Materials and Methods
2.1. Patient Enrolment
2.2. Genomic DNA Isolation and Analysis
2.3. Clinical Exome Sequencing (CES)
2.4. Methylation-Specific Multiplex Ligation-Dependent Probe Amplification (MS-MLPA) Analysis
2.5. Cell-Free fDNA (cf-DNA) Isolation and Next-Generation Sequencing (NGS) Liquid Biopsy Analysis
2.6. Long-Read–Whole-Genome Sequencing (LR-WGS)
- Clair3 for single-nucleotide variants (SNVs) and small indel calling,
- Sniffles2 for structural variant (SV) detection,
- modkit for the extraction and quantification of methylation (5-mC and 5-hmC) from modBAM files,
- Straglr for the identification of short tandem repeat (STR) expansions,
- Spectre for genome-wide copy number variation (CNV) profiling.
3. Case Description
3.1. Results
3.1.1. Clinical Exome Sequencing (CES) and MS-MLPA Results
3.1.2. Liquid Biopsy Results
3.1.3. Long-Read–Whole-Genome Sequencing (LR-WGS) Results
4. Discussion
4.1. Molecular Findings and RB1 Pathogenic Variant
4.2. Somatic Copy Number Alterations (SCNAs) and Oncogenic Drivers
4.3. Additional Molecular Findings
4.4. Chromosomal Duplication and Rare Genetic Events
4.5. Limitations of the Study
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AH | Aqueous humor |
| ACMG | American College of Medical Genetics and Genomics |
| AMP | Association for Molecular Pathology |
| ART | Assisted reproductive technology |
| AURKA | Aurora kinase A |
| cfDNA | Cell-free DNA |
| ctDNA | Circulating tumor DNA |
| CNV | Copy number variation |
| HAC | High accuracy |
| HBV | Hepatitis B Virus |
| HE | Hematoxylin/Eosin |
| IGV | Integrative Genomics Viewer |
| INDEL | Insertion/deletion |
| lnRNA | Long non-coding RNA |
| LR | Long read |
| MRI | Magnetic resonance image |
| MSI | Microsatellite instability |
| MS-MLPA | Methylation-Specific Multiplex ligation probe amplification |
| NGS | Next-generation sequencing |
| ONT | Oxford Nanopore Technology |
| pRB | Retinoblastoma Protein |
| RB | Retinoblastoma |
| SCNA | Somatic copy number alteration |
| SNV | Single-nucleotide variant |
| STR | Short tandem repeat |
| SV | Structural variant |
| TGS | Third-generation sequencing |
| TMB | Tumor mutational burden |
| TSO | TruSight Oncology |
| VAF | Variant allele frequency |
| VUS | Variant of uncertain significance |
| WES | Whole-exome sequencing |
| WGS | Whole-genome sequencing |
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| HUMOR-cfDNA NGS Liquid Biopsy | PLASMA-cfDNA NGS Liquid Biopsy | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CNV | CNV | ||||||||
| Gene | Chr | Cytoband | Interval | Fold Change | Gene | Chr | Cytoband | Interval | Fold Change |
| MDM4 | 1 | 1q32.1 | 204,485,505–204,526,342 | 1.4 | MDM4 | 1 | 1q32.1 | / | / |
| ALK | 2 | 2p23.2 | 29,416,088–30,143,527 | 1.3 | ALK | 2 | 2p23.2 | / | / |
| TFRC | 3 | 3q29 | 195,776,752–195,806,640 | 0.5 | TFRC | 3 | 3q29 | / | / |
| CCND3 | 6 | 6p21.2 | 41,903,676–42,014,927 | 1.4 | CCND3 | 6 | 6p21.2 | / | / |
| BRAF | 7 | 7q34 | 140,434,395–140,624,505 | 1.1 | BRAF | 7 | 7q34 | / | / |
| FGF3 | 11 | 11q13.3 | 69,623,035–69,635,441 | 0.8 | FGF3 | 11 | 11q13.3 | / | / |
| FGF9 | 13 | 13q12.11 | 22,245,512–22,278,213 | 0.6 | FGF9 | 13 | 13q12.11 | / | / |
| BRCA2 | 13 | 13q13.1 | 32,890,596–32,972,909 | 0.8 | BRCA2 | 13 | 13q13.1 | / | / |
| HUMOR-cfDNA NGS Liquid Biopsy | PLASMA-cfDNA NGS Liquid Biopsy | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SNV | SNV | ||||||||||||
| Gene | Chr | Variant | CADD | VAF % | Read Depth | ACMG Class | Gene | Chr | Variant | CADD | VAF % | Read Depth | ACMG Class |
| FANCD2 | 3 | c.573C>G p.(Ser191Arg) | 9.7 | 49 | 1181 | VUS | FANCD2 | 3 | c.573C>G p.(Ser191Arg) | 9.7 | 49 | 604 | VUS |
| FGFR4 | 5 | c.1162G>A p.(Gly388Arg) | 23.6 | 48 | 1942 | Benign | FGFR4 | 5 | c.1162G>A p.(Gly388Arg) | 23.6 | 48 | 602 | Benign |
| PMS2 | 7 | c.20C>G p.(Ser7Trp) | 13.38 | 0.8 | 891 | VUS | PMS2 | 7 | / | / | / | / | / |
| BRCA2 | 13 | c.7871A>G p.(Tyr2624Cys) | 26.7 | 1.3 | 1051 | VUS | BRCA2 | 13 | c.7871A>G p.(Tyr2624Cys) | 26.7 | 45 | 596 | VUS |
| RB1 | 13 | c.1498+2T>C | 32 | 98.5 | 1177 | Pathogenic | RB1 | 13 | / | / | / | / | / |
| STK11 | 19 | c.1069G>A p.(Glu357Lys) | 24 | 3.9 | 1294 | VUS | STK11 | 19 | / | / | / | / | / |
| CHEK2 | 22 | c.1117A>G p.(Lys373Glu) | 27.7 | 3.5 | 1888 | VUS | CHEK2 | 22 | / | / | / | / | / |
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Innamorato, S.; Basso, S.L.; Belakhdar, O.; Bruttini, M.; Fallerini, C.; Huseynli, H.; Caccialupi, G.; Pasquinelli, E.; Adduci, M.; Signori, G.; et al. A Complex Case of Retinoblastoma Solved by the Combined Approach of Humor/Plasma cfDNA-NGS and LR-WGS. Genes 2025, 16, 1399. https://doi.org/10.3390/genes16121399
Innamorato S, Basso SL, Belakhdar O, Bruttini M, Fallerini C, Huseynli H, Caccialupi G, Pasquinelli E, Adduci M, Signori G, et al. A Complex Case of Retinoblastoma Solved by the Combined Approach of Humor/Plasma cfDNA-NGS and LR-WGS. Genes. 2025; 16(12):1399. https://doi.org/10.3390/genes16121399
Chicago/Turabian StyleInnamorato, Simona, Simona L. Basso, Omaima Belakhdar, Mirella Bruttini, Chiara Fallerini, Heyran Huseynli, Giulia Caccialupi, Elena Pasquinelli, Mariarosaria Adduci, Giorgio Signori, and et al. 2025. "A Complex Case of Retinoblastoma Solved by the Combined Approach of Humor/Plasma cfDNA-NGS and LR-WGS" Genes 16, no. 12: 1399. https://doi.org/10.3390/genes16121399
APA StyleInnamorato, S., Basso, S. L., Belakhdar, O., Bruttini, M., Fallerini, C., Huseynli, H., Caccialupi, G., Pasquinelli, E., Adduci, M., Signori, G., Arcuri, F., Malagnino, V., Siciliano, M. C., Lazzi, S., Pesaresi, S., Galimberti, D., Galluzzi, P., De Francesco, S., Hadijstillanou, T., ... Ariani, F. (2025). A Complex Case of Retinoblastoma Solved by the Combined Approach of Humor/Plasma cfDNA-NGS and LR-WGS. Genes, 16(12), 1399. https://doi.org/10.3390/genes16121399

