High clinical utility of comprehensive multi-omic molecular profiling of rare and hard-to-diagnose pediatric tumors
Sullivan, A. J.; Khuong-Quang, D.-A.; Villani, A.; Wong-Erasmus, M.; Trinder, S.; Lau, L. M. S.; Barahona, P.; Altekoester, A.-K.; Rumford, M.; Dias, K.; Mayoh, C.; Fuentes-Bolanos, N. A.; Courtney, E. K.; El-Kamand, S.; Cui, L.; Lin, A.; Davidson, S.; Yuki, K. E.; Sanders, N.; Staunton, J.; Jessop, S.; Sriharan, S.; Alvaro, F.; Anazodo, A.; Bhatia, K.; Campbell, M.; Foresto, S.; Gottardo, N. G.; Kirby, M.; Khaw, S. L.; Manoharan, N.; McCowage, G.; Moore, A. S.; Nicholls, W.; O'Connor, M.; Padhye, B.; Ryan, A. L.; Super, L.; Wood, P. J.; Davies, J.; D'Arcy, C.; Gifford, A. J.; Rodriguez, M.; T
Show abstract
The role of comprehensive genomic profiling for therapeutic decision-making is established in high-risk pediatric cancers, but its utility in rare and diagnostically challenging tumors is unclear. Here we report 123 non-high-risk patients enrolled in the Australian ZERO Childhood Cancer Program for diagnostic uncertainty, clinician request to address a specific molecular query, or other rare tumors. Comprehensive multi-omic profiling led to a change in diagnosis in 17.9% (22/123) of patients, with overall diagnostic utility in 35% (43/123). Molecular queries were resolved in 97.6% (40/41). Multi-omic results informed conventional management in 20.3% (25/123). Precision-guided therapy was recommended in 67.5% (83/123), and administered in 36.1% (30/83), with an objective response or prolonged (>6 months) stable disease in 88.9% of evaluable cases (16/18). Findings were confirmed in an independent cohort from the Canadian KiCS program (n=41). In conclusion, in rare and diagnostically challenging pediatric tumors, multi-omic profiling improved diagnostic accuracy and informed clinical management, supporting its integration into routine care.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- Elucidating the heterogeneity of immunotherapy response and immune-related toxicities by longitudinal ctDNA and immune cell compartment tracking in lung cancer 95%
- Tumor-localized interleukin-2 and interleukin-12 combine with radiation therapy to safely potentiate regression of advanced malignant melanoma in pet dogs 93%
- Tamoxifen Response at Single Cell Resolution in Estrogen Receptor-Positive Primary Human Breast Tumors 92%
Similar papers in this journal
- Whole genome sequencing improves tissue of origin diagnosis and treatment options for cancer of unknown primary 95%
- Clonal hematopoiesis is associated with risk of severe Covid-19 95%
- Copy number signatures predict chromothripsis and associate with poor clinical outcomes in patients with newly diagnosed multiple myeloma 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.