Thymus Composition Predicts Pneumonitis Risk in Lung Cancer Therapy
Chaunzwa, T. L.; Krishnan, G.; Amoako-Boadu, K.; Book, A. J.; Miller, D. G.; Garomsa, B.; Meng, Y. J.; Yang, E.; Chidi, A.; Ma, J.; Chaft, J. E.; Shaverdian, N.; Gomez, D. R.
Show abstract
BackgroundDurvalumab consolidation after concurrent chemoradiotherapy (cCRT) is the standard-of-care for unresectable stage III non-small cell lung cancer (NSCLC) without actionable driver mutations. However, pneumonitis remains a dose-limiting toxicity that often precludes or interrupts immunotherapy. Conventional predictors based on lung dosimetry alone exhibit limited individual-level discrimination. We investigated whether the thymus, long considered vestigial in adults, influences post-treatment immune recovery and susceptibility to inflammatory toxicity. MethodsWe analyzed patients with locally advanced NSCLC treated with cCRT in the RTOG 0617 trial (n = 490) and with standard-of-care cCRT followed by consolidation durvalumab at Memorial Sloan Kettering Cancer Center (MSKCC, n = 230). Percent thymic tissue (pTT), a novel imaging parameter that quantifies the proportion of residual functional thymic tissue on pre-treatment CT scans, was derived using an autosegmentation and Gaussian mixture modeling framework. Logistic regression with restricted cubic splines assessed associations between pTT, mean radiation dose to the thymic region (MDTR), and volume of the lungs receiving [≥]20 Gy (lung V20) with high-grade ([≥] 3) pneumonitis. ResultsAcross both cohorts, pTT was inversely associated with severe pneumonitis independent of lung V20. Grade 3+ pneumonitis incidence in low-vs high-pTT groups was 7.3% vs 2.9% (p = 0.038) in the RTOG 0617 cohort and 13.9% vs. 5.2% (p = 0.042) in the MSKCC cohort. The combination of low pTT and high lung V20 was associated with the highest rates of severe pneumonitis with 11.5% in RTOG 0617 and 20.8% in MSKCC (compared with 3.3% and 1.9% for high pTT/low lung V20), identifying a subgroup at particularly high risk. MDTR showed a weaker, non-linear relationship with pneumonitis risk, increasing at moderate doses and declining at the highest radiation exposures. ConclusionsThis study established pTT, a quantitative marker of residual functional thymus in adults, as a novel, independent predictor of severe pneumonitis following cCRT with or without consolidation immunotherapy. Incorporating pTT into multimodal risk-stratification frameworks could improve patient selection, personalize radiation planning, and enhance safe delivery of curative-intent cCRT and immunotherapy in locally advanced NSCLC.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Risk of Clonal Hematopoiesis of Indeterminate Potential after Cancer Radiation Therapy 95%
- Noninvasive Quantification of Radiation-Induced Lung Injury using a Targeted Molecular Imaging Probe 94%
- Improving SBRT by re-wiring immunosuppressive neutrophils in murine pancreatic ductal adenocarcinoma 94%
Similar papers in this journal
- Efficacy of PD-(L)1 blockade monotherapy compared to PD-(L)1 blockade plus chemotherapy in first-line PD-L1-positive advanced lung adenocarcinomas: A cohort study 92%
- Germline prediction of immune checkpoint inhibitor discontinuation for immune-related adverse events 91%
- Spatial colocalization and combined survival benefit of natural killer and CD8 T cells despite profound MHC class I loss in non-small cell lung cancer 90%
Similar papers in this journal
- Human Papilloma Virus Circulating Cell-Free DNA Kinetics in Cervical Cancer Patients Undergoing Definitive Chemoradiation 92%
- MSCs Successfully Deliver Oncolytic Virotherapy to Diffuse Intrinsic Pontine Glioma 91%
- Tumor-localized interleukin-2 and interleukin-12 combine with radiation therapy to safely potentiate regression of advanced malignant melanoma in pet dogs 91%
Similar papers in this journal
- Priming versus propagating: distinct immune effects of an alpha- versus beta-particle emitting radiopharmaceutical when combined with immune checkpoint inhibition 94%
- Integration of machine learning and genome-scale metabolic modeling identifies multi-omics biomarkers for radiation resistance 93%
- Hemoxygenase-1 as a key mediator of acute radiation pneumonitis revealed in a human lung alveolus-on-a-chip 92%
Similar papers in this journal
- Radiosafe micro-computed tomography for longitudinal evaluation of murine disease models 94%
- Development and Characterization of Patient-Derived Xenografts from Non-Small Cell Lung Cancer Brain Metastases 93%
- Intermittent radiotherapy as alternative treatment for recurrent high grade glioma: A modelling study based on longitudinal tumor measurements 92%
"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.