ArticleThe oncologist2021
Radiation Versus Immune Checkpoint Inhibitor Associated Pneumonitis: Distinct Radiologic Morphologies.
Article in The oncologist, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 papers.
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Who cites it
43 citing papers in PubMed, 63 citations in OpenAlex.
- PACIFIC-5: a phase III clinical trial of consolidation durvalumab in patients with unresectable stage III NSCLC and no progression after concurrent or sequential chemoradiotherapy.Journal of hematology & oncology · 2025Trial
- Independent association of metabolic tumor response on FDG-PET with pulmonary toxicity following risk-adaptive chemoradiation for unresectable non-small cell lung cancer: Inherent radiosensitivity or immune response?Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology · 2023Trial
- Pneumonitis after chemoradiotherapy and/or immunotherapy for stage III and IV non-small cell lung cancer is characterized by specific radiologic and quantitative CT features.Clinical and translational radiation oncology · 2026Article
- Transarterial radioembolisation combined with targeted therapy and immune checkpoint inhibitors in advanced hepatocellular carcinoma with portal vein tumour thrombus: efficacy, safety, and dosimetric analysis.European journal of nuclear medicine and molecular imaging · 2026Article
- Efficacy and Safety of Moderate-Dose Stereotactic Body Radiation Therapy (SBRT) for Patients with Oligometastatic Lung Cancer Unfit for Standard SBRT: A Preliminary Single-Center Study.Journal of clinical medicine · 2026Article
- Immune Checkpoint Inhibitor-Related Pneumonitis in Renal Cell Carcinoma: Clinical Features, Mechanisms, and Lessons from Lung Cancer.Biomolecules · 2026Review
- Artificial intelligence and radiomics in drug-induced interstitial lung disease.ERJ open research · 2026Review
- Serial KL-6 Changes in PD-1/PD-L1 Inhibitor-Related Pneumonitis in Non-small Cell Lung Cancer: A Single-Center Prospective Pilot Study.Tuberculosis and respiratory diseases · 2026Article
- Pulmonary toxicity of immune checkpoint inhibitors.Breathe (Sheffield, England) · 2026Review
- Radiation Dose-Dependent and -Independent Pulmonary Infiltrates in Patients with High-Grade Pneumonitis After Radiochemotherapy and Durvalumab Consolidation for Stage III NSCLC.Diagnostics (Basel, Switzerland) · 2026Article
- Effects of immune checkpoint inhibitors on the pulmonary circulation in lung cancer patients.International journal of cancer · 2026Article
- Machine learning for identifying risk factors of nosocomial infection in cancer patients with immune checkpoint inhibitor-related pneumonia.BMC infectious diseases · 2026Article
- Radiation-induced lung injury in the era of combination anticancer therapy: a narrative review.Frontiers in immunology · 2026Review
- Severe probable immune checkpoint inhibitor-related pneumonitis after thoracic radiotherapy complicated by acute pulmonary embolism in lung squamous cell carcinoma: a case report.Frontiers in medicine · 2026Article
- Immune and inflammatory radiogenomics of radiotherapy-induced normal-tissue toxicity: genetic susceptibility, mechanisms, risk prediction, and clinical translation.Frontiers in immunology · 2026Review
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- The risk of symptomatic radiation pneumonitis in small cell lung cancer patients following sequential immunochemotherapy and radiotherapy: a multicenter retrospective cohort study.Radiation oncology (London, England) · 2025Article
- Meta-analysis of the efficacy and safety of thoracic radiotherapy for extensive-stage small cell lung cancer in the era of immunotherapy.Oncology letters · 2025Article
- Differentiating Immune Checkpoint Inhibitor-Related Pneumonitis from COVID-19 Pneumonia Using a CT-based Radiomics Nomogram.Current medical imaging · 2025Article
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Authors and funding
10 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPatients with non-small cell lung cancer may develop pneumonitis after thoracic radiotherapy (RT) and immune checkpoint inhibitors (ICIs). We hypothesized that distinct morphologic features are associated with different pneumonitis etiologies. MATERIALS AND
methodsWe systematically compared computed tomography (CT) features of RT- versus ICI-pneumonitis. Clinical and imaging features were tested for association with pneumonitis severity. Lastly, we constructed an exploratory radiomics-based machine learning (ML) model to discern pneumonitis etiology.
resultsBetween 2009 and 2019, 82 patients developed pneumonitis: 29 after thoracic RT, 23 after ICI, and 30 after RT + ICI. Fifty patients had grade 2 pneumonitis, 22 grade 3, and 7 grade 4. ICI-pneumonitis was more likely bilateral (65% vs. 28%; p = .01) and involved more lobes (66% vs. 45% involving at least three lobes) and was less likely to have sharp border (17% vs. 59%; p = .004) compared with RT-pneumonitis. Pneumonitis morphology after RT + ICI was heterogeneous, with 47% bilateral, 37% involving at least three lobes, and 40% sharp borders. Among all patients, risk factors for severe pneumonitis included poor performance status, smoking history, worse lung function, and bilateral and multifocal involvement on CT. An ML model based on seven radiomic features alone could distinguish ICI- from RT-pneumonitis with an area under the receiver-operating curve of 0.76 and identified the predominant etiology after RT + ICI concordant with multidisciplinary consensus.
conclusionRT- and ICI-pneumonitis exhibit distinct spatial features on CT. Bilateral and multifocal lung involvement is associated with severe pneumonitis. Integrating these morphologic features in the clinical management of patients who develop pneumonitis after RT and ICIs may improve treatment decision-making. IMPLICATIONS FOR PRACTICE: Patients with non-small cell lung cancer often receive thoracic radiation and immune checkpoint inhibitors (ICIs), both of which can cause pneumonitis. This study identified similarities and differences in pneumonitis morphology on computed tomography (CT) scans among pneumonitis due to radiotherapy (RT) alone, ICI alone, and the combination of both. Patients who have bilateral CT changes involving at least three lobes are more likely to have ICI-pneumonitis, whereas those with unilateral CT changes with sharp borders are more likely to have radiation pneumonitis. After RT and/or ICI, severe pneumonitis is associated with bilateral and multifocal CT changes. These results can help guide clinicians in triaging patients who develop pneumonitis after radiation and during ICI treatment.
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