Predicting the T790M mutation in non-small cell lung cancer (NSCLC) using brain metastasis MR radiomics: a study with an imbalanced dataset.

BACKGROUND: Early detection of T790M mutation in exon 20 of epidermal growth factor receptor (EGFR) in non-small cell lung cancer (NSCLC) patients with brain metastasis is crucial for optimizing treatment strategies. In this study, we developed radiomics models to distinguish NSCLC patients with T790M-positive mutations from those with T790M-negative mutations using multisequence MR images of brain metastasis despite an imbalanced dataset. Various resampling techniques and classifiers were employed to identify the most effective strategy. METHODS: Radiomic analyses were conducted on a dataset comprising 125 patients, consisting of 18 with EGFR T790M-positive mutations and 107 with T790M-negative mutations. Seventeen first- and second-order statistical features were selected from CET1WI, T2WI, T2FLAIR, and DWI images. Four classifiers (logistic regression, support vector machine, random forest [RF], and extreme gradient boosting [XGBoost]) were evaluated under 13 different resampling conditions. RESULTS: The area under the curve (AUC) value achieved was 0.89, using the SVM-SMOTE oversampling method in combination with the XGBoost classifier. This performance was measured against the AUC reported in the literature, serving as an upper-bound reference. Additionally, comparable results were observed with other oversampling methods paired with RF or XGBoost classifiers. CONCLUSIONS: Our study demonstrates that, even when dealing with an imbalanced EGFR T790M dataset, reasonable predictive outcomes can be achieved by employing an appropriate combination of resampling techniques and classifiers. This approach has significant potential for enhancing T790M mutation detection in NSCLC patients with brain metastasis.

Real-world utilization of PD-1/PD-L1 inhibitors with palliative radiotherapy in patients with metastatic non-small cell lung cancer.

BACKGROUND: Programmed cell death protein 1 (PD-1) blockade plus radiotherapy may be a promising strategy to improve the prognosis of patients with metastatic non-small cell lung cancer (NSCLC). However, the optimum combined scheme, treatment time of radiotherapy, and irradiated lesion have not been fully determined. METHODS: A total of 321 metastatic NSCLC patients treated with immunotherapy were identified. Among them, 107 patients received PD-1/PD-ligand 1 (PD-L1) inhibitors with radiotherapy, while the remaining cases did not receive radiotherapy. Data on overall survival (OS), progression-free survival (PFS), treatment response and adverse events were collected. Comparisons based on type of radiation, timing of radiotherapy and number of irradiated lesions were performed. RESULTS: The median OS in PD-1/PD-L1 inhibitors plus radiotherapy was longer than in nonradiotherapy (22.8 vs. 16.6 months, p = 0.022). The median PFS showed a similar trend in this study (9.4 vs. 6.2 months, p = 0.042). Moreover, the combined strategy demonstrated a superior disease control rate and abscopal control rate versus without radiotherapy (both p ≤ 0.001). Further multivariate analysis in the immunotherapy and radiotherapy groups revealed that age below 65 (p = 0.004), Eastern Cooperative Oncology Group performance scores of 0-1 (p = 0.001), oligometastasis (p = 0.006), concurrent combination (p = 0.002), and treated with SRT (p = 0.013) were associated with longer OS. There was a similar incidence of adverse events between the two groups (both p ≥ 0.05). CONCLUSIONS: The combination of PD-1/PD-L1 inhibitors plus palliative radiotherapy demonstrated favorable survival and good tolerability in metastatic NSCLC patients.

Subclavian steal syndrome associated with Sjogren's syndrome: A case report.

BACKGROUND: Subclavian steal syndrome (SSS) caused by Sjogren's syndrome is rare, especially for elderly patients with risk factors for atherosclerosis. The current report presents the uncommon etiology and treatment of SSS, aiming to improve doctor's clinical experience. CASE SUMMARY: A 69-year-old man was diagnosed with hypertension and acute cerebral infarction presenting with left upper limb weakness and pain even gradually aggravating to left limb hemiplegia 30 years ago. He was managed with antihypertensive and antithrombotic therapy; however, his condition was recurrent, and he never had any further examination. It was found that the difference of the bilateral upper arm systolic pressure was over 20 mmHg, and Doppler examination showed that the blood flow of the left vertebral artery was reversed, suggesting SSS. Further tests revealed a benign lymphoepithelial lesion in salivary gland tissue, confirming the Sjogren's syndrome. CONCLUSION: The patient was found to have hypertension when he was 33 years old, and the blood pressure of both sides was asymmetric, which was ignored. The patient's symptoms of dizziness and upper limb weakness were misdiagnosed as general cerebral infarction. It is necessary to test the aorta computed tomography angiography to prove secondary hypertension factors such as Sjogren's syndrome.