Deep learning for predicting immunotherapeutic efficacy in advanced non-small cell lung cancer patients: a retrospective study combining progression-free survival risk and overall survival risk

Background: Radiomics based on computed tomography ( CT) images is potential in promoting individualized treatment of non-small cell lung cancer (NSCLC), however, its role in immunotherapy needs further exploration. The aim of this study was to develop a CT-based radiomics score to predict the efficacy of immune checkpoint inhibitor (ICI) monotherapy in patients with advanced NSCLC.Methods: Two hundred and thirty-six ICI-treated patients were retrospectively included and divided into a training cohort (n=188) and testing cohort (n=48) at a ratio of 8 to 2. The efficacy outcomes of ICI were evaluated based on overall survival (OS) and progression-free survival (PFS). We designed a survival network and combined it with a Cox regression model to obtain patients' OS risk score (OSRS) and PFS risk score (PFSRS).Results: Based on OSRS and PFSRS, patients were divided into high- and low-risk groups in the training cohort and the test cohort with distinctly different [training cohort, log-rank P<0.001, hazard ratio (HR): 4.14; test cohort, log-rank P=0.014, HR: 4.54] and PFS (training cohort, log-rank P<0.001, HR: 4.52; test cohort, log-rank P<0.001, HR: 6.64). Further joint evaluation of OSRS and PFSRS showed that both were significant in the Cox regression model (P<0.001), and multi-overall survival risk score (MOSRS) displayed more outstanding stratification capabilities than OSRS in both the training (P<0.001) and test cohorts (P=0.002). None of the clinical characteristics were significant in the Cox regression model, and the score that predicted the best immune response was not as good as the risk score from follow-up information in the performance of prognostic stratification.Conclusions: We developed a CT imaging-based score with the potential to become an independent prognostic factor to screen patients who would benefit from ICI treatment, which suggested that CT radiomics could be applied for individualized immunotherapy of NSCLC. Our findings should be further validated by future larger multicenter study

Comparação entre a epidemiologia do acidente e a clínica do envenenamento por serpentes do gênero Bothrops, em adultos idosos e não idosos Comparison between the epidemiology of accidents and the clinical features of envenoming by snakes of the genus Bothrops, among elderly and non-elderly adults

O objetivo do presente estudo foi conhecer diferenças epidemiológicas e clínicas do envenenamento por Bothrops spp em adultos idosos (>60 anos) e não idosos (20 a 59 anos). Os dados foram obtidos de 1.930 prontuários de pacientes atendidos no Instituto Butantan de 1981 a 1992. Quanto maior a idade do paciente maior a freqüência do acometimento das mãos em relação aos pés (p<0,05). Porcentagem pouco maior dos idosos (17%) em relação aos não idosos (11%) foi atendida >12 horas após a picada (p<0,05). A necrose foi mais comum entre idosos (p<0,05) e a insuficiência renal entre pacientes com 50 anos ou mais, em relação aos mais jovens (p<0,05). Concluiu-se que indivíduos com idade mais avançada são mais comumente picados nas mãos e menos nos pés e evoluem mais freqüentemente para necrose na região da picada e para insuficiência renal do que os mais jovens.<br>This study had the aim of ascertaining epidemiological and clinical differences in envenoming caused by Bothrops spp between elderly adults (>60 years) and non-elderly adults (20 to 59 years). The data were obtained from 1,930 medical records of patients attended at the Butantan Institute between 1981 and 1992. The greater the patient’s age was, the higher the frequency of bites on the hands rather than on the feet was (p < 0.05). A slightly higher percentage of the elderly patients (17%, versus 11% of the non-elderly group) were attended >12 hours after the bite (p < 0.05). Necrosis was more common among the elderly patients (p < 0.05) and renal failure was more common among patients aged 50 years or over (p < 0.05), in relation to younger patients. It was concluded that elderly individuals are more often bitten on the hands and less often on the feet, and that they develop local necrosis and renal failure more frequently than do younger individuals