Identification of cachexia in lung cancer patients with an ensemble learning approach.

Objective: Nutritional intervention prior to the occurrence of cachexia will significantly improve the survival rate of lung cancer patients. This study aimed to establish an ensemble learning model based on anthropometry and blood indicators without information on body weight loss to identify the risk factors of cachexia for early administration of nutritional support and for preventing the occurrence of cachexia in lung cancer patients. Methods: This multicenter study included 4,712 lung cancer patients. The least absolute shrinkage and selection operator (LASSO) method was used to obtain the key indexes. The characteristics excluded weight loss information, and the study data were randomly divided into a training set (70%) and a test set (30%). The training set was used to select the optimal model among 18 models and verify the model performance. A total of 18 machine learning models were evaluated to predict the occurrence of cachexia, and their performance was determined using area under the curve (AUC), accuracy, precision, recall, F1 score, and Matthews correlation coefficient (MCC). Results: Among 4,712 patients, 1,392 (29.5%) patients were diagnosed with cachexia based on the framework of Fearon et al. A 17-variable gradient boosting classifier (GBC) model including body mass index (BMI), feeding situation, tumor stage, neutrophil-to-lymphocyte ratio (NLR), and some gastrointestinal symptoms was selected among the 18 machine learning models. The GBC model showed good performance in predicting cachexia in the training set (AUC = 0.854, accuracy = 0.819, precision = 0.771, recall = 0.574, F1 score = 0.658, MCC = 0.549, and kappa = 0.538). The abovementioned indicator values were also confirmed in the test set (AUC = 0.859, accuracy = 0.818, precision = 0.801, recall = 0.550, F1 score = 0.652, and MCC = 0.552, and kappa = 0.535). The learning curve, decision boundary, precision recall (PR) curve, the receiver operating curve (ROC), the classification report, and the confusion matrix in the test sets demonstrated good performance. The feature importance diagram showed the contribution of each feature to the model. Conclusions: The GBC model established in this study could facilitate the identification of cancer cachexia in lung cancer patients without weight loss information, which would guide early implementation of nutritional interventions to decrease the occurrence of cachexia and improve the overall survival (OS).

Nutritional status and its correlation to prognosis of nasopharyngeal carcinoma patients in different ages in China: a multicenter cohort study.

Nasopharyngeal carcinoma (NPC) patients usually presented malnutrition under chemoradiotherapy (CRT)/radiotherapy (RT). Few studies stratified by age to investigate the association of nutritional status with overall survival (OS) in NPC patients. This study aimed to explore the nutritional parameters related prognosis of NPC patients in different age. The total 1365 NPC patients were classified into young (18~45), middle-aged (46~60), and old groups (> 60). PG-SGA scores, NRS-2002 scores, Karnofsky performance status scores, anthropometric, and blood indicators (albumin, prealbumin, transferrin, C-reactive protein, hemoglobin, and total lymphocyte) were assessed. Cox regression analysis was performed to evaluate the association between risk factors of nutritional status and the overall survival in different age group of NPC patients. Kaplan-Meier (KM) survival analysis was used to estimate the effect of nutritional indexes on prognosis. The abnormal rate of albumin, prealbumin, hemoglobin, hand grip strength, and calf circumference increased with age. The malnutrition occurred in all age group and low calf circumference (HR, 4.427, 1.167-16.791) was an independent death risk in young adults. Distant metastasis (HR, 4.754, 2.737-8.260), low albumin (HR, 3.530, 1.708-7.296), hand grip strength (HR, 1.901, 1.160-3.115), and the nutritional intervention requirement (NRS-2002 ≥ 3) (HR, 2.802, 1.211-6.483) was significantly correlated with poor OS in NPC patients with middled age adults. Distant metastasis (HR, 2.546, 1.497-4.330), low albumin (HR, 1.824, 0.949-3.507), low hemoglobin (HR, 1.757, 1.015-3.044), low hand grip strength (HR, 1.771, 1.112-2.818), and low calf circumference (HR, 1.951, 1.074-3.545) were associated with increased risk of death in the elderly. KM analysis indicated that over 60 years, distant metastasis, low albumin, low hand grip strength, low calf circumference, and malnutritional risk (NRS-2002 ≥ 3) were correlated to prognosis of NPC patients. Low calf circumference could be a prognosis not only in elderly but also in young adults of NPC patients, whereas low albumin and distant metastasis were the prognostic factors in middle-aged and elderly patients. Patients aged over 60 years exhibited poorer OS compared with young and middle-aged adults.

Visible-Light-Induced α-Amino C-H Bond Arylation Enabled by Electron Donor-Acceptor Complexes.

Enabled by electron donor-acceptor complexes, a novel visible-light-induced α-amino C-H bond arylation protocol, without a photoredox catalyst, has been disclosed. The protocol does not require any transition metal, oxidant, or exclusion of oxygen or moisture. A direct irradiation of the mixture of tertiary amines and benzonitriles with visible light in N,N-diethylethanamide in the presence of Cs2CO3 afforded α-arylated amines in good to excellent yields.

Cascade Radical Annulation of 2-Alkynylthio(seleno)anisoles with Acetone or Acetonitrile: Synthesis of 3-Acetomethyl- or Cyanomethyl-Substituted Benzothio(seleno)phenes.

An efficient method for the direct preparation of 3-aceto(cyano)methyl-substituted benzothio(seleno)phenes has been achieved through C(sp3)-H bond activation of easily available acetone or acetonitrile and cascade radical cyclization reaction. In this cascade radical cyclization reaction, C(sp2)-C(sp3) and C(sp2)-S bonds, as well as benzenethio(seleno)phene skeletons, can be built along with the cleavage of the C(sp3)-S bond, demonstrating the high step-economics and efficiency of this approach.