Decision support system for the prognostication of sarcopenia in adult women: Machine learning analysis using Korean National Health and Nutrition Examination Survey data

Background@#We used machine learning and population-based data for analyzing the determinants of sarcopenia in adult women and developing its decision support systems for various subgroups. @*Methods@#All data was acquired from the Korea National Health and Nutrition Examination Survey, and women 18 years and older were included in this research. The variables were selected based on female characteristics and the ability to be acquired in a survey format, and were ranked by importance using Random Forest. From this ranking, four main variables were selected, age, menopause age, menarche age and number of pregnancy. A decision supporting system was constructed based on a tree randomly selected from Random Forest. @*Results@#We defined sarcopenia as -2SD below the appendicular skeletal mass (ASM) index reference of 0.5136, and 89.87% (n = 8,610) were found non-sarcopenic and 10.13% (n = 971) were found sarcopenic. The subjects were divided into 6 groups based on menopausal status and BMI. The obese postmenopausal women had the highest number of sarcopenia, whereas the non-obese premenopausal women had the least number of sarcopenic subjects. In non-obese premenopausal women, which was considered to be at the lowest risk for sarcopenia, the most determining variable was the menarche age, followed by age and number of pregnancies. In obese and postmenopausal women, which was considered to be at the highest risk for sarcopenia, the most influential factor was the menopausal age, followed by age and menarche age. @*Conclusions@#We identified the major determinants of sarcopenia using machine learning and population-based data. This study demonstrated the strengths of the random forest as an effective decision support system for each stratified subgroup to find its own optimal cut-off points for the major variables of sarcopenia.

Myristoleic Acid Promotes Anagen Signaling by Autophagy through Activating Wnt/β-Catenin and ERK Pathways in Dermal Papilla Cells

Alopecia is a distressing condition caused by the dysregulation of anagen, catagen, and telogen in the hair cycle. Dermal papilla cells (DPCs) regulate the hair cycle and play important roles in hair growth and regeneration. Myristoleic acid (MA) increases Wnt reporter activity in DPCs. However, the action mechanisms of MA on the stimulation of anagen signaling in DPCs is not known. In this study, we evaluated the effects of MA on anagen-activating signaling pathways in DPCs. MA significantly increased DPC proliferation and stimulated the G2/M phase, accompanied by increasing cyclin A, Cdc2, and cyclin B1. To elucidate the mechanism by which MA promotes DPC proliferation, we evaluated the effect of MA on autophagy and intracellular pathways. MA induced autophagosome formation by decreasing the levels of the phospho-mammalian target of rapamycin (phospho-mTOR) and increasing autophagy-related 7 (Atg7) and microtubule-associated protein 1A/1B-light chain 3II (LC3II). MA also increased the phosphorylation levels of Wnt/β-catenin proteins, such as GSK3β ( Ser9 ) and β-catenin (Ser 552 and Ser675 ). Treatment with XAV939, an inhibitor of the Wnt/β-catenin pathway, attenuated the MA-induced increase in β-catenin nuclear translocation. Moreover, XAV939 reduced MA-induced effects on cell cycle progression, autophagy, and DPC proliferation. On the other hand, MA increased the levels of phospho (Thr202 /Tyr204 )-extracellular signal regulated kinases (ERK). MA-induced ERK phosphorylation led to changes in the expression levels of Cdc2, Atg7 and LC3II, as well as DPC proliferation. Our results suggest that MA promotes anagen signaling via autophagy and cell cycle progression by activating the Wnt/β-catenin and ERK pathways in DPCs.

Vanillic Acid Stimulates Anagen Signaling via the PI3K/Akt/ β-Catenin Pathway in Dermal Papilla Cells

The hair cycle (anagen, catagen, and telogen) is regulated by the interaction between mesenchymal cells and epithelial cells in the hair follicles. The proliferation of dermal papilla cells (DPCs), mesenchymal-derived fibroblasts, has emerged as a target for the regulation of the hair cycle. Here, we show that vanillic acid, a phenolic acid from wheat bran, promotes the proliferation of DPCs via a PI3K/Akt/Wnt/β-catenin dependent mechanism. Vanillic acid promoted the proliferation of DPCs, accompanied by increased levels of cell-cycle proteins cyclin D1, CDK6, and Cdc2 p34. Vanillic acid also increased the levels of phospho(ser473)- Akt, phospho(ser780)-pRB, and phospho(thr37/46)-4EBP1 in a time-dependent manner. Wortmannin, an inhibitor of the PI3K/ Akt pathway, attenuated the vanillic acid-mediated proliferation of DPCs. Vanillic acid-induced progression of the cell-cycle was also suppressed by wortmannin. Moreover, vanillic acid increased the levels of Wnt/β-catenin proteins, such as phospho(ser9)- glycogen synthase kinase-3β, phospho(ser552)-β-catenin, and phospho(ser675)-β-catenin. We found that vanillic acid increased the levels of cyclin D1 and Cox-2, which are target genes of β-catenin, and these changes were inhibited by wortmannin. To investigate whether vanillic acid affects the downregulation of β-catenin by dihydrotestosterone (DHT), implicated in the development of androgenetic alopecia, DPCs were stimulated with DHT in the presence and absence of vanillic acid for 24 h. Western blotting and confocal microscopy analyses showed that the decreased level of β-catenin after the incubation with DHT was reversed by vanillic acid. These results suggest that vanillic acid could stimulate anagen and alleviate hair loss by activating the PI3K/Akt and Wnt/β-catenin pathways in DPCs.

Characterization of Insect Cells Transformed with Autographa calfornica Nuclear Polyhedrosis Virus IE1 Gene

Transformation efficiency, virus multiplication and foreign gene expression were characterized in the insect cells transformed with Autographa calfornica nuclear polyhedrosis virus (AcNPV) immediate early 1 gene (IE1). Transformation efficiency of insect cells by AcNPV IE1 gene vector horboring foreign gene was approximately 8-fold higher in the Sf9 cells transformed previously with AcNPV IE1 gene than in the normal Sf9 cells. Virus multiplication and foreign gene expression of recombinant baculovirus in the Sf9 cells transformed with AcNPV IE1 gene were similar to those of the normal Sf9 cells. These results suggest that transformed cells displaying foreign gene product by using AcNPV IE1 gene promoter will be useful for the diverse applications of insect cells.

Characterization of Insect Cells Transformed with Autographa calfornica Nuclear Polyhedrosis Virus IE1 Gene

Transformation efficiency, virus multiplication and foreign gene expression were characterized in the insect cells transformed with Autographa calfornica nuclear polyhedrosis virus (AcNPV) immediate early 1 gene (IE1). Transformation efficiency of insect cells by AcNPV IE1 gene vector horboring foreign gene was approximately 8-fold higher in the Sf9 cells transformed previously with AcNPV IE1 gene than in the normal Sf9 cells. Virus multiplication and foreign gene expression of recombinant baculovirus in the Sf9 cells transformed with AcNPV IE1 gene were similar to those of the normal Sf9 cells. These results suggest that transformed cells displaying foreign gene product by using AcNPV IE1 gene promoter will be useful for the diverse applications of insect cells.