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In addition to conventional logistic regression, gradient boosting, deep neural networks, and K-means clustering algorithms, some useful new models and frameworks have also been used to predict circRNAdisease associations, such as SGANRDA (Wang et al., 2021c), MRLDC (Xiao et al., 2019) and MSFCNN (Wang et al., 2020b), MDGF-MCEC (Wu et al., 2022b), CLCDA (Wang et al., 2023), and GBDTCDA (Lei and Fang, 2019)

Although one, aptly named HQ-free, doesnt contain hydroquinoneits a prescription blend of azelaic acid, tranexamic acid, and niacinamidetwo of the other three, Erase and M+, are blends with a whopping 12% hydroquinone

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