With the rise of obesity, diabetes, and other metabolic diseases, in vitro hepatic cell and tissue models play an essential role in the identification of active pharmaceutical ingredients. Up to now, three-dimensional (3D) culture models have rarely focused on hepatic glucose and lipid metabolism. In addition, primary human liver cells suffer from limited availability and interdonor difference for establishing reproducible models. Thus, in the current study, the most available human liver cancer cell line (HepG2) and primary hepatocytes from rats (rPH) were proposed to construct 3D spheroids using injectable fiber fragments with galactose grafts (gSF) as the substrate. rPH and HepG2 spheroids show strong cell-cell and cell-fiber fragment interactions to promote the cell viability, albumin, and urea syntheses. Compared with HepG2 spheroids, rPH spheroids indicate stronger glucose metabolism abilities in terms of glucose consumption, intracellular glycogen content, gluconeogenesis rate, and sensitivity to glucose modulator hormones like insulin and glucagon. On the other hand, HepG2 spheroids display strong lipid metabolism abilities in producing significantly higher levels of total cholesterol and triglyceride. Compared with those without fiber fragments, the gSF-supported 3D culture establishes effective models for in vitro glucose (rPH spheroids) and lipid metabolisms (HepG2 spheroids). The screening models are confirmed from the respective enzyme activities and gene expressions and show significantly higher sensitivity and clinically related responses to hypoglycemic and lipid-lowering drugs. Thus, the culture configuration demonstrates a predictable in vitro platform for defining glucose and lipid metabolism profiles and screening therapeutic agents for metabolism disorders like diabetes and obesity. K E Y W O R D S glucose metabolism model, high-throughput drug screening, injectable fiber fragment, lipid metabolism model, metabolism disorder, spheroid culture 1 | INTRODUCTION An epidemic of metabolic diseases such as diabetes and obesity is rising dramatically. Diabetes is a group of metabolic disorders of blood sugar and may cause serious long-term complications including cardiovascular diseases, foot ulcers, and damage to the eyes. It is estimated that over 420 million people have diabetes worldwide, and the case rate continues to rise especially in young people. Obesity is resulted from excessive and unbalanced food intake, unhealthy lifestyle, and lipid metabolism disorders, increasing the likelihood of cardiovascular Jiaojun Wei and Tian Xia , contributed equally to the work.