“…Analysis of the chemical components of gallstones contributes extremely great value to analyzing disease progression. They were traditionally divided into cholesterol and pigment (bilirubin) stones (Schafmayer et al, 2006;Cariati, 2015); however, our previous research overturned this view, as we found that gallbladder stones could be classified into eight types and more than ten subtypes, including cholesterol stones, pigment stones, CaCO 3 stones, phosphate stones, calcium stearate stones, protein stones, cystine stones and mixed stones (Qiao et al, 2013b). Further research implied that different types of stones may expose a distinct formation mechanism (Qiao et al, 2013a(Qiao et al, , 2014Ma et al, 2017).…”