“…The distributions of alpine plant species are primarily determined by the spatial heterogeneity of environmental conditions, such as snowmelt time, soil moisture, land surface stability, nutritional conditions and geological properties (Nagy & Grabherr, 2009). In particular, the spatial heterogeneity of snowmelt time, which determines the growing season length, is a crucial factor that affects the distribution pattern (Hülber, Bardy, & Dullinger, 2011; Kudo & Ito, 1992; Litaor, Williams, & Seastedt, 2008), flowering phenology (CaraDonna, Iler, & Inouye, 2014; Kudo, 2016), leaf physiology (Choler, 2005; Kudo, Nordenhäll, & Molau, 1999; Wheeler et al, 2014), reproductive output (Gezon, Inouye, & Irwin, 2016; Kudo & Hirao, 2006; Lluent, Anadon‐Rosell, Ninot, Grau, & Carrillo, 2013; Moriwaki, Takyu, & Kameyama, 2020) and demographic parameters of alpine plants (Campbell, 2019; Hülber et al, 2011; Kawai & Kudo, 2018). Therefore, snowmelt time advancement due to global warming may lead to changes in population dynamics, distribution shifts and/or the local extinction of alpine plants.…”