The El Niño-Southern Oscillation (ENSO) is the most prominent interannual climate variability mode and is characterized by fluctuations in the sea surface temperature (SST) and atmospheric pressure in the Pacific Ocean (Bjerknes, 1969;Timmermann et al., 2018). Researches have highlighted that there are substantial differences in SST meridional structure across different regions during the El Niño event (Feng et al., 2019;McGregor et al., 2012;Yu et al., 2022). During the development and decay stages of El Niño, SST anomalies occur globally. El Niño is accompanied by positive SST anomalies in the equatorial central-eastern Pacific Ocean, which can shift tropical convections and excite the Indian Ocean dipole mode, as well as SST fluctuations in the tropical Atlantic (Ham et al., 2021;McCreary et al., 2005). As El Niño decays, it triggers atmospheric teleconnections that lead to significantly positive SST anomalies in the northern tropical Atlantic and Indian Oceans (Jiang & Li, 2019;Schott et al., 2009). Additionally, during the decay of El Niño, the westerly winds on the sides of the equatorial tropical Pacific weaken and decay unevenly, causing SST to display different anomalous signs on the flanks of the equator over the tropical Pacific (Song et al., 2022;Stuecker et al., 2015). Consequently, large differences in the associated SST anomalies are observed during different phases of ENSO.The Hadley Circulation (HC) is a significant component of the mean meridional circulation (Hadley, 1735) that strongly regulates climate systems. The interannual variability of the HC is classified into two dominant modes: