The present invention also relates to the use of said catalysts in hydrorefining and/or hydroconversion of hydrocarbon feeds such as petroleum cuts, cuts from coal or hydrocarbons produced from natural gas, more particularly from hydrocarbon feeds containing heteroatoms.