Nicolle and Yasmin. In particular, Denise and Fernandinho for helping me in this long journey of work; My friend Ademir, for the great scientific discussions, which helped me to dream higher and at the same time kept my feet on the ground; Prof. Dr. Brendan Bohannan, for helping me to further develop my personal and scientific skills. A friend who taught me that the wisest man is the most modest man; Kyle, Johanna, Jarrett, Anya, Felipe, and Clarisse, my especial friends, that during one of the most difficult moments of my life, made me feel at home; Prof. Dr. Silvio José Gumiere, my scientist example, who helped me to stand firm in the face of difficulties, and my friend Dr. Adam Burns, who helped me to develop the probabilistic model; Friends from EMBRAPA Environment, especially Dr. Rodrigo Taketani for the incredible help with microbial analyses; The National Laboratory of Science and Technology of Bioethanol (CTBE) team, especially Dr. João Luiz Nunes Carvalho for providing the samples and the metadata; The coordination of the PPG-Soil and Nutrition plants and the Escola Superior de Agricultura "Luiz de Queiroz" for the opportunity to carry out this work; To all those who directly or indirectly helped me in the development and completion of this work.