The aberrant accumulation of the transactive response deoxyribonucleic acid (DNA)-binding protein of 43 kDa (TDP-43) aggregates in the cytoplasm of motor neurons is the main pathological hallmark of amyotrophic lateral sclerosis (ALS). Previous experiments reported that adenosine triphosphate (ATP), the universal energy currency for all living cells, could induce aggregation and enhance the folding of TDP-43 fibrillar aggregates. However, the significance of ATP on TDP-43 fibrillation and the mechanism behind it remain elusive. In this work, we conducted multiple atomistic molecular dynamics (MD) simulations totaling 20 μs to search the critical nucleus size of TDP-43