Abstract Histone methylation and acetylation play a crucial role in response to developmental cues and environmental changes. Previously, we employed mass spectrometry to identify histone modifications such as H3K27ac and H3K36me3 in the model diatom Phaeodactylum tricornutum, which have been shown to be important for transcriptional activation in animal and plant species. To further investigate their evolutionary implications, we utilized chromatin immunoprecipitation followed by deep sequencing (ChIP-Seq) and explored their genome-wide distribution in P. tricornutum. Our study aimed to determine their role in transcriptional regulation of genes and transposable elements (TEs) and their co-occurrence with other histone marks. Our results revealed that H3K27ac and H3K36me3 were predominantly localized in promoters and genic regions indicating a high conservation pattern with studies of the same marks in plants and animals. Furthermore, we report the diversity of genes encoding H3 lysine 36 (H3K36) trimethylation–specific methyltransferase in microalgae leveraging diverse sequencing resources including the Marine Microbial Eukaryote Transcriptome Sequencing Project database (MMETSP). Our study expands the repertoire of epigenetic marks in a model microalga and provides valuable insights into the evolutionary context of epigenetic-mediated gene regulation. These findings shed light on the intricate interplay between histone modifications and gene expression in microalgae, contributing to our understanding of the broader epigenetic landscape in eukaryotic organisms. Keywords: epigenetics, microalgae, evolution, post translational modifications of histones 1. Introduction Diatoms, a group of unicellular photosynthetic organisms belonging to the stramenopile lineage, are characterized by their remarkable diversity, over 100,000 extant species known to date [[26]1]. The evolutionary history of diatoms is closely linked to the biogeochemical cycles of the Earth’s oceans and atmosphere. As primary producers, diatoms play a pivotal role in the global carbon cycle, sequestering carbon dioxide and contributing significantly to marine primary productivity, thereby supporting complex aquatic food webs [[27]2]. Their distinctive silica-frustule structure confers remarkable mechanical strength and resilience, enabling them to withstand predation and environmental stresses, and facilitating their adaptation to diverse aquatic environments [[28]3]. With the advent of microscopy in the 19th century, diatoms were divided into mainly two groups based on the symmetry: centric diatoms, which are usually circular or triangular in shape and have radial symmetry, and pennate diatoms, which are elongated and have bilateral symmetry [[29]4]. These two groups also differ in their ecological preferences and patterns of