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Dysregulated RNA modifications, stemming from the aberrant expression and/or malfunction of RNA modification regulators operating through various pathways, play pivotal roles in driving the progression of haematological malignancies. Among RNA modifications, N-methyladenosine (mA) RNA modification, the most abundant internal mRNA modification, stands out as the most extensively studied modification. This prominence underscores the crucial role of the layer of epitranscriptomic regulation in controlling haematopoietic cell fate and therefore the development of haematological malignancies. Additionally, other RNA modifications (non-mA RNA modifications) have gained increasing attention for their essential roles in haematological malignancies. Although the roles of the mA modification machinery in haematopoietic malignancies have been well reviewed thus far, such reviews are lacking for non-mA RNA modifications. In this review, we mainly focus on the roles and implications of non-mA RNA modifications, including N-acetylcytidine, pseudouridylation, 5-methylcytosine, adenosine to inosine editing, 2'-O-methylation, N-methyladenosine and N-methylguanosine in haematopoietic malignancies. We summarise the regulatory enzymes and cellular functions of non-mA RNA modifications, followed by the discussions of the recent studies on the biological roles and underlying mechanisms of non-mA RNA modifications in haematological malignancies. We also highlight the potential of therapeutically targeting dysregulated non-mA modifiers in blood cancer.