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Simple Summary: Long non-coding RNAs (lncRNAs) exert their influence on transcriptional regulation and genome organization by associating with transcription factors, chromatin, RNAs and various proteins. In particular, studies have established a widespread involvement of cross-talks between lncRNAs and nuclear receptors (NRs) in pathology of diseases such as cancer. A deeper understanding of these cross-talks will not only help gain greater insights into cancer physiology, but also guide the development for newer and improved therapeutic strategies aimed at cancer. Long non-coding RNAs (lncRNAs) play key roles in various epigenetic and post-transcriptional events in the cell, thereby significantly influencing cellular processes including gene expression, development and diseases such as cancer. Nuclear receptors (NRs) are a family of ligand-regulated transcription factors that typically regulate transcription of genes involved in a broad spectrum of cellular processes, immune responses and in many diseases including cancer. Owing to their many overlapping roles as modulators of gene expression, the paths traversed by lncRNA and NR-mediated signaling often cross each other; these lncRNA-NR cross-talks are being increasingly recognized as important players in many cellular processes and diseases such as cancer. Here, we review the individual roles of lncRNAs and NRs, especially growth factor modulated receptors such as androgen receptors (ARs), in various types of cancers and how the cross-talks between lncRNAs and NRs are involved in cancer progression and metastasis. We discuss the challenges involved in characterizing lncRNA-NR associations and how to overcome them. Furthering our understanding of the mechanisms of lncRNA-NR associations is crucial to realizing their potential as prognostic features, diagnostic biomarkers and therapeutic targets in cancer biology. [ABSTRACT FROM AUTHOR]