| Literature DB >> 34734184 |
Subhendu Roy Choudhury1, Sangeeta Dutta1, Utsa Bhaduri1, Manchanahalli R Satyanarayana Rao1.
Abstract
Long non-coding RNA has emerged as a key regulator of myriad gene functions. One such lncRNA mrhl, reported by our group, was found to have important role in spermatogenesis and embryonic development in mouse. Recently, its human homolog, Hmrhl was shown to have differential expression in several type of cancers. In the present study, we further characterize molecular features of Hmrhl and gain insight into its functional role in leukemia by gene silencing and transcriptome-based studies. Results indicate its high expression in CML patient samples as well as in K562 cell line. Silencing experiments suggest role of Hmrhl in cell proliferation, migration & invasion. RNA-seq and ChiRP-seq data analysis further revealed its association with important biological processes, including perturbed expression of crucial TFs and cancer-related genes. Among them ZIC1, PDGRFβ and TP53 were identified as regulatory targets, with high possibility of triplex formation by Hmrhl at their promoter site. Further, overexpression of PDGRFβ in Hmrhl silenced cells resulted in rescue effect of cancer associated cellular phenotypes. In addition, we also found TAL-1 to be a potential regulator of Hmrhl expression in K562 cells. Thus, we hypothesize that Hmrhl lncRNA may play a significant role in the pathobiology of CML.Entities:
Year: 2021 PMID: 34734184 PMCID: PMC8559160 DOI: 10.1093/narcan/zcab042
Source DB: PubMed Journal: NAR Cancer ISSN: 2632-8674
Figure 1.General characterization of LncRNA Hmrhl. (A) FPKM values depicting level of lncRNA Hmrhl in AML and CML patient samples as obtained from public data source ‘https://www.ebi.ac.uk/ega/dacs/EGAC00001000481’. (B) RT-qPCR analysis of Hmrhl RNA levels with respect to internal control GAPDH in CML cell line K562 and control cell line GM12878. (C) Subcellular fractionation showing nuclear restricted expression of Hmrhl RNA with levels of GAPDH and MALAT1 serving as authentication of purity for each fraction. (D) Chromatin association of Hmrhl RNA as represented by sub nuclear distribution of Hmrhl compared to nucleoplasm associated U1snRNA. (E) RNA-FISH using lncRNA Hmrhl specific probe reconfirms nuclear restriction of Hmrhl in K562 cells. (F) RNA stability assay of Hmrhl RNA and 18S rRNA in the presence of actinomycin D (10 ug/ml). The data are presented as mean ± SD from three independent experiments, *P< 0.05, **P< 0.01, ***P< 0.001 by Student's t-test. See also Supplementary Figure S1: Cells with different magnification after RNA-FISH using lncRNA Hmrhl specific probe which reconfirms Hmrhl nuclear restriction in K562 cells.
Figure 2.LncRNA Hmrhl contributes to cancer phenotype in K562. (A) CCK-8 assay shows decline in cell proliferation up on Hmrhl silencing measured over a time period of 96 h. (B, C) Bar graph and Flow cytometry histogram showing G0/G1 arrest represented as % of cells in each cell cycle phase after knockdown of Hmrhl compared to scramble RNA treatment and control samples. (D, E) Transwell assay followed by CCK-8 assay to evaluate the endpoint reveals inhibition of cellular migration and invasion after si-Hmrhl treatment in K562 cells respectively. (F, G) Reconfirmation of effect of Hmrhl knockdown on cell migration and invasion respectively using manual cell counting as the end point assay. The data are presented as mean ± SD from three independent experiments, *P< 0.05, **P< 0.01, ***P< 0.001 by Student's t-test. See also Supplementary Figure S2: (A) evaluation of cell death by apoptosis as an effect of Hmrhl silencing using annexin V-FITC/PI staining. Dot plot profile of (i) control cells (ii) si-Hmrhl treated K562 cells (iii) scramble-RNA treated cells. (B, C) Cell migration evaluated by CCK-8 assay and manual counting respectively shows no difference over the time period of 24 and 48 h.
Figure 3.Transcriptome analysis reveals role of lncRNA Hmrhl in biological processes related to development and signaling. (A) Diagrammatic representation of targeted siRNA binding sites used for silencing Hmrhl. (B) Knockdown efficiency of Hmrhl shown as relative expression of Hmrhl after si-Hmrhl and scramble-RNA treated K562 cells with GAPDH as internal control. (C) Diagrammatic representation of percentage of DE genes in each category obtained after RNA-seq analysis of transcriptome after perturbation of Hmrhl RNA. (D–F) Gene ontology (GO) enrichment analysis of DE genes showing number of genes associated with significant pathways, molecular functions and key biological processes respectively. Error bars indicate standard deviation from three independent experiments. *P< 0.05, **P< 0.01, ***P< 0.001 by Student's t-test.
Detail description of DE genes in biological pathways as obtained after GO analysis
| Gene | Fold change | Biological function |
|---|---|---|
|
| ||
| RGS1 | 1.57636 | Regulates G protein-coupled receptor signalling cascades |
| CCL3 | −1.71239 | Monokine with inflammatory and chemokinetic properties. |
| ITGB2 | −1.22457 | Integral cell-surface proteins that participate in cell adhesion as well as cell-surface mediated signalling |
| IL6 | 1.57968 | Cytokine with a wide variety of biological functions. |
| GNA15 | −5.38507 | Involved as modulators or transducers in various transmembrane signalling systems |
| CCR4 | 3.77073 | Function as a chemoattractant homing receptor |
| FPR2 | −1.78241 | Powerful neutrophil chemotactic factors |
| MYH7B | −2.16246 | Involved in muscle contraction. |
| PRKCE | −2.62241 | Known to be involved in diverse cellular signalling pathways |
| MYH11 | −2.30486 | Involved in muscle contraction. |
| CXCL10 | −2.27738 | Involved in a wide variety of processes such as chemotaxis, differentiation, and activation of peripheral immune cells, regulation of cell growth, apoptosis |
| IL1B | −3.97255 | An important mediator of the inflammatory response, and is involved in a variety of cellular activities, including cell proliferation, differentiation, and apoptosis. |
| ITGA2 | −1.27507 | It is responsible for adhesion of platelets and other cells to collagens |
| GNA14 | −1.21527 | Involved as modulators or transducers in various transmembrane signalling systems |
| GNG7 | −3.67311 | |
| GNB3 | −1.60354 | |
| FPR1 | −1.25003 | Powerful neutrophil chemotactic factors |
| RELB | −1.27448 | Involved in many biological processed such as inflammation, immunity, differentiation, cell growth, tumorigenesis and apoptosis. |
| PLCB4 | 2.48726 | Important role in the intracellular transduction of many extracellular signals in the retina |
| PTAFR | −2.05699 | A chemotactic phospholipid mediator that possesses potent inflammatory, smooth-muscle contractile and hypotensive activity. |
| MYLK2 | −2.0379 | Implicated in the level of global muscle contraction and cardiac function |
| MYH3 | 2.22508 | Involved in cell movement and transport of materials within and between cells. |
|
| ||
| DCHS1 | −1.27603 | Calcium-dependent cell-adhesion protein. Mediates functions in neuroprogenitor cell proliferation and differentiation. |
| WNT8B | −1.68662 | May play an important role in the development and differentiation of certain forebrain structures, notably the hippocampus |
| PCDH12 | 2.29283 | Acts as a regulator of cell migration, probably via increasing cell-cell adhesion |
| GNA15 | −5.38507 | Involved as modulators or transducers in various transmembrane signalling systems. |
| MYH7B | −2.16246 | Involved in muscle contraction. |
| PRKCE | −2.62241 | Plays essential roles in cancer cell invasion and regulation of apoptosis, regulation of multiple cellular processes such as cell adhesion, motility, migration and cell cycle |
| ANKRD6 | 3.17182 | Allows efficient phosphorylation of beta-catenin, thereby inhibiting beta-catenin/Tcf signals. |
| CTNNA2 | 1.67243 | Regulate cell-cell adhesion and differentiation in the nervous system |
| CTNNA3 | −2.54244 | May be involved in formation of stretch-resistant cell-cell adhesion complexes. |
| GNA14 | −1.21527 | Involved as modulators or transducers in various transmembrane signalling systems. |
| CDH12 | −2.78544 | Calcium-dependent cell adhesion proteins with a role during a critical period of neuronal development |
| GNG7 | −3.67311 | Involved as a modulator or transducer in various transmembrane signalling systems. |
| GNB3 | −1.60354 | Involved as a modulator or transducer in various transmembrane signalling systems |
| FZD9 | −1.53141 | Involved in beta-catenin canonical signalling pathway |
| TP53 | −1.89693 | Acts as a tumour suppressor in many tumour types; induces growth arrest or apoptosis depending on the physiological circumstances and cell type. |
| FAT2 | −1.23901 | Involved in the regulation of cell migration and proliferation |
| PLCB4 | 2.48726 | Plays an important role in the intracellular transduction of many extracellular signals in the retina |
| PCDH11Y | 1.70719 | Play a role in cell-cell recognition during development of the central nervous system |
| FRZB | −1.71826 | Function as modulators of Wnt signalling through direct interaction with Wnts. |
| MYH3 | 2.22508 | Involved in cell movement and transport of materials within and between cells. |
| SFRP5 | −2.18751 | Have a role in regulating cell growth and differentiation in specific cell types. |
|
| ||
| ITGB2 | −1.22457 | Involved in leukocyte adhesion and transmigration of leukocytes including T-cells and neutrophils |
| CAV1 | 2.14717 | scaffolding protein promotes cell cycle progression |
| COL9A2 | 2.03169 | extracellular matrix structural constituent conferring tensile strength |
| SH3D21 | −1.33154 | structural component of nucleus and plasma membrane |
| COL11A2 | 3.24925 | May play an important role in fibrillogenesis by controlling lateral growth of collagen II fibrils. |
| ITGA2 | −1.27507 | responsible for adhesion of platelets and other cells to collagens |
| COL17A1 | 2.04848 | May play a role in the integrity of hemidesmosome |
| COL4A3 | 1.66658 | major structural component of glomerular basement membranes |
| COL9A3 | −1.43053 | Structural component of hyaline cartilage and vitreous of the eye |
| ACTN2 | −1.3298 | anchor actin to a variety of intracellular structures. |
| ITGA10 | 2.5105 | Acts as a receptor for collagen. |
| LAMA2 | 2.37888 | mediate the attachment, migration and organization of cells into tissues during embryonic development by interacting with other extracellular matrix components |
| LAMC1 | −2.12482 | mediate the attachment, migration and organization of cells into tissues during embryonic development by interacting with other extracellular matrix components |
| ELMO1 | 1.7877 | Involved in cytoskeletal rearrangements required for phagocytosis of apoptotic cells and cell motility. |
|
| ||
| CHRM4 | −1.26805 | Mediates various cellular responses, including inhibition of adenylate cyclase, breakdown of phosphoinositides and modulation of potassium channels through the action of G proteins |
| RGS1 | 1.57636 | Regulates G protein-coupled receptor signalling cascades |
| PLCB4 | 2.48726 | Plays an important role in the intracellular transduction of many extracellular signals in the retina. |
| PRKCE | −2.62241 | Plays essential roles in the regulation of multiple cellular processes linked to cytoskeletal proteins, such as cell adhesion, motility, migration and cell cycle |
| CACNA1A | 3.46911 | Involved in a variety of calcium-dependent processes, including muscle contraction, hormone or neurotransmitter release, gene expression, cell motility, cell division and cell death. |
| CACNA1E | −1.17684 | Involved in a variety of calcium-dependent processes, including muscle contraction, hormone or neurotransmitter release, gene expression, cell motility, cell division and cell death. |
| GNA15 | −5.38507 | Involved as modulators or transducers in various transmembrane signalling systems. |
| GNGT1 | 2.02369 | |
| GNA14 | −1.21527 | |
| GNG7 | −3.67311 | |
| GNB3 | −1.60354 | |
Figure 4.Further analysis of DE genes obtained after Hmrhl knockdown revealed some important (A) cancer associated genes and (B) transcription factors. (C) Heat map visualization of DE Transcription factors matrix. Heat map was generated from the table matrix which was obtained using MEME suit. The empty region observed in the middle of the transcription factor matrix is due to the unavailability of known motifs of transcription factor (TF) regulators in the motif database, i.e., JASPAR. This shall not be confused with the absence (#0) or zero occurrence of a motif on a query site of the target TF.
Gene co-expression modules (clusters 1, 2, 4, 5, 6, 7, 9, 10 and 11) with their distinct functional profiles, obtained after hierarchical clustering using Cytoscape platform. Also see, Supplementary Figure S3A&B for detail co-expression modules and Supplementary Figure S1: showing clusters 3 and 8 with no specific functional enrichment after gene co-expression analysis
| S.No. | Gene cluster | Related function |
|---|---|---|
| 1 |
|
|
| • voltage-gated calcium channel activity | ||
| • synaptic transmission, glutamatergic | ||
| • regulation of neuron projection development | ||
| • adult behavior | ||
| • ion channel complex | ||
| • voltage-gated calcium channel | ||
| 2 |
|
|
| • muscle system process | ||
| • muscle contraction | ||
| • structural constituent of cytoskeleton | ||
| • contractile fiber | ||
| 3 |
|
|
| • actin binding | ||
| • striated muscle thin filament | ||
| • myofilament | ||
| • zinc ion binding | ||
| • oxidoreductase activity, acting on a sulfur group of donors | ||
| • contractile fiber | ||
| • transition metal ion binding | ||
| 4 |
|
|
| • cardiac right ventricle morphogenesis | ||
| • regulation of heterotypic cell-cell adhesion | ||
| • skin development | ||
| • primary cilium | ||
| • heterotypic cell-cell adhesion | ||
| 5 |
|
|
| • suckling behaviour | ||
| • axon guidance | ||
| • neuron projection guidance | ||
| • multi-organism behaviour | ||
| • locomotory behaviour | ||
| • copper ion homeostasis | ||
| 6 |
|
|
| • synaptic transmission, dopaminergic | ||
| • protein kinase C signalling | ||
| • regulation of behaviour | ||
| 7 |
|
|
| • myofilament | ||
| • muscle system process | ||
| • striated muscle thin filament | ||
| • protein ADP-ribosylation | ||
| • transferase activity, transferring pentosyl groups | ||
| • muscle contraction | ||
| • NAD+ ADP-ribosyltransferase activity | ||
| 8 |
|
|
| • potassium channel activity | ||
| • potassium ion transmembrane transporter activity | ||
| • potassium ion transmembrane transport | ||
| • cellular potassium ion transport | ||
| • cation channel activity | ||
| • ion channel activity | ||
| • potassium ion transport | ||
| 9 |
|
|
| • extracellular negative regulation of signal transduction | ||
| • determination of dorsal identity | ||
| • extracellular regulation of signal transduction | ||
| • flavin adenine dinucleotide binding | ||
| • negative regulation of BMP signaling pathway | ||
| • regulation of BMP signaling pathway | ||
| • alpha-amino acid metabolic process |
Figure 5.ChIRP-Seq analysis of Hmrhl in K562 cells. (A) Plot showing efficiency for Hmrhl pulldown over LacZ in ChIRP experiment. (B) Annotation of peaks (C) Venn diagram representing overlapped genes obtained from intersection of RNA-seq and ChIRP-seq dataset. (D) Gene Ontology of common genes thus obtained. (E) FPKRM values depicting levels of ZIC1, PDGRFβ and TP53 after Hmrhl knockdown as obtained from RNA-seq data analysis. (F) expression pattern of ZIC1, PDGRFβ and TP53 determined by RT-qPCR after Hmrhl silencing in K562 cells. The data are presented as mean ± SD from three independent experiments, *P< 0.05, **P< 0.01, ***P< 0.001 by Student's t-test.
Biological pathways obtained after GO enrichment of common genes between RNA-seq and ChIRP-seq datasets. Detail description of genes under each pathway is given below
| Gene | Fold change in expression (from RNAseq dataset) | Distance to TSS (from ChIRP-seq dataset) | Biological function |
|---|---|---|---|
|
| |||
| TG | 2.56054 | -734 | hormone activity and carboxylic ester hydrolase activity. |
| FGD1 | 1.63956 | -319 | Activates CDC42. Plays a role in regulating the actin cytoskeleton and cell shape. |
| ANK2 | 1.69588 | -3310 | protein kinase binding and structural constituent of cytoskeleton |
| PDE1B | −1.77852 | -1499 | calmodulin binding and 3',5'-cyclic-AMP phosphodiesterase activity |
| NRXN2 | 1.51534 | -2035 | transmembrane signaling receptor activity and calcium channel regulator activity |
| NRXN3 | −2.08903 | -661 | cell adhesion molecule binding |
| PDGFRB | −3.39665 | -162 | regulation of many biological processes including embryonic development, angiogenesis, cell proliferation and differentiation. |
| CHN1 | −2.19144 | -194 | GTPase activator activity and ephrin receptor binding |
| PTCH2 | 4.70794 | -7374 | hedgehog receptor activity and hedgehog family protein binding. |
| HPGDS | −1.58043 | -1303 | calcium ion binding and magnesium ion binding |
|
| |||
| NRXN2 | 1.51534 | -2035 | transmembrane signaling receptor activity and calcium channel regulator activity |
| NRXN3 | −2.08903 | -661 | cell adhesion molecule binding |
| DGKI | −5.02254 | 8365 | NAD+ kinase activity and diacylglycerol kinase activity |
|
| |||
| FGD1 | 1.63956 | -319 | Activates CDC42. Plays a role in regulating the actin cytoskeleton and cell shape. |
| ANK2 | 1.69588 | -3310 | protein kinase binding and structural constituent of cytoskeleton |
| WTIP | −2.31319 | -7255 | involved in several cellular processes such as cell fate determination, cytoskeletal organization, repression of gene transcription, cell-cell adhesion, cell differentiation, proliferation and migration |
| CTNNA2 | 1.67243 | -1990 | structural molecule activity and structural constituent of cytoskeleton |
|
| |||
| PDGFRB | −3.39665 | -162 | regulation of many biological processes including embryonic development, angiogenesis, cell proliferation and differentiation. |
| PTAFR | −2.05699 | -3443 | G protein-coupled receptor activity and lipopolysaccharide binding |
|
| |||
| NRXN2 | 1.51534 | -2035 | transmembrane signaling receptor activity and calcium channel regulator activity |
| NRXN3 | −2.08903 | -661 | cell adhesion molecule binding |
|
| |||
| IGSF10 | 1.70255 | -5900 | control of early migration of neurons expressing gonadotropin-releasing hormone |
| CPLX2 | −1.76176 | -9666 | Negatively regulates the formation of synaptic vesicle. Positively regulates a late step in exocytosis of various cytoplasmic vesicles |
| TDRD6 | −2.02059 | -4622 | involved in germ cell development |
| TP53 | −1.89693 | -148 | Acts as a tumour suppressor in many tumour types; induces growth arrest or apoptosis depending on the physiological circumstances and cell type. |
| ZIC1 | −4.16215 | 1079 | transcriptional activator. Involved in neurogenesis |
|
| |||
| NRXN2 | 1.51534 | -2035 | transmembrane signaling receptor activity and calcium channel regulator activity |
| NRXN3 | −2.08903 | -661 | cell adhesion molecule binding |
|
| |||
| SERPINE2 | −2.36671 | -3485 | signaling receptor binding and serine-type endopeptidase inhibitor activity. |
| PTCH2 | 4.70794 | -7374 | hedgehog receptor activity and hedgehog family protein binding. |
|
| |||
| FGD1 | 1.63956 | -319 | Activates CDC42. Plays a role in regulating the actin cytoskeleton and cell shape. |
| CHN1 | −2.19144 | -194 | GTPase activator activity and ephrin receptor binding |
| ARHGAP29 | −2.32394 | -1824 | GTPase activator activity and PDZ domain binding |
Figure 6.Regulation of target genes expression via Hmrhl by possible triplex formation at chromatin level. (A) Predicted motifs enriched in all Hmrhl peaks in ChIRP-seq. (B) Distribution of Motifs for genome occupancy for Hmrhl on target genes. (C) Enrichment of Hmrhl at the promoter region of ZIC1, PDGRFβ and TP53 in ChiRP- seq analysis. (D) Predicted DN-RNA triplex formation at the target sites using Triplextor.
Triplex forming oligonucleotides (TFOs) predicted by Triplextor program
| OligoID | TFOs 5′-3′ | Score |
|---|---|---|
| TP53 | GAAAGtAGAGcAG | 11 |
| PDGFRβ Triplex 1 | GGGGGagGAgGGGGG | 12 |
| PDGRFβ Triplex 2 | GGGGGaGgAGGGGGgG | 13 |
| ZIC1 Triplex 1 | AAGAAAGGAAGgGAGGGAGGgaGGgAgGGA | 25 |
| ZIC1 Triplex 2 | AAGgAAGGAAGgaAGGaAGGAGGGAAgG | 25 |
| ZIC1 Triplex 3 | GaAggAAGAAAGGAAGgGAGGGAGG | 21 |
Figure 7.Overexpression of PDGRFβ in Hmrhl downregulated cells. (A) expression levels of PDGRFβ and Hmrhl after co-transfection of PDGRFβ plasmid and si-Hmrhl RNA in K562 cells. (B) CCK-8 assay showing rescued cell proliferation after PDGRFβ overexpression as compared to Hmrhl silencing cells measured over a time period of 96 h. (C, D) Transwell assays followed by CCK-8 assay after 48 h to evaluate the endpoint, reveals increased cellular migration (C) and partial recovery of cellular invasion (D) in co-transfected cells as compared to control. The data are presented as mean ± SD from three independent experiments, **P< 0.01, ***P< 0.001 by Student's t-test.
Figure 8.Regulation of expression of lncRNA Hmrhl by TAL1. (A) Binding location of all the possible TFs at the promoter site of Hmrhl (–3 kb to +500 bp) as predicted by GP Miner program. (B) Categorization of predicted TFs according to their role and involvement in leukemias, other cancers, hematopoiesis and others biological processes. (C) ChIP seq data in K562 from ENCODE establishing enrichment of few of the predicted TFs within the upstream of Hmrhl as viewed in Integrative Genomic Viewer (IGV) tool. (D) TAL1 ChIP shows high enrichment of Hmrhl promoter site when compared to mock control (IgG). (E, F) Expression levels of TAL1 and Hmrhl respectively as determine by RT-qPCR after TAL1 silencing in K562 cells. (G, H) Evaluation of relative expression pattern of TAL1 and Hmrhl respectively up on Hmrhl knockdown. The data are presented as mean ± SD from three independent experiments, *P < 0.05, **P < 0.01, ***P < 0.001 by Student's t-test.