Thermodynamic prediction of RNA cellular activity from sequence via conformational ensembles

Cell · 2026-03-18

Abstract 78: Snord67 promotes breast cancer metastasis through U6-mediated alternative splicing

Cancer Research · 2025-04-21

Abstract Small nucleolar RNAs (snoRNAs) are a class of ncRNAs that canonically guide post-transcriptional modifications, including 2'-O-methylation, on ribosomal RNA (rRNA) and small nuclear RNA (snRNA). While traditionally considered housekeeping genes, snoRNAs have increasingly been found to function in diverse physiologic and pathologic processes, including cancer. In an immune-competent murine model of triple negative breast cancer (TNBC) lymphatic metastasis, we identified the snoRNA Snord67 as one of the most upregulated noncoding RNAs in axillary LN (AxLN) tumors relative to mammary fat pad (MFP) tumors and lung metastases. Loss of Snord67 resulted in decreased colony formation and spheroid size in murine and human TNBC cell lines, and led to decreased lymph node tumor growth and decreased distant metastases in two immune-competent murine models of TNBC lymphatic dissemination. To determine the mechanism by which Snord67 promotes tumor growth and metastasis, we examined the impact of Snord67 on 2'-O-methylation, gene expression, and alternative splicing. Loss of Snord67 in TNBC cell lines led to decreased 2'-O-methylation at the C60 nucleotide (Cm60) in the core spliceosome component U6 snRNA. Re-introduction of wild-type Snord67 rescued Cm60 in U6 snRNA and rescued the colony formation and spheroid phenotypes of the Snord67 knockout cell lines. However, a mutant Snord67 incapable of guiding U6 Cm60 only partially rescued these in vitro phenotypes, suggesting that Snord67 promotes in vitro tumor cell growth at least in part by guiding Cm60 in U6 snRNA. We then performed RNA sequencing of Snord67 knockout and wild-type murine and human TNBC cell lines. We found that loss of Snord67 led to widespread changes in alternative splicing, consistent with its role in guiding 2'-O-methylation of the core spliceosome component U6. We further demonstrated that the inclusion of alternatively spliced cassette exons in MYO18A and NFYA was not only downregulated upon Snord67 knockout in a human TNBC cell line, but also positively correlated with Snord67 expression levels in primary breast tumors and lymph node metastases from breast cancer patients. Based on these results, we propose a model in which Snord67 guides U6 Cm60, which leads to a pro-metastatic alternative splicing program and thereby promotes lymph node tumor growth and distant metastasis. Citation Format: Katherine Ismei Zhou, Yvonne L. Chao, Kwame K. Forbes, Alessandro Porrello, Gabrielle M. Gentile, Yinzhou Zhu, Aaron C. Chack, Dixcy J. John Mary, Haizhou Liu, Eric Cockman, Lincy Edatt, Grant A. Goda, Justin Zhao, Hala A. Assi, Hannah J. Wiedner, Yi-Hsuan Tsai, Lily Wilkinson, Amanda E. Van Swearingen, Lisa A. Carey, Jimena Giudice, Daniel Dominguez, Christopher L. Holley, Chad V. Pecot. Snord67 promotes breast cancer metastasis through U6-mediated alternative splicing [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 78.

Snord67 promotes breast cancer metastasis by guiding U6 modification and modulating the splicing landscape

Nature Communications · 2025-05-02 · 3 citations

Previously considered "housekeeping" genes, small nucleolar RNAs (snoRNAs) are increasingly understood to have wide-ranging functions in cancer, yet their role in metastasis has been less well studied. Here, we identify the snoRNA Snord67 as a regulator of lymph node (LN) metastasis in breast cancer. Snord67 expression is enriched in LN metastases in an immune-competent mouse model of female breast cancer. In an orthotopic breast cancer model, loss of Snord67 decreases LN metastasis. In a model of lymphatic metastasis, Snord67 loss decreases LN tumor growth and distant metastases. In breast cancer cell lines, Snord67 knockout results in loss of targeted 2'-O-methylation on U6 small nuclear RNA, as well as widespread changes in splicing. Together, these results demonstrate that Snord67 regulates splicing and promotes the growth of LN metastases and subsequent spread to distant metastases. SnoRNA-guided modifications of the spliceosome and regulation of splicing may represent a potentially targetable pathway in cancer.

Abstract A003: Snord67 promotes breast cancer metastasis through U6-mediated alternative splicing

Molecular Cancer Therapeutics · 2024-11-14

Abstract Small nucleolar RNAs (snoRNAs) a class of ncRNAs that canonically guide post-transcriptional modifications, including 2'-O-methylation, on ribosomal RNA (rRNA) and small nuclear RNA (snRNA). While traditionally considered housekeeping genes, snoRNAs have increasingly been found to function in diverse physiologic and pathologic processes, including cancer. In an immune-competent murine model of triple negative breast cancer (TNBC) lymphatic metastasis, we identified the snoRNA Snord67 as one of the most upregulated noncoding RNAs in axillary LN (AxLN) tumors relative to mammary fat pad (MFP) tumors and lung metastases. Loss of Snord67 resulted in decreased colony formation and spheroid size in murine and human TNBC cell lines, and led to decreased lymph node tumor growth and decreased distant metastases in two immune-competent murine models of TNBC lymphatic dissemination. To determine the mechanism by which Snord67 promotes tumor growth and metastasis, we examined the impact of Snord67 on 2'-O-methylation, gene expression, and alternative splicing. Loss of Snord67 in TNBC cell lines led to decreased 2'-O-methylation at the C60 nucleotide (Cm60) in the core spliceosome component U6 snRNA. Re-introduction of wild-type Snord67 rescued Cm60 in U6 snRNA and rescued the colony formation and spheroid phenotypes of the Snord67 knockout cell lines. However, a mutant Snord67 incapable of guiding U6 Cm60 only partially rescued these in vitro phenotypes, suggesting that Snord67 promotes in vitro tumor cell growth at least in part by guiding Cm60 in U6 snRNA. We then performed RNA sequencing of Snord67 knockout and wild-type murine and human TNBC cell lines. We found that loss of Snord67 led to widespread changes in alternative splicing, consistent with its role in guiding 2'-O-methylation of the core spliceosome component U6. We further demonstrated that the inclusion of alternatively spliced cassette exons in MYO18A and NFYA was not only downregulated upon Snord67 knockout in a human TNBC cell line, but also positively correlated with Snord67 expression levels in primary breast tumors and lymph node metastases from breast cancer patients. Based on these results, we propose a model in which Snord67 guides U6 Cm60, which leads to a pro-metastatic alternative splicing program and thereby promotes lymph node tumor growth and distant metastasis. Citation Format: Katherine I Zhou, Yvonne Chao, Kwame K Forbes, Alessandro Porrello, Gabrielle M Gentile, Aaron C Chack, Dixcy J.S. John Mary, Haizhou Liu, Yinzhou Zhu, Eric Cockman, Lincy Edatt, Grant A Goda, Justin Zhao, Hala Abou Assi, Hannah J Wiedner, Yi-Hsuan Tsai, Lily Wilkinson, Amanda E Van Swearingen, Lisa A Carey, Jimena Giudice, Daniel Dominguez, Christopher L Holley, Chad V Pecot. Snord67 promotes breast cancer metastasis through U6-mediated alternative splicing [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: RNAs as Drivers, Targets, and Therapeutics in Cancer; 2024 Nov 14-17; Bellevue, Washington. Philadelphia (PA): AACR; Mol Cancer Ther 2024;23(11_Suppl):Abstract nr A003.

Telomeric i-motifs and C-strands inhibit parallel G-quadruplex extension by telomerase

Nucleic Acids Research · 2023-09-23 · 24 citations

Telomeric C-rich repeated DNA sequences fold into tetrahelical i-motif structures in vitro at acidic pH. While studies have suggested that i-motifs may form in cells, little is known about their potential role in human telomere biology. In this study, we explore the effect of telomeric C-strands and i-motifs on the ability of human telomerase to extend G-rich substrates. To promote i-motif formation at neutral pH, we use telomeric sequences where the cytidines have been substituted with 2'-fluoroarabinocytidine. Using FRET-based studies, we show that the stabilized i-motifs resist hybridization to concomitant parallel G-quadruplexes, implying that both structures could exist simultaneously at telomeric termini. Moreover, through telomerase activity assays, we show that both unstructured telomeric C-strands and telomeric i-motifs can inhibit the activity and processivity of telomerase extension of parallel G-quadruplexes and linear telomeric DNA. The data suggest at least three modes of inhibition by C-strands and i-motifs: direct hybridization to the substrate DNA, hybridization to nascent product DNA resulting in early telomerase dissociation, and interference with the unique mechanism of telomerase unwinding and extension of a G-quadruplex. Overall, this study highlights a potential inhibitory role for the telomeric C-strand in telomere maintenance.

Measuring thermodynamic preferences to form non-native conformations in nucleic acids using ultraviolet melting

Proceedings of the National Academy of Sciences · 2022-06-07 · 19 citations

Thermodynamic preferences to form non-native conformations are crucial for understanding how nucleic acids fold and function. However, they are difficult to measure experimentally because this requires accurately determining the population of minor low-abundance (<10%) conformations in a sea of other conformations. Here, we show that melting experiments enable facile measurements of thermodynamic preferences to adopt nonnative conformations in DNA and RNA. The key to this “delta-melt” approach is to use chemical modifications to render specific minor non-native conformations the major state. The validity and robustness of delta-melt is established for four different non-native conformations under various physiological conditions and sequence contexts through independent measurements of thermodynamic preferences using NMR. Delta-melt is faster relative to NMR, simple, and cost-effective and enables thermodynamic preferences to be measured for exceptionally low-populated conformations. Using delta-melt, we obtained rare insights into conformational cooperativity, obtaining evidence for significant cooperativity (1.0 to 2.5 kcal/mol) when simultaneously forming two adjacent Hoogsteen base pairs. We also measured the thermodynamic preferences to form G-C + and A-T Hoogsteen and A-T base open states for nearly all 16 trinucleotide sequence contexts and found distinct sequence-specific variations on the order of 2 to 3 kcal/mol. This rich landscape of sequence-specific non-native minor conformations in the DNA double helix may help shape the sequence specificity of DNA biochemistry. Thus, melting experiments can now be used to access thermodynamic information regarding regions of the free energy landscape of biomolecules beyond the native folded and unfolded conformations.

delta-Melt: Nucleic acid conformational penalties from melting experiments

Research Square · 2021-01-18

Rapid and accurate determination of atomistic RNA dynamic ensemble models using NMR and structure prediction

Nature Communications · 2020 · 82 citations

• Computer Science
• Machine Learning
• Computer Science

Biomolecules form dynamic ensembles of many inter-converting conformations which are key for understanding how they fold and function. However, determining ensembles is challenging because the information required to specify atomic structures for thousands of conformations far exceeds that of experimental measurements. We addressed this data gap and dramatically simplified and accelerated RNA ensemble determination by using structure prediction tools that leverage the growing database of RNA structures to generate a conformation library. Refinement of this library with NMR residual dipolar couplings provided an atomistic ensemble model for HIV-1 TAR, and the model accuracy was independently supported by comparisons to quantum-mechanical calculations of NMR chemical shifts, comparison to a crystal structure of a substate, and through designed ensemble redistribution via atomic mutagenesis. Applications to TAR bulge variants and more complex tertiary RNAs support the generality of this approach and the potential to make the determination of atomic-resolution RNA ensembles routine.

A mechanism for the extension and unfolding of parallel telomeric G-quadruplexes by human telomerase at single-molecule resolution

eLife · 2020 · 54 citations

• Chemistry
• Biophysics
• Biology

Telomeric G-quadruplexes (G4) were long believed to form a protective structure at telomeres, preventing their extension by the ribonucleoprotein telomerase. Contrary to this belief, we have previously demonstrated that parallel-stranded conformations of telomeric G4 can be extended by human and ciliate telomerase. However, a mechanistic understanding of the interaction of telomerase with structured DNA remained elusive. Here, we use single-molecule fluorescence resonance energy transfer (smFRET) microscopy and bulk-phase enzymology to propose a mechanism for the resolution and extension of parallel G4 by telomerase. Binding is initiated by the RNA template of telomerase interacting with the G-quadruplex; nucleotide addition then proceeds to the end of the RNA template. It is only through the large conformational change of translocation following synthesis that the G-quadruplex structure is completely unfolded to a linear product. Surprisingly, parallel G4 stabilization with either small molecule ligands or by chemical modification does not always inhibit G4 unfolding and extension by telomerase. These data reveal that telomerase is a parallel G-quadruplex resolvase.

Reorganization of a photosensitive carbo-benzene layer in a triptych nanocatalyst with enhancement of the photocatalytic hydrogen production from water

International Journal of Hydrogen Energy · 2020-08-01 · 3 citations