FUSION: a family-level integration approach for robust differential analysis of small non-coding RNAs
AbstractMotivation. Beyond well-studied microRNAs, noncanonical small non-coding RNAs (sncRNAs) derived from longer parental templates such as tRNAs, rRNAs
After developing PANDORA-seq to reveal hidden small RNAs (e.g., tsRNA, rsRNA) and SPORTS to annotate them, we now expand our toolchain with Tong Zhou lab: introducing FUSION, a tool that robustly interprets small RNA changes even in small or 1-on-1 datasets.
academic.oup.com/bioinformati...
18.09.2025 21:05 โ ๐ 2 ๐ 0 ๐ฌ 0 ๐ 0
Proud to work with a brave team @cai000chen.bsky.socialโฌ @jianchengyu.bsky.socialโฌ Xudong Zhang & Tong Zhouโthinking fearlessly to bring this piece together.
In a time of uncertainty, may this idea be a seed for springโฆ Weโll see what evidence we and the community can bring, to confirm or refuteโฆ
20.08.2025 10:28 โ ๐ 1 ๐ 1 ๐ฌ 0 ๐ 0
Beyond inheritance, the model may also apply to cancer & neurodegeneration, where abnormal RNA structures could shape pathological cell states.
Perhaps misfolded RNAs โ not just amyloid proteins โ are the central structural entity driving disease.
20.08.2025 10:28 โ ๐ 0 ๐ 0 ๐ฌ 1 ๐ 0
Why the memory fades eventually - as often seen in epigenetic inheritance:
Two potential exits:
Active reset: when conditions normalize, condensates dissolve, RBPs shift, RNA refolds.
Passive fade: cells with stress-memory may grow slower, and are outcompeted over generations.
20.08.2025 10:28 โ ๐ 0 ๐ 0 ๐ฌ 1 ๐ 0
Memory propagation in cells โ and across generations:
Newly folded RNAs bind stress-linked RBPs to assemble new condensates, passed on during cell division.
Even daughter cells never facing the original stress can inherit the RNA structural memory โ and its stress-adapted traits.
20.08.2025 10:28 โ ๐ 0 ๐ 0 ๐ฌ 1 ๐ 0
The heart of the hypothesis: copying RNA shape.
Some RNAs can act as both template & catalyst, guiding new RNAs with the same sequence to fold the same way.
RNA alone is unstable, but RBPs stabilize the template, & condensates boost RNAโRNA interactionsโas a microreaction chamber
20.08.2025 10:28 โ ๐ 0 ๐ 0 ๐ฌ 1 ๐ 0
The model starts with RNA folding energy & a multistable landscape.
Under stress, RNA can adopt a new shapeโand if RNA-binding proteins โlockโ it in, that shape becomes a molecular memory of the stress.
Think Waddingtonโs epigenetic landscapeโbut for RNA folding energy valleys.
20.08.2025 10:28 โ ๐ 0 ๐ 0 ๐ฌ 1 ๐ 0
Perhaps our boldest hypothesisโฆ we propose a model for RNA Structural Memory propagation in @natcellbio.nature.com where RNA conformation is reshaped by stress, locked by RBPs, copied prion-like in condensates & passed across generationsโall without altering DNA
rdcu.be/eBwPJ
20.08.2025 10:28 โ ๐ 5 ๐ 2 ๐ฌ 1 ๐ 0
Our ๐ท May ๐ท issue is online with a broad range of article topics and formats!
In their Opinion article (on the cover, too!), @qichen-lab.bsky.social and colleagues describe the interactions between small ncRNAs and Toll-like receptors.
Find the issue here: www.cell.com/trends/bioch...
01.05.2025 20:54 โ ๐ 5 ๐ 3 ๐ฌ 1 ๐ 0
Very glad to see our Sequential Activation Hypothesis highlighted on the cover @cp-trendsbiochem.bsky.social , linking small RNA-TLR interactions to autoimmune disease mechanisms.
01.05.2025 17:21 โ ๐ 4 ๐ 2 ๐ฌ 0 ๐ 0
We put together a step-by-step protocols for PANDORA-seq, now available in Nature Protocols @natprot.bsky.social , including the sample preparation for sperm, sperm heads; and the analyzing software SPORTS optimized for various types of small RNAs including tsRNAs, rsRNAs, and miRNAs. rdcu.be/egk1Z
04.04.2025 06:10 โ ๐ 4 ๐ 1 ๐ฌ 0 ๐ 0
Proud of @jianchengyu.bsky.social and the team for thinking fearlessly to put the ideas together!
16.02.2025 00:38 โ ๐ 1 ๐ 0 ๐ฌ 0 ๐ 0
This idea is driven by advanced sncRNA sequencing (e.g. PANDORA-seq), uncovering an expanding universe of tsRNA/rsRNA/ysRNA & more www.nature.com/articles/s41...
These sncRNAs go beyond RNAi, adopting aptamer-like roles by binding TLR7/8 to shape immune responses
www.jbc.org/article/S002...
16.02.2025 00:38 โ ๐ 1 ๐ 0 ๐ฌ 1 ๐ 0
TLR7/8 arenโt just triggered by viral RNAs, they can be potentially activated by a range of RNA resources: cell stress/death, RNA therapies, microbiome, and even dietary RNAs.
Uncovering these diverse triggers may pave new paths for preventing/treating autoimmune diseases.
16.02.2025 00:38 โ ๐ 1 ๐ 0 ๐ฌ 1 ๐ 0
How can abnormal small RNA biogenesis spark autoimmune disease? Our opinion @cp-trendsbiochem.bsky.social discuss a novel two-stage activation hypothesis that may explain why autoimmunity hits women harder, via small RNA-TLR7/8 interactions & augmented by autoantibodies.
www.cell.com/trends/bioch...
16.02.2025 00:38 โ ๐ 5 ๐ 3 ๐ฌ 1 ๐ 1
go.bsky.app/QkSL6S5
05.12.2024 21:23 โ ๐ 3 ๐ 1 ๐ฌ 0 ๐ 0
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