Mir Lab

Mir Lab

@mirlab.bsky.social

Lab run by Mustafa Mir studying transcription and nuclear organization using live imaging at University of Pennsylvania, Children's Hospital of Philadelphia, and Howard Hughes Medical Institute. mir-lab.com

812 followers326 following60 posts

Mir Lab reposted

An honor to present at the Cold Spring Harbor single molecules meeting on “mysterious” insulator protein kinetics during ZGA! But even more so to share the experience with my amazing lab members all of whom gave phenomenal (!!!) talks centered on live imaging and simulations ❤️

1/ Our paper, “Enhancer binding kinetics explain transcription factor hub formation,” is now published! Here we set out to understand why transcription factors form bright clusters or “hubs” in the nucleus, and whether those hubs actually control gene activity. tinyurl.com/38uf8348

tinyurl.comEnhancer binding kinetics explain transcription factor hub formationTranscription factors (TFs) form dynamic, high-concentration clusters, condensates, or hubs, proposed to increase TF binding frequency at target enhancers. However, how enhancer sequence shapes hub pr...
View full thread

8/ More broadly, our results suggest that not every bright nuclear cluster needs to be explained by a new higher-order structure or condensate. In many cases (stay tuned for more), protein-chromatin interactions, viewed through the microscope, are enough to create the appearance of a persistent hub.

9/ This work was led by Samantha Fallacaro (first PhD from the lab, now a postdoc at Yale), Manya Kapoor (simulations), and Lillian Encarnation (SMT) who brought together live imaging, single-molecule measurements, genetics, and modeling to tackle this question from multiple angles.

1/ Our paper, “Enhancer binding kinetics explain transcription factor hub formation,” is now published! Here we set out to understand why transcription factors form bright clusters or “hubs” in the nucleus, and whether those hubs actually control gene activity. tinyurl.com/38uf8348

tinyurl.comEnhancer binding kinetics explain transcription factor hub formationTranscription factors (TFs) form dynamic, high-concentration clusters, condensates, or hubs, proposed to increase TF binding frequency at target enhancers. However, how enhancer sequence shapes hub pr...
View full thread

6/ Single-molecule tracking let us measure Dorsal’s binding and diffusion directly. When we put those kinetics into simulations (tinyurl.com/yc3tehe5), together with enhancer binding-site number, we could reproduce the enrichment and persistence of the hubs we saw experimentally.

7/ The Bothma lab (tinyurl.com/7rv4uraz) independently found Dorsal clustering depends on binding-site number & does not initiate or sustain txn bursts. While they propose a cluster-dependent effect on Pol II loading, our results suggest that the hub itself emerges from binding kinetics.

tinyurl.comTranscription factor clusters enhance gene expression in vivo without modulating bursting dynamicsCadar et al. show that the transcription factor Dorsal forms clusters at genes carrying many binding sites in living fly embryos. Losing these clusters is lethal, yet they do not switch genes on; they...

1/ Our paper, “Enhancer binding kinetics explain transcription factor hub formation,” is now published! Here we set out to understand why transcription factors form bright clusters or “hubs” in the nucleus, and whether those hubs actually control gene activity. tinyurl.com/38uf8348

tinyurl.comEnhancer binding kinetics explain transcription factor hub formationTranscription factors (TFs) form dynamic, high-concentration clusters, condensates, or hubs, proposed to increase TF binding frequency at target enhancers. However, how enhancer sequence shapes hub pr...
View full thread

4/ We then asked whether stronger or longer-lived hubs predict transcription. Surprisingly, they mostly don’t. At a given enhancer, hub enrichment and persistence are only weakly related to transcriptional burst properties.

5/ That led us to a different way of thinking about these structures: maybe a hub is not a separate regulatory object that forms first and then controls transcription. Maybe it is the visible consequence of many short-lived transcription factor–DNA interactions happening in the same place.

1/ Our paper, “Enhancer binding kinetics explain transcription factor hub formation,” is now published! Here we set out to understand why transcription factors form bright clusters or “hubs” in the nucleus, and whether those hubs actually control gene activity. tinyurl.com/38uf8348

tinyurl.comEnhancer binding kinetics explain transcription factor hub formationTranscription factors (TFs) form dynamic, high-concentration clusters, condensates, or hubs, proposed to increase TF binding frequency at target enhancers. However, how enhancer sequence shapes hub pr...

2/ To do this, we combined high-resolution live imaging of developing Drosophila embryos, single-molecule tracking, and computational modeling to watch the transcription factor Dorsal (grey in video) interact with target (sog, sna) and a non-target gene (hb) in real time.

3/ We found that Dorsal hubs are highly gene-specific. Some enhancers show strong, persistent Dorsal enrichment, while others do not. Importantly, both the amount of Dorsal in a hub and how long it persists depend strongly on the number of Dorsal binding sites in the enhancer.

1/🧵 Can transcription factor condensate formation be explained without phase separation? Our new preprint introduces SPARK, a simulation tool that reproduces condensate behavior (clustering, fusion, FRAP) from diffusion & binding kinetics alone. Movie: 60 sec FRAP sim www.biorxiv.org/content/10.6...

View full thread

7/🧵 We hope SPARK will allow users to assess whether the clusters they observe can be explained by DNA binding and diffusion kinetics, rather than higher-order phenomena like condensate formation.

1/🧵 Can transcription factor condensate formation be explained without phase separation? Our new preprint introduces SPARK, a simulation tool that reproduces condensate behavior (clustering, fusion, FRAP) from diffusion & binding kinetics alone. Movie: 60 sec FRAP sim www.biorxiv.org/content/10.6...

View full thread

5/🧵 To demonstrate that simulated data can recapitulate key emergent condensate properties we show that clusters arising from DNA binding can show fluorescence recovery after photobleaching at similar timescales as those reported for condensates. We also observe cluster fusion in simulated movies.

6/🧵 SPARK is packaged with a user-friendly GUI for those who want to gain intuition about how cluster properties emerge and also for use with high-performance computing for more involved simulations and parameter sweeps. Download software and user manual here: doi.org/10.5281/zeno...

1/🧵 Can transcription factor condensate formation be explained without phase separation? Our new preprint introduces SPARK, a simulation tool that reproduces condensate behavior (clustering, fusion, FRAP) from diffusion & binding kinetics alone. Movie: 60 sec FRAP sim www.biorxiv.org/content/10.6...

View full thread

3/🧵 SPARK recapitulates the clustering of transcription factors like Dorsal and Bicoid in Drosophila embryos, and Sox2 in mouse ES cells, despite explicitly excluding protein-protein interactions. (Dorsal clusters shown below)

4/🧵 In addition to simulating 3D time lapse movies, SPARK can also be used to render super-resolution data for comparison to published work. Image below shows a simulation of Sox2 clustering in mESCs

1/🧵 Can transcription factor condensate formation be explained without phase separation? Our new preprint introduces SPARK, a simulation tool that reproduces condensate behavior (clustering, fusion, FRAP) from diffusion & binding kinetics alone. Movie: 60 sec FRAP sim www.biorxiv.org/content/10.6...

2/🧵 SPARK (Simulation of Protein Accumulation from Reaction Kinetics) takes in experimentally-measurable binding site information and molecular kinetic parameters and generates molecular trajectories. It outputs simulated microscope images under user-defined imaging conditions (mag, exposure, etc.)

Very proud of Samantha "S" Fallacaro the first student from our lab to defend their thesis! Check out her latest work (tinyurl.com/42hdfssz) where she shows that "hubs" formed by the transcription factor Dorsal are emergent features of binding kinetics, not higher-order regulatory assemblies.

@mukherja.bsky.social work on RNAPII clusters is in print today: www.nature.com/articles/s41... Congrats! TLDR: RNAPII clusters represent transcriptonally engaged molecules at single genes, not super-stochiometric assemblies. Please check it out and see the the thread below for a summary.

nature.comA single cluster of RNA Polymerase II molecules is stably associated with active genes - Nature CommunicationsLive molecular-scale imaging in fly embryos shows that a single RNA Polymerase II cluster stays bound to active genes during transcription. Cluster formation requires initiation, and intensity represe...
Apratim (Appy) Mukherjee@mukherja.bsky.social

(1/3) Excited to post our updated pre-print! We show RNAPII clusters are simply collections of polymerase molecules stably engaged at single genes & cluster intensity is strongly correlated with txn output during Drosophila embryogenesis. www.biorxiv.org/content/10.1...

We are happy to have contributed single-molecule tracking and super-resolution imaging to this great work from Nik Sgourakis' lab. HLA-Shuttle restores antigen presentation in immunologically cold tumors enabling the identification of new targets for immunotherapy. www.science.org/doi/10.1126/...

science.orgHLA-Shuttle: A system for enhancing antigen presentation in immunologically cold tumorsHLA-Shuttle enhances production of HLA class I molecules in neuroblastoma, leading to the discovery of tumor-associated antigens.

1/n We have an exciting new initiative at UPenn to provide custom advanced microscopy solutions: Advanced Core for Microscope Engineering (ACME): www.med.upenn.edu/cdbacme/ We are looking for a specialist to help run this new facility, job description is attached please help share widely!

View full thread

4/n We are seeking a microscope specialist/engineer. The role will include developing and implementing new microscope hardware, control software, customized analysis pipelines as well as collaborating with core users.

5/n: Please reach out directly to me if you are interested. This is a unique opportunity at a time where increased centralized resources are critical to maintain and accelerate the pace of scientific discovery.

1/n We have an exciting new initiative at UPenn to provide custom advanced microscopy solutions: Advanced Core for Microscope Engineering (ACME): www.med.upenn.edu/cdbacme/ We are looking for a specialist to help run this new facility, job description is attached please help share widely!

3/n We will provide custom built ad hoc optical microscopy solutions, advanced image analysis, and consultation services to researchers across campus and beyond. We will implement technology in response to experimental needs instead of working within the bounds of commercially available technology.

med.upenn.edu Advanced Core for Microscope Engineering (ACME) | Advanced Core for Microscope Engineering | Perelman School of Medicine at the University of Pennsylvania

1/n: Excited to share our new preprint. We find that Dorsal transcription factor hubs exhibit gene-specific biophysical properties that tune transcriptional output. Read here: www.biorxiv.org/content/10.1.... Project was led by amazing graduate student Samantha Fallacaro (not on bsky)

biorxiv.orgTranscription factor hubs exhibit gene-specific properties that tune expressionThe spatial and temporal control of gene expression relies on transcription factors binding to and occupying their target sites. Transcription factor hubs - localized, high-concentration microenvironm...
View full thread

8/n: We suggest that enhancers encode the biophysical properties of transcription factor hubs (intensity and stability) through binding affinities and cofactors. Hub properties dictate gene occupancy and transcriptional kinetics, suggesting hubs are active executors of enhancer-encoded regulation.

9/ We welcome feedback, questions, and critical discussion from the community. Huge thanks to all our amazing co-authors for their insight, support, and collaboration throughout this work.

1/n: Excited to share our new preprint. We find that Dorsal transcription factor hubs exhibit gene-specific biophysical properties that tune transcriptional output. Read here: www.biorxiv.org/content/10.1.... Project was led by amazing graduate student Samantha Fallacaro (not on bsky)

biorxiv.orgTranscription factor hubs exhibit gene-specific properties that tune expressionThe spatial and temporal control of gene expression relies on transcription factors binding to and occupying their target sites. Transcription factor hubs - localized, high-concentration microenvironm...
View full thread

6/n: Hub presence at a gene is correlated with increased transcription burst amplitude, Pol II loading rate, and total output. Surprisingly, transient interactions between Dorsal hubs and hunchback (lacking Dorsal binding) boosts transcription in ventral nuclei where Dorsal concentration is highest

7/n: Hub intensity and duration correlate with burst amplitude, loading rate, and output suggesting that persistently interacting hubs with more molecules tune gene expression. Consistent with the idea that hubs facilitate transcription factor binding and promote expression.

1/n: Excited to share our new preprint. We find that Dorsal transcription factor hubs exhibit gene-specific biophysical properties that tune transcriptional output. Read here: www.biorxiv.org/content/10.1.... Project was led by amazing graduate student Samantha Fallacaro (not on bsky)

biorxiv.orgTranscription factor hubs exhibit gene-specific properties that tune expressionThe spatial and temporal control of gene expression relies on transcription factors binding to and occupying their target sites. Transcription factor hubs - localized, high-concentration microenvironm...
View full thread

4/n: Next we examined Dorsal hub interactions at two target genes with distinct Dorsal occupancy and enhancer grammars, snai and sog, and as a negative control examined hunchback which has no dorsal sites.

5/n: We found: • snail has persistent hub interactions with high-intensity hubs • sog: has slightly less persistent hub interactions with lower-intensity hubs • hunchback (negative control): transient interactions without stable hub formation

1/n: Excited to share our new preprint. We find that Dorsal transcription factor hubs exhibit gene-specific biophysical properties that tune transcriptional output. Read here: www.biorxiv.org/content/10.1.... Project was led by amazing graduate student Samantha Fallacaro (not on bsky)

biorxiv.orgTranscription factor hubs exhibit gene-specific properties that tune expressionThe spatial and temporal control of gene expression relies on transcription factors binding to and occupying their target sites. Transcription factor hubs - localized, high-concentration microenvironm...

2/n: Transcription factor hubs (dense local accumulations) regulate gene expression by promoting the frequency of binding. They are often discussed as having uniform properties based on protein sequence and concentration. We wondered if their biophysical properties vary in a gene dependent manner.

3/n: First, we find that hubs form rapidly after mitosis and last through interphase. Nuclear hub density doesn't depend on nuclear concentration but hub intensity does, suggesting that hub formation may be independent of concentration, but hubs accumulate more protein with increased concentrations.

Mir Lab reposted

Mir Lab reposted

In light of policies to defund biomedical research, and with judicial hearings happening today, we hope to highlight the many ways biomedical research improves people's lives, and to convey how damaging the proposed cuts would be... not just for us researchers, but for everyone.

Jakob von Moltke@jmoltke.bsky.social

Patrick Mitchell (@psmitchej.bsky.social), Thornton Thompson and I wrote an OpEd, with support from 650+ biomedical researchers across Washington State (450+ at time of submission). www.heraldnet.com/opinion/comm... List: www.moltkelab.com/s/NIH-OpEd-S...

View full thread
View full thread

6/n Using simultaneous imaging of nascent transcription and Pol II clusters we found that a single cluster remains associated with an active gene during a transcription burst and the intensity of the cluster is highly correlated in real time with the amount of nascent transcription.

7/n Overall we show that Pol II clusters are functionally labile and suggest that they likely represent collections of molecules engaged at a single gene locus. Please take a read and send us your critical feedback!

View full thread

4/n We found that Pol II clusters undergo a transformation as the zygotic genome is activated. From initially being mostly composed of molecules engaged in transcription initiation to becoming hotspots of elongating molecules.

5/n Using inhibitors of initiation and elongation we found that cluster formation is dependent on initiation and that transcription elongation leads to a reduction in cluster lifetime.

2/n Since their discovery in the 1990's the functional roles and mechanisms of formation of RNAPII clusters have been heavily investigated. Models have ranged from transcription factories containing many genes to condensates that transiently "kiss” active genes.

3/n We used single-molecule tracking and lattice light-sheet microscopy in live Drosophila embryos to ask how clusters change during zygotic genome activation (when there is a ~3x increase in transcription) and how clusters influence transcription levels.