Filippo Caschera (@Stjle) header
Filippo Caschera (@Stjle) profile picture

Synthetic Biology, Artificial Cells, Amphiphile Systems, Machine Learning, Cell-Free Protein Synthesis: Italy, Denmark, Japan, USA, France, Germany, UK.

Rome, Lazio
Joined April 2010
Photo by Filippo Caschera (@Stjle)Photo by Filippo Caschera (@Stjle)Photo by Filippo Caschera (@Stjle)Photo by Filippo Caschera (@Stjle)Photo by Filippo Caschera (@Stjle)
Filippo Caschera retweeted
Transcription Terminators with Context-Dependent Promoter and Terminator Activities doi.org/10.1021/acssynbio.6c…
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Decoding & manipulating human intercellular signaling via scalable cell-free protein synthesis doi.org/10.64898/2026.10.24.…
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通信系(IEEE)分野にやや風変わりなperspectiveを書きました(せっかくなので最後に「パケットの進化」とか好き放題言っている Cell-Free Systems and Nucleic Acid Packets for Robust Molecular Communication ieeexplore.ieee.org/abstract…
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Filippo Caschera retweeted
Mitigating the deleterious impact of saliva on cell-free expression sensors for point-of-use diagnostics doi.org/10.1093/synbio/ysag0…
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Filippo Caschera retweeted
Cell-free Engineering of LPST153 Bacteriophage Receptor-Binding Proteins Enables Tunable Host-Range Modulation doi.org/10.1021/acssynbio.6c…
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Filippo Caschera retweeted
Engineered Orthogonal Translation Systems from Metagenomic Libraries Expand the Genetic Code doi.org/10.1021/acssynbio.6c…
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Filippo Caschera retweeted
A Two-step Gene Expression Method for In Vitro Evolution of Translational Proteins doi.org/10.1021/acssynbio.6c…
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Filippo Caschera retweeted
櫻井・庄司・市橋でやった論文が出ました。ドロプレット内反応を2段階で行うことで、翻訳タンパク質の完全in vitro進化ができるようになりました。WTより比活性の高いEF-Gも作れました pubs.acs.org/asbcd6/article/…
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Our work is out in ACS SynBio. - More T7RNAP effective ONLY at low DNA - LESS(!) ribosome is good at low DNA - ~14nM mRNA & ~96nM mNG-GFP from 0.2pM(!) DNA input - Easy-to-use recipe for direct signal readout from microdroplets pubs.acs.org/asbcd6/article/… (with @NaohiroTerasaka lab)
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Filippo Caschera retweeted
Engineering erythrocytes into synthetic cells using cell-free gene expression doi.org/10.64898/2026.08.20.…
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I’m really excited to share our new preprint, out today, where we built a fully autonomous system for enzyme engineering — integrating a self-driving lab with a generative protein language model that worked together over a month to engineer substrate specificity in glycoside hydrolase (GH1) enzymes. biorxiv.org/content/10.64898… [1/n]
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Filippo Caschera retweeted
Automated synthetic cell-based screening for designed proteins with emergent functions @NatureComms 1. The paper introduces PUREdrop, an automated microfluidic screening platform that expresses protein libraries inside thousands of picoliter “synthetic cells” (water-in-oil droplets) per construct, then deposits each droplet population into predefined wells of a 96-well plate for time-lapse microscopy. 2. Key idea: emergent functions (e.g., cytoskeletal self-organization) require both confinement and spatiotemporal readouts. PUREdrop is positioned between bulk plate assays (good genotype-to-well mapping, poor spatial resolution) and ultrahigh-throughput droplet sorting (high throughput, but typically single-timepoint scalar readouts). 3. Hardware/workflow: a 5-way hydrodynamic focusing junction co-encapsulates DNA (IA1) with PURE TXTL reagents (IA2) into monodisperse ~20 µm droplets at ~3 kHz. An autosampler sequentially swaps DNA templates from a 96-well input plate; a fraction collector routes each droplet population into the correct destination well. 4. Automation details that enable reliable library screening: pneumatic valves switch between priming/production modes; ethanol+water cleaning cycles reduce DNA carryover; real-time pressure/flow monitoring stabilizes droplet generation and improves run-to-run reproducibility during multi-well operation. 5. Practical impact: reagent efficiency. By decoupling DNA from the TXTL stream and producing droplets on demand, the platform generates ~3×10^5 droplets using ~0.87 µL of key PUREfrex2.0 components per reaction, reported as ~7.4-fold lower PURE consumption versus manual emulsification workflows. 6. Validation experiment: alternating sfGFP and mCherry DNA across 48 wells showed clear per-well channel segregation with minimal cross-contamination. Time-lapse traces enabled quantitative expression-kinetics metrics (e.g., T0.5 and slope at T0.5), revealing reproducible construct-specific maturation/production dynamics. 7. End-to-end “design-to-screen” pipeline: Golden Gate assembly in plate format (Echo acoustic handling compatible), bacterial growth, PCR from lysate to generate PURE-ready linear templates, normalization, then a ~5-hour PUREdrop run for 48 constructs followed by overnight imaging and droplet-level segmentation/feature extraction. 8. Showcase 1 (designed proteins): screening computationally redesigned FtsZ variants. The authors used conservation/functional-site masking + ProteinMPNN redesign, AlphaFold2-based selection, and then screened 24 designs (plus WT and blinded replicates) for higher-order bundling dynamics inside droplets. 9. Phenotype quantification goes beyond “does it polymerize”: they track time-resolved bundle area trajectories (including onset timing and FWHM as a persistence descriptor) and morphology proxies (skeleton length; intensity coefficient of variation as a bundling compactness proxy). Hits included variants with earlier onset and more compact bundling (mpnnFtsZv18) and variants with delayed onset and reduced bundling (mpnnFtsZv14). 10. Showcase 2 (multi-component emergent function): screening FtsZ modulators by co-expression and reading out changes in FtsZ organization. Distinct modulators shifted lifetime and morphology; ZipA stood out by anchoring FtsZ assemblies to droplet–droplet interfaces and yielding ring-like structures, despite the compartments being surfactant-stabilized rather than membrane-bound. 💻Code: github.com/KANahas/PUREdrop.… 📜Paper: doi.org/10.1038/s41467-026-7… #SyntheticBiology #BottomUpBiology #SyntheticCells #Microfluidics #CellFree #ProteinDesign #ProteinEngineering #TXTL #FtsZ #SelfOrganization #Automation #HighThroughputScreening
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Filippo Caschera retweeted
Introducing the T7 Promoter Calculator, our newest model that predicts the T7 transcription rate for every start site across a genetic system's sequence, including both canonical & low-affinity sites; and redesigns T7 expression systems to remove production of long RNA byproducts
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Filippo Caschera retweeted
Cell-free pathway prototyping enables cost-effective biomanufacturing of 1,2,4-butanetriol at the 1-L scale doi.org/10.64898/2026.08.03.…
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Filippo Caschera retweeted
Quantifying phage-host dynamics using droplet microfluidics doi.org/10.1038/s41467-026-7…
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Filippo Caschera retweeted
Development of a Microdroplet-Based Functional Genomic Screening Pipeline by Combination of DNA Nanoflowers and PURExpress Cell-Free Expression doi.org/10.1021/acssynbio.6c…
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