Kirill Sechkar

So how can we reframe 'balancing innovation with safety'? Well, it's still vital to *innovate safely* and have robust regulation, but I'd say we also have the responsibility to *innovate FOR safety* - and this premise is baked into the idea of Engineering Biology itself 6/6

Identifying these behaviours, we can then design biosystems with robustness, safety and reliability in mind (e.g. that's what our ongoing @eebio.bsky.social
programme is all about). Innovative stuff, but hardly pitted against safety! 5/6

Using automatic culturing platforms, we work to characterise biotechnologies' behaviours as they're affected by factors like randomness, evolution or (my own area of interest) the sheer interconnectedness and complexity of living systems - so they won't catch us by surprise 4/6

I, for one, am doing a PhD supervised by Prof Harrison Steel at the Oxford Control Group. Just like EngBio's name would suggest, we approach problems in *biology* with principles from control *engineering* - which include precisely robustness, predictability and safety! 3/6

One common point in these discussions is the need to 'balance innovation with safety'. Fair! As mentioned in the debate, one mishap can tarnish the field's reputation for good, so robust regulation is vital. But why do we often frame innovation and safety as opposites? 2/6

Exciting times in UK EngBio governance!
-Debate on the House of Lords' EngBio report (we submitted evidence for that, wow!) shorturl.at/bJHUE
-New Science & Technology framework shorturl.at/cZkGG
-EngBio Aspirations Report shorturl.at/F9dj0
Won't post all my precious thoughts, but hope one is OK 1/6

NEW PREPRINT! Do you think we can do better when characterising resource competition properties of gene circuit modules? If no, think again; if yes, you’re in for a pitch how exactly we can do that – automated culturing, cybergenetic control and all! 1/
doi.org/10.1101/2025...

Thanks to my supervisor Prof Harrison Steel , as well as to our collaborators from @eebio.bsky.social - Sara Brancato, Prof Lucia Marucci and Dr Ludovic Renson for advice. They’re also working on exciting applications of CBC right now, so watch them closely (what a time to be alive!) 9/9

For now, this is more of a pitch with an in silico proof-of-concept, but we discuss which developments in SynBio and control will help us apply this protocol in vivo. Briefly, advanced control algorithms + single-cell culturing + optogenetics = fun 8/

We successfully simulate our protocol using different models of various complexities (e.g. see results for a mechanistic resource-aware cell model in the pic below) – gives us reason to think it should work in (even more complex) real cells! 7/

From start to finish, our proposed method involves first establishing the probe’s properties, then using it to do CBC with the genetic module of interest. The results can then predict how any two characterised modules will compete for resources! 6/

Here, the module of interest’s output is its fluorescent gene expression, and the feedback input is e.g. chemical induction of another ‘probe’ genetic module competing with it for resources 5/

We suggest using control-based continuation (CBC), where a stabilising external feedback input drives a system through the entire range of its equilibria! 4/

Model-guided gene circuit design for engineering genetically stable cell populations in diverse applications | Journal of The Royal Society Interface Maintaining engineered cell populations’ genetic stability is a key challenge in synthetic biology. Synthetic genetic constructs compete with a host cell’s native genes for expression resources, burde...

Yet arugably, multistability & bifurcations are the most fun bit! And we know resource competition may cause them (and sometimes that’s even leveraged by circuit designs like our recent Punisher doi.org/10.1098/rsif... ). So characterisation of competition should include them… What should we do? 3/

To gauge resource demands, we often look at how modules compete for gene expression resources with constitutive fluorescent reporter genes. But there’s a problem: in multistable systems, constant resource competition may drive your system to just one steady state among many possible

NEW PREPRINT! Do you think we can do better when characterising resource competition properties of gene circuit modules? If no, think again; if yes, you’re in for a pitch how exactly we can do that – automated culturing, cybergenetic control and all! 1/
doi.org/10.1101/2025...

Hope I’ve gotten you interested enough to go and read our paper for details! And the best way I can conclude is by thanking the editors & reviewers, @Harrison_Steel for supervision and coauthorship, and @Andreas_Porse and other Steel Lab members for their great advice! 10/10

We also consider beneficial *native* gene mutations. For the same growth advantage, these are less prone to triggering the Punisher than synthetic gene loss, yielding better fitness. Clonal interference can thus help to hinder engineered cell populations’ function loss 9/10

How about transient reductions in burden due to uneven plasmid and cell cycle fluctuations? We can likewise model these to show that the Punisher is robust to such disturbances 8/10

Though the Punisher’s aimed at penalising mutations of genes burdening the cell primarily via resource competition, we also model metabolic burden. Turns out, our design can punish mutations of metabolically burdensome genes, too – just tune the chemical induction again! 7/10

What’s new since the preprint? We now simulate many more scenarios beyond those just showcasing the Punisher in action! Beyond just studying our circuit, we believe our approaches could generally come in handy for resource-aware modelling of single cells and populations 6/10

We also define a population model based on deterministic and stochastic simulations, directly linking physiological parameters of synthetic genes and circuit performance on a populational level. Our model shows the Punisher really is helpful in settings like bioreactors 5/10

Direct sensing of burden gives the Punisher an edge over extant designs (like co-expression of essential genes with synthetic genes of interest), which may accidentally encourage mutant cell growth through unintended responses 4/10

Thanks to a self-activating switch, the Punisher’s triggered by burden reduction (eg by mutations) and excises an essential gene. The switching threshold can be tuned by chemical induction, so it can be reused for many applications without any long & costly DNA engineering 3/10

Recapping our preprint: by competing for cellular resources, the synthetic genes make host cells burdened & slow-growing, so mutants that lose these genes outgrow useful cells in a population. But our ‘Punisher’ gene circuit can sense burden & hinder mutant cell growth 2/10

Our paper on countering mutations in engineered cell populations has now been published with @royalsocietypublishing.org ! Come for our biomolecular controller that mitigates mutation spread, stay for resource-aware gene circuit design and modelling tools 1/10

doi.org/10.1098/rsif.2024.0602

Many thanks to my supervisor Prof Harrison Steel, as well as my fellow contributors @vicente-trelles.bsky.social , Ting An Lee, Jessica James, Marco Corrao, Lisa Zillig and @scottstacey.bsky.social !

UK must turbocharge its innovation policy to harness engineering biology, say peers - Committees - UK Parliament The Science and Technology Committee urges urgent policy actions across Government to maximise the contribution of engineering biology to the UK economy and public services.

Great to see the points highlighted by our lab’s submission – such as the need for long-term funding and developing robust standards – in the House of Lords Engineering Biology report! The work to make the UK a leader has been astutely laid out, now let’s get going
tinyurl.com/33xuh2er

- Self-organising patterns are best understood by doing *both* simulations and real-life prototypes made with #synbio (Alice Cook, UCL)

- A resource-aware *yeast* cell model is coming (Mohammad Karim Kaleghi, Warwick) [and as someone who's done this for E.coli, I'm excited]