Yogi Jaeger Profile picture
19 Feb, 16 tweets, 7 min read
Our second paper on dynamical modularity, "Dynamical Modules in Metabolism, Cell and Developmental Biology" by @NickMonk14 & myself is now available as a preprint: osf.io/rydbn via @OSFramework /1
It complements our earlier evolutionary perspective on the subject (osf.io/vfz4t) with its more regulation-based approach and a long list of practical examples that illustrate our novel conceptual framework for the dynamical decomposition of complex systems. /2
Just like our earlier paper, the argument starts with the following observation: modular phenotypic traits imply that the underlying regulatory processes—the epigenotype of the organism—must be dissociable as well. How to decompose them, however, is not a trivial task. /3
We review the different kinds of modules—variational, functional, structural, and regulatory—that have been used for the functional decomposition of regulatory processes. Regulatory modules (co-regulated synexpression groups) belong to a wider class of dynamical modules. /4
Dynamical modules are elementary activities that constitute the more complex behaviour of a complex regulatory system. We show how such activities can be formally defined & detected in discrete network models. /5
Detecting them in continuous systems is more difficult. In the easiest case, a regulatory network is multifunctional, & we can decompose it according to the different activity-functions it implements. These activities can map to structural modules, but they don't have to. /6
There are many multifunctional networks that are not structurally modular at all. These are called emergent networks. They are the most interesting cases for the application of dynamical modularity. /7
We discuss the problems of context & feedback (retroactivity) for the analysis of metabolic function, and show how metabolic supply-and-demand analysis corresponds to our dynamical approach. /8
We then show how the eukaryotic cell cycle can be decomposed into modular checkpoint regulation, demonstrating that dynamical modularity can apply to processes with a seemingly unified temporal activity-function. /9
Another obvious field of application is cell-cell signalling, where the importance of dynamics & context are increasingly recognised. Or cell differentiation, where different cell types need not be characterised by distinct genetic regulatory signatures. /10
In dev biology, dynamical modules correspond to the morphogenetic fields of classical embryology. The gap gene network in Drosophila is a good example, where it is possible to decompose the system into subprocesses that don't map on any particular set of structural components./11
Other examples of dynamical modularity come from vertebrate neural tube patterning and somitogenesis. /12
Finally, we show that Turing systems are dynamical modules. A good example is the Turing module involved in the fin-to-limb transition in vertebrate evolution (great work by @koh_onimaru @MarconSBSLab @_JamesSharpe & others), showing how activity is shaped by tissue context. /13
We conclude by discussing some evolutionary implications, not least the fact that dynamical modules provide the substrate for our new approach to process homology (work with James DiFrisco, to appear soon in J Roy Soc Interface; preprint to follow). 14
It is a rare privilege to be at a stage of your thinking, where all kinds of things just naturally seem to come together. It seems I'm at such a stage right now, not least due to the many wonderful collaborations I've been involved in over the past few years. /15
Tagging: @briscoejames @AOates1 @_JamesSharpe @koh_onimaru @MarconSBSLab @BertaVerd @NickMonk14… and all those whose work we mention but who are not on Twitter, or who I forgot. 🤓

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More from @yoginho

13 Dec 20
Darwinian Gaia: the persister perspective on evolution. aeon.co/essays/the-gai… via @aeonmag
@aeonmag I think this an amazingly refreshing and interesting new view on evolution. For several reasons. What’s even more amazing is that one of the best evolutionary biologists today has completely transformed his view of evolution in light of new evidence. How rarely does this happen?
@aeonmag I have huge respect for W. Ford Doolittle to come forth with this revolutionary change of mind. So much of our field is mired in dogmatic talking past each other. This new approach is a much needed fresh breath of air!
Read 5 tweets
6 Nov 20
@dav_robbe I didn’t leave academia voluntarily. And I tried to get a traditional academic job back for quite a while. Stockholm syndrome, I guess. I’m also still trying to get funding for my projects. Short-term fellowships work, but no luck with bigger projects so far. /1
@dav_robbe I survive on the odd teaching job and giving workshops (e.g. a primer in philosophy for scientists). In years since I’ve left, I’ve done my best intellectual work. The lack of career constraints is unbelievably liberating. And the lack of bullshit work in committees etc. too… /2
@dav_robbe Academia is an oligarchy. The oligarchs are powerful & uninterested in change. By their own metrics, their science is doing better than ever. For me, most of it has lost all relevance. As you say, our fields are stuck in the wrong paradigm. More of the same, no thank you. /3
Read 10 tweets
5 Nov 20
I made the mistake of taking on a grant review in my old field of research. The first this year. Much has happened since January. And many of my priorities have changed. A few reflections. /1
After reading the grant proposal, I had to decline the review, because of an intellectual conflict of interest. The proposal was well-written, certainly not uninteresting in terms of proposals in its field, and the applicant was well qualified. /2
But for one, reading through the 30-page proposal made me viscerally sick. All the hours and effort wasted for a 10–15% funding chance. Excessive details, time planning, questions about applicability, and whatnot. All a tremendous waste of time. /3
Read 12 tweets
17 Sep 20
I just read another one of those “how I overcame writing anxiety and became a more productive writer” threads on #AcademicTwitter. They are a frighteningly frequent thing. A few thoughts. #StockholmSyndrome /1
This latest thread was full of very reasonable advice on how to boost your writing productivity by a researcher who published something like a dozen and a half articles and book chapters over the past year. The implicit claim is that this made them a better writer. /2
But why would you want to optimise your output like this in the first place? What kind of system makes you think this is a good thing? This cult of productivity is driving us insane & it’s also driving academic research into a corner, the corner of the low-hanging fruit. /3
Read 10 tweets
16 Sep 20
A business idea for these times, in which higher education is seen as a commodity, and students are treated like customers: a university modelled on #CrossFit. (And no, this is *not* about Greg Glassman’s idiotic views on COVID or racism.) #HigherEducation /1
From the point of this university “your education is just our warm-up.” Students will have to suffer (every single day) to increase their depth of thinking. Daily existential crises are part of the programme. Only this kind of learning builds sustainable cognitive muscle. /2
Cognitive nutrition will be strictly regulated. No greasy writings are part of the curriculum. Only Spartan intellectual rigour. No literary intoxication. Only Henry-Rollins style straight edge. No romantic poetry, just analytic prose. /3
Read 8 tweets
26 Jun 20
This is the complete #BeyondNetworks playlist: youtube.com/playlist?list=….

We had our last discussion with the Uni Vienna MSc students today.

A little reflection… 👇🏻 /1
It’s been an incredible journey. Very wide-ranging, but also very compressed & intense. Deadlines are the only thing that forces me to overcome eternal procrastination due to excessive perfectionism. I’m still a bit dizzy (and exhausted) from the experience. /2
The product is far from perfect. I consider it like a demo tape. Something you produce before you sign up with a label to record a more professionally produced album. It’s raw in many spots. But I think the story it attempts to tell is shining through clearly enough. /3
Read 13 tweets

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