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Writing a book punk-style

  Our book on statistics is coming out, after three years of work. The number of questions on “how did this happen?” and “how is it to write a book” I’ve been getting recently warrants a blog post with a bit of an early post-mortem – here it is! How did this happen is answered quite easily: I’ve often advised colleagues on statistics, and they frequently asked, “which book should I get”? Despite suggesting some textbooks, colleagues generally found them too long, and/or complicated and/or missing important content while containing plenty of lower-relevance information. Over time, I understood why existing books do not quite meet their needs. Examples of problems include:   Length over 500 pages.  This is completely fine for people who  want  to learn statistics in a certain depth. But most researchers in life sciences are busy with their own research and do not have training and priority for an in-depth d...
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Several tips on junior fellowship applications

It turns out I was fortunate enough to receive the Sir Henry Fellowship from Wellcome Trust. This is a four-year international fellowship that will allow me to spend some time at UC Davis, California as well as University of Oxford, focusing on interdisciplinary investigation of diabetic arrhythmogenesis. It was certainly an interesting and person-developing experience (obviously viewed more favourably given the outcome). I had the advantage of working under/with highly successful people who gave me valuable advice about the process and requirements. I am quite sure that  I would not have gotten the fellowship without the support of Profs. Manuela Zaccolo, Blanca Rodriguez, and Don Bers, to whom I'm deeply grateful. However, not everyone has such nice and investing-in-you supervisors and beyond very generic advice, there is very little information on the internet on what the process of applying for junior fellowship entails [1]. The aim of this text is to share some findings I ma...

Making a model: Part 7 - concluding remarks

We’ve reached the end of this series – I hope it was at least somewhat interesting and useful. Despite my not-fully-serious suggestion to avoid model development if you can, I think the process is quite a unique experience that may change quite a lot how one perceives computer models. In my case, it definitely made me appreciate much more the limitations as well as strengths of computer models and it transformed the way how I read and interpret modelling papers. Even though I've got low number of observations, my impression is that model developers are far more critical of models (theirs included) than model users. This is however probably nothing new – people developing lab protocols also seem to me more aware of caveats of the methodology than people who use it more or less as a black box. Beyond being transformative with regards to computer modelling, making a model may be really useful for one’s physiological intuition. Given one has to go deeper to develop a model compar...

Making a model: Part 6 - manual changes (RyR)

Did everything we attempt to improve end in success? Alas, no. One thing I do n’t particularly like about the ORd’s calcium handling is the fact that the release from the sarcoplasmic reticulum (SR) depends directly on the L-type calcium current. The release should ideally depend, among other things, on the calcium concentration adjacent to the sarcoplasmic reticulum. Beyond the phenomenological nature of the dependence of release on L-type calcium current, this for example also prevents the possibility of the cells manifesting delayed afterdepolarisations in a physiological way [1]. Basically after finishing the ToR-ORd model as it is now, Dr. Alfonso Bueno-Orovio has suggested that calcium-dependent SR release would be a really nice thing to have, with which I heartily agreed, and we started working on it together. I really needed a break at the time, but then again, we thought that if it was achievable to change the SR release without breaking many other properties, it would b...

Making a model: Part 5 - manual changes (ICaL)

A second topic of biggish advancement is the changes to L-type current (I CaL ) pertaining to the ionic activity coefficients and activation curve (all described in ToR-ORd paper), which this blog post is about. It’s much less of a step-by-step compared to the previous post, as it was much more about conditioning the brain and waiting for a heureka moment. The spark that triggered ToR-ORd development was when I was playing with some published data on post-infarction remodelling in ORd (including a major reduction in the fast sodium current I Na ) and got a major increase in calcium transient amplitude instead of the expected reduction. I tracked it down to the reduction in fast sodium current among all the remodelling factors, which alone was causing a major increase in the calcium transient amplitude. The next step was to go through the literature on sodium current and its pharmacological reduction, which suggested rather unequivocally that reduction in sodium current is suppose...