Dana M. Lewis | #OpenAPS 🤖 Profile picture
Sep 24, 2020 25 tweets 18 min read Read on X
1/THREAD - my presentation is kicking off at #EASD2020 about open source automated insulin delivery.

(You can see a full version of my presentation here: bit.ly/DanaMLewisEASD…, or read the summary below!)
Note we should differentiate between open source (where the source of something is open), and DIY (do-it-yourself) implementations of open source code. Open source means it can be reviewed and used by individuals (thus, DIY or #DIYAPS) or by companies.

/2 #EASD2020
Open source automated insulin delivery (AID) has evolved since the first open source system, #OpenAPS, was made available in Feb 2015!

There are now three open source AID systems (OpenAPS, Loop, AndroidAPS) commonly used by the #DIYAPS community.

/3 #EASD2020
Many thousands of people have chosen to implement open source systems themselves for different reasons. We now estimate there are 29+ million hours of real-world experience with these open source systems.

/4 #EASD2020
But, it’s not just anecdotes - there is a lot of evidence around the use of open source systems, not only in the DIY community but also through a variety of studies and trials:

/5 #EASD2020
There are case studies, from adults and caregivers of children living with diabetes; physicians who use open source themselves as well as see patients using these systems; and also from athletic endurance events and also from those experiencing pregnancy.

/6 #EASD2020
There are retrospective studies, some using #OpenAPS Data Commons (see: openaps.org/outcomes/data-…) and some gathering retrospective data directly in different countries. Whether overall or in a pediatric subpopulation, improvements in glycemic outcomes are observed.

/7 #EASD2020
There was also an in silico study of AndroidAPS (which uses a version of the #OpenAPS algorithm) done. (See paper here: liebertpub.com/doi/abs/10.108…)

/8 #EASD2020
There was an observational study presented at EASD 2019 comparing an open source system (AndroidAPS) to sensor augmented pump therapy (SAPT). Other observational studies have also been done (results pending).

/9 #EASD2020
And, what everyone asks for: there’s a randomized control trial (CREATE) that is actively enrolling patients now in New Zealand. (Trial protocol here: rdcu.be/b4wUR)

So, there is a lot of existing and pending evidence around these open source systems.

/10 #EASD2020
It’s important to recognize when discussing open source and commercial AID systems that these are not always apples to apples comparisons: sometimes people are discussing DIY vs commercial, sometimes focusing on one component of an AID system rather than overall.

/11 #EASD2020
AID systems have the following components: an insulin pump, a continuous glucose monitor (CGM), an algorithm to drive changes in insulin dosing, and optionally interoperability to other devices (like smart phones or watches) that can interact or monitor the system.

/12 #EASD2020
Open source systems use already-existing pumps & CGMs, so most of the system that is open source is the algorithm and interoperable device (phone/watch) components. The open source algorithms have now been in use for almost 6 years, and have evolved significantly.

/13 #EASD2020
As I presented at #ADA2018 (bit.ly/DanaMLewis2018…), there are now numerous individuals doing no-bolus and/or no-meal entry/announcement, or a combination.

/14 #EASD2020
There are also features like autosensitivity (bit.ly/2018ADAautosen…) to respond to short-term changes in insulin sensitivity and autotune (bit.ly/2rMBFmn) to improve baseline settings.

/15 #EASD2020
Open source systems allow custom targets, including temporary targets, and use a concept of netIOB to improve the user’s understanding of what the system is doing (and why). It also generates and displays predictions of what the BG is likely to be in the future.

/16 #EASD2020
And, open source systems are interoperable with a variety of smart phones and watches, which can allow for easy input into the AID system as well as monitoring on the device of choice for the person with diabetes, their caregiver, and/or their loved ones.

/17 #EASD2020
This flexibility and choice is powerful. We do not choose to live with diabetes, but we deserve choices for the tools we use to help us live with diabetes. And, each of us may choose different tools - and these tools may change over time.

/18 #EASD2020
Not every person with diabetes will choose an open source solution (similarly, not all will choose to DIY). But some do, and others will innovate, develop, and contribute to these solutions, which often generate improvements to the diabetes community overall.

/19 #EASD2020
It’s important to remember that there is not one way in diabetes that works for everyone.

(Your diabetes may vary = YDMV), and your choices for which tools or how you use them for your diabetes will vary.

/20 #EASD2020
Some downsides of open source are conflated with DIY, and while those downsides (not regulatory approved; not covered by insurance; not in warranty) exist, the things we then describe as opportunities of commercial AID systems are not universally true.

/21 #EASD2020
(Commercial AID *should* be easy to use, easy to access...but regulatory approval does not mean that it is then affordable or accessible to all who want it. This, and the ability to choose separately pump, CGM, and algorithm for user, needs to be improved.)

/22 #EASD2020
A recent study () highlights people want from commercial AID similar to what is desired from those implementing open source solutions: improved outcomes, flexibility in targets and the ability to correct for highs while protecting from lows.

/23 #EASD2020
Open source & commercial AID are not conflicting. We should ask: “What can we learn from open source to improve what’s available commercially?

Solutions from open source can help improve commercial systems; data from real-world usage can help solve new problems.

/24 #EASD2020
Open source AID has benefited from making small improvements quickly, and solving ‘small’ problems that add up to make a big difference.

We have the potential to take giant leaps to improve diabetes technology for all. Let’s do it, together.

25/25 #EASD2020

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More from @danamlewis

Jun 6, 2022
📣 Presentation of the primary outcome results from the CREATE Trial, which assessed open source automated insulin delivery (AID) compared to sensor-augmented pump therapy (SAPT) in adults & kids with T1D, at #ADA2022!

@DrMartindeBock1 presenting on behalf of CREATE team.

1/
Shout out to the amazing CREATE study team.

(PS - there’s another publication from our team about HCPs learning experience on open source AID for this study, too! doi.org/10.1111/dme.14…)

2/ #ADA2022
The CREATE trial aimed to study the efficacy and safety of an open source automated insulin delivery system, with a large scale, long term randomized controlled trial.

3/ #ADA2022
Read 15 tweets
Jun 5, 2022
I just realized it's been 3 (!) years since I published my book on automated insulin delivery, with the goal of helping increased conversation and understanding of AID technology for people with diabetes, their loved ones, and healthcare providers!

I'm still very proud that it is available to read for free online, free to download a PDF (both of which have been done thousands of times each: ArtificialPancreasBook.com), or as an e-book, paperback, and now hardback copy. Proceeds from the purchased copies go to Life For A Child.
And, more recently, it has also been translated into French by the wonderful Dr. Mihaela Muresan and Olivier Legendre!

The French translation is available in Kindle, paperback, hardback, or free PDF download formats as well.

Read 6 tweets
Jun 13, 2020
THREAD:

Poster 988-P at #ADA2020 by Jennifer Zabinsky, Haley Howell, Alireza Ghezavati, @DanaMLewis Andrew Nguyen, and Jenise Wong: “Do-It-Yourself Artificial Pancreas Systems Reduce Hyperglycemia Without Increasing Hypoglycemia”

(PDF available at bit.ly/DanaMLewisADA2…)
This was a retrospective double cohort study that evaluated data from the @OpenAPS Data Commons (data ranged from 2017-2019) and compared it to conventional sensor-augmented pump (SAP) therapy from the @Tidepool_org Big Data Donation Project. #ADA2020
One month of CGM data (with more than 70% of the month spent using CGM), as long as they were >1 year of living with T1D, was used from the @OpenAPS Data Commons. People could be using any type of DIYAPS (OpenAPS, Loop, or AndroidAPS) and there were no age restrictions. #ADA2020
Read 12 tweets
Jun 13, 2020
THREAD:

Poster 99-LB at #ADA2020 by @danamlewis, @azure_dominique, and Lance Kriegsfeld, “Multi-Timescale Interactions of Glucose and Insulin in Type 1 Diabetes Reveal Benefits of Hybrid Closed Loop Systems“

(full content also available at bit.ly/DanaMLewisADA2…) Image
Background - Blood glucose and insulin exhibit coupled biological rhythms at multiple timescales, including hours (ultradian, UR) and the day (circadian, CR) in individuals without diabetes. But, biological rhythms in longitudinal data have not been mapped in T1D. #ADA2020
It is not known exactly how glucose and insulin rhythms compare between T1D and non-T1D, and whether rhythms are affected by type of therapy (Sensor Augmented Pump (SAP) or Hybrid Closed Loop (HCL)). #ADA2020
Read 26 tweets
Jun 12, 2020
At #DData2020 today, I got to present (virtually!) a study called “AID-IRL”, which was an opportunity to learn from several people using commercial automated insulin delivery systems in the real world.

Here’s more information about the study, and what I learned!

THREAD: Image
1/ I did semi-structured phone interviews with 7 users of commercial AID systems in the last few months. The study was funded by @DiabetesMine. Study participants received $50 for their participation. #DData2020 Image
2/ I sought a mix of longer-time and newer AID users, using a mix of systems. Control-IQ (4) and 670G (2) users were interviewed; as well as (1) a CamAPS FX user since it was approved in the UK during the time of the study. #DData2020 Image
Read 28 tweets
Jun 8, 2020
I've been appreciating the list of books shared - for adults and kids alike - around #BlackLivesMatter. But we need more - we can always use more.

I want to extend an offer - my DMs are open - if anyone is thinking about writing a book and wants to talk about self-publishing.
This an open offer for the future, too - so if you think "ooh, maybe", feel free to take one of these tweets and stick it on your calendar for 3mo from now, or a year, or whenever you think you might have time/energy/desire and want the reminder.
I'm by no means an expert (&I don't have experience w/ traditional publishing), but I've self-published both kids fiction books & a non-fiction book, so I'd love to encourage or support anyone who wants to help bring these important stories & conversations to longer-written form.
Read 5 tweets

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