News today of shortages of life-saving Covid drugs & HC approval of paxlovid (which will initially be in v short supply too). As a methodologist & a clinician, I wonder… how do you follow evidence-based guidance on drugs when you don’t have any drugs? 🧵 thestar.com/news/gta/2022/…
As Co-Chairs of @COVIDSciOntario’s clinical practice guideline working group, @ASPphysician and I have been thinking a lot about this. Here are our practical suggestions on how to treat COVID-19 patients during periods of drug shortage. 2/n
But first: a recap of how we use evidence to inform recommendations. Think of clinical decision making as a treacherous river. To take care of your patients you MUST cross that river. Clinical practice guidelines can help. 3/n
High certainty evidence (well designed studies at low risk of bias - meta-analyses, well done RCTs) can be used to issue strong recommendations. These recommendations use words like “should use…” Think of them as a sturdy, reliable bridge across that treacherous river. 4/n
Dance across that bridge! Cartwheel across it! Throw caution to the wind! Because for nearly all patients, strong recommendations (for or against a course of action) are a good choice. 5/n
Low certainty evidence (studies at high risk of bias, with methodologic concerns, that don't address outcomes of relevance) can be used to issue conditional recommendations. We say “may consider using…” when the bridge is a little shakier. 6/n
Listen, you’ve gotta cross the river. You have no choice. But watch your step on this bridge, think about the unique conditions you're facing, and be on guard as you cross. Conditional recommendations don't fit every patient. 7/n
Methodologists - and guideline panels - are measured when talking about drugs, careful not to stretch from evidence into speculation. We don’t want to misrepresent the strength of the bridge. It’s misleading, and it doesn’t serve patients/providers/policymakers well. 8/n
BUT what happens during a pandemic? Cases are spiralling, hospital wards are filling up, and there are too many sick and dying people. You still have to cross the river! You still have to care for your patient! What if the bridge is shaky… or there’s no bridge at all! 9/n
In times of extreme drug shortage, we may feel compelled to issue statements in the setting of very low certainty evidence – or no evidence. In the last week, @COVIDSciOntario’s guideline team has fielded important Qs from the front lines with no easy answers… 10/n
How do we prioritize different drugs or drug combos when no comparative studies or network meta-analyses exist? How do restrict use (e.g., through dose reduction, course reduction, or limiting use to certain patients) when no well designed subgroup analyses exist? 11/n
Here's what we DO know: there are clearly limitations to evidence - and to the methodologies we use to assess evidence - in times of crisis and extreme moral injury, in the raging rapids of a pandemic. So what can HCPs and hospitals do if faced with COVID-19 drug shortages? 12/n
We can’t give you a bridge where there is none. That’s intellectually dishonest. But we can talk about how to optimize the effectiveness and equity of scarce existing supply, guided by evidence-based and ethics-informed principles: 13/n
Tip 1: Adhere to guidelines strictly, esp the TIERS. These tiers outline who’s at highest risk of severe disease - who’ll have the most bang for the scarce drug buck. We'll be updating this doc soon, but the tiers will remain: 14/n covid19-sciencetable.ca/sciencebrief/c…
Tip 2: Communicate with each other and with the Ministry to acquire and redistribute supply. Sharing is caring! Healthcare professionals and hospitals are living this motto every day. Shoutout to pharmacists and pharmacy directors, who are driving it. 15/n
Tip 3: Make our guidance stricter by only following STRONG recommendations for scarce COVID-19 drugs. (e.g., Remdesivir won’t be used with HFNC, but will be used with low-flow oxygen) 16/n
Tip 4: Make our guidance stricter by rationing WITHIN TIERS. (e.g., instead of offering mAbs to all in Tier 1 / 2, only offer to Tier 1) 17/n
Tip 5: Make our guidance less strict (yes!) by following CONDITIONAL recommendations for non-scarce COVID-19 drugs. (e.g., Therapeutic anticoag for most moderately ill patients) Use what you’ve got! 18/n
Tip 6: With CAUTION, conserve drug by shortening Tx courses where supported by subgroup analyses within studies, or in indirectly applicable studies. Our panel isn’t comfortable making explicit recs poorly supported by evidence. But sometimes at the frontlines, needs must. 19/n
Tip 7: Use a logic-based mechanism to fairly ration COVID-19 drugs - for example, a simple unweighted lottery system. We talk about this more here: 20/n doi.org/10.47326/ocsat…
Tip 8: Always - ALWAYS - engage your ethics colleagues, engage patients, engage families, engage the principles of justice, equity, non-maleficence, and beneficence. Evidence is nothing without ethics. 21/n
We appreciate the anguish on the frontlines, as we have too many sick patients to care for, and not enough drugs for everyone. Our members understand the clinical realities - because they are clinicians, or because they are patients. 22/n
Talking about these strategies - and doing so in a public forum - is difficult. But we feel we must do so, to let the public know that our healthcare system is creaking under the weight of this wave. And to support our colleagues, who are trying so hard to hold it together. 23/n
If you’re not in healthcare, and wonder what YOU can do, I implore you: get vaccinated and boosted if eligible. More than any of the drugs, vaccines & boosters are the MOST powerful tool to keep you out of hospital with serious COVID. 24/n
And a postscript to the methodologists: I support, apply, and at times have even helped produce the knowledge that goes into systems like GRADE. I am grateful to the fine education I received at @HEI_mcmaster and the incredible mentorship of its faculty. 25/n
This pandemic hasn’t dulled my belief in rigorous guideline methods. It’s helped me understand what happens at the pragmatic intersection of guidelines and healthcare crisis. It’s deepened my love of methodology, medicine, ethics, and sheer clinical ingenuity! 26/n
TY to the knowledge creators and the knowledge users. TY to my colleagues at the frontlines who are stress-testing published evidence and making it work for their patients. I am learning so much, and am so humbled by all of you. Long thread. Time for bed. 27/fin

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More from @MPaiMD

Aug 22, 2021
Going to take a Twitter break for the next 6 weeks, to conserve energy for myself and the people I love! Most of my life happens OFF SoMe, and that’s where I’d like to focus my attention right now. Here’s some parting thoughts: 🧵
1. Please mask up and get your vaccine. We are in wave 4. After a week on call, I don’t even need modeling to tell you - the unvaccinated are getting sick, intubated, dying. COVID is unrelenting and cruel.
2. Show gratitude. I am grateful for my little family, the privilege of my job, and friends near & far who check in on me, make me laugh, inspire me to work hard, remind me to rest, send me spa recs & coffee invites & funny texts & so. many. silly. tiktoks. My cup is full.
Read 10 tweets
Aug 21, 2021
Ontario’s COVID-19 Science Advisory Table ⁦@COVIDSciOntario⁩ has just released important new analysis, showing changes in COVID-19 cases, hospital and ICU occupancy, deaths… 🧵 covid19-sciencetable.ca/ontario-dashbo…
The modelling group has added many new indicators and graphs, and all are pointing towards a difficult fall. After 5 straight days on call in hospital (2 more to go!), I can confirm: we are seeing these worrisome changes on the frontlines…
I am not part of the modelling group, I am not an epidemiologist, I am not an ID physician. But the data is crystal clear that ON is moving in the same disturbing direction that provinces like BC and AB are…
Read 5 tweets
Jul 14, 2021
I’ve been following the conversation around #OntEd’s destreamed math curriculum. Today I read this thoughtful thread from @realJ_Mitchell. Please take a look, then come on back for my take as a mom, an Ontario voter, and a university educator.
My students are well past school-age, but my kids aren’t. And my work exposes me to the direct impacts of structural racism, sexism, and colonialism on adults. Here’s what I’ve learned in my career, and how I think it intersects with the issue Jamie discusses:
The point of education - especially elementary and secondary - is to prepare kids for the world they’re entering. To teach them how to think critically, how to reckon with our collective past and repeat the good parts while honestly addressing and working to repair the horrors…
Read 13 tweets
Jul 12, 2021
This headline is misleading. @doctorsoumya from @WHO warned against individuals "vaccine shopping" outside of public health regulations (and in some cases, getting 3rd 4th doses on their own). She did NOT say that individual countries' vaccine policies were "dangerous." 1/3
By cutting and pasting quotes & providing zero background, these click-bait headlines cause tremendous harm. There's a huge amount of solid vaccine science & global experience that support mixing vaccines. Please don't give in to the click bait. Get fully vaccinated. 2/3
And please read the responses to the original tweet. Lots of understandably concerned people (thanks, misleading headline 😭), and also good information from experts in ID and vaccine science who are trying to clear things up. 3/3
Read 4 tweets
Jun 17, 2021
#NACI (Canada's advisory board of vaccine scientists) has summarized the latest science: they recommend mRNA over AstraZeneca as the 2nd dose of #COVID19 vaccine. Here's why... 1/n canada.ca/en/public-heal…
1) It seems to be more EFFECTIVE. AZ-mRNA and mRNA-mRNA appear to give a more effective immune response against variants of concern (and the delta variant is spreading in Canada), based on small studies + big real world experience. 2/n
2) It appears to be SAFE. We mix and match a lot of vaccines, safely, and the aforementioned studies + experience show the safety of AZ-mRNA too. 3/n
Read 7 tweets
Jun 14, 2021
The vaccine rollout is spreading - and so is the delta variant. Lots of folks are concerned about the risk of myocarditis in young people who receive mRNA. My advice: make sure your sources include true experts - in this case, doctors who look after heart disease in kids. 1/n
My experience with #VITT left me shaken, as misinformation about blood #clots was amplified (often by other MDs). Science & medicine are a big tent. BUT within those tents are people with specialized training and experience - and their words should carry weight! 2/n
Definitely look at studies, watch the CDC's ACIP live streams, consider the words of doctors, nurses, PH, epidemiologists, scientists of all stripes. But pay close attention to the words of FPs, pediatricians & pediatric cardiologists. I'm happy to speak *around* this issue. 3/n
Read 7 tweets

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