Mike Hoerger, PhD MSCR MBA Profile picture
Jan 23, 2024 7 tweets 3 min read Read on X
Let's talk #DeathTrajectories 🧵

One of the biases in #PublicHealth policy is the focus on acute COVID deaths. It's a lagging indicator and only covers 1 of 5 common death trajectories.

For COVID, people imagine the upper left. Get COVID, then a quick death.
1/7 Figure shows a line graph where an individual has a sustained level of physical functioning, gets COVID, and dies shortly thereafter. This was a good model of acute COVID deaths in the early pandemic. It's also useful for considering accidents, homicide, suicide, and sometimes catastrophic health events like heart attacks.
This is another common death trajectory. You see this a lot with serious cancer diagnoses.

However, you can see it with COVID too. Someone was doing well, gets COVID, and then experiences a decline over 1-2 years. It may cause or aggravate another health condition.
2/7 Line graph. Shows high level of physical functioning, stable over time. Then, someone gets COVID and it causes or aggravates health problems, leading a decline toward death over 1-2 years.
This is a 3rd common death trajectory, often typical of organ failure. You can see someone get COVID, and somewhere down the line it causes or aggravates organ damage.

Dips in functioning are common, often with rebounding improvement, but sometimes a steep decline.
3/7 Line graph characteristic of organ failure. Someone has 4 big dips in physical functioning, rebounds and improves to just below the previous baseline, until finally there is a big dip that leads to death. Pattern is predictable, but the number of dips before death is not, so there's a chronic state of uncertainty surrounding how severe a dip in functioning will be.
This is a 4th common death trajectory. Someone has a low baseline for physical functioning. It's sustained for a long time and only declines gradually before death.

Here, COVID may increase the steepness of each minor decline or accelerate the entire process.
4/7 Line graphs shows low baseline physical functioning, but further declines are relatively slow. COVID could accelerate the decline.
Each of these stereotypical trajectories can be superimposed upon one another. In this 5th trajectory, it's a combo of trajectories #2 & #4.

Big decline in functioning, lower baseline, then a long tail. I worry we're going to see more of this with COVID.
5/7 Ling graph: Someone has a high level of functioning, gets COVID, and over 1-2 years sees a pretty steep decline in functioning. This make a new low baseline, but a long timeline before death.
Once people understand #DeathTrajectories, it's easy to see why a primary focus on hospitalizations or acute deaths is inappropriate at this stage of the pandemic.

Many of the deaths will take 3-15 years, with a lot of years of life lost (YLL). Focus on transmission.
6/7
These are some useful sources for learning more about death trajectories.
7/7




rcemlearning.org/modules/the-dy…
ruralhealth.und.edu/assets/3101-12…
csupalliativecare.org/wp-content/upl…

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More from @michael_hoerger

Apr 22
🧵1 of 8 | PMC Dashboard, April 21, 2025 (U.S.)

🌤️Only 1 in 5 days of the pandemic have seen transmission as low as today
🌤️1 in 196 actively infectious
⚡️BUT still 1.7 million weekly infections, resulting in >85,000 LC cases and up to 1,000 deaths

I'll walk you through it... Current Levels for Apr 21, 2025	 % of the Population Infectious	 0.5% (1 in 196)	 New Daily Infections	 244000	 New Weekly Infections	 1708000	 Resulting Weekly Long COVID Cases	 85,000 to 342,000	 Resulting Weekly Excess Deaths	 600 to 1,000	 	 Monthly Forecast	 Average % of the Population Infectious	 0.7% (1 in 147)	 Average New Daily Infections	 324800	 New Infections During the Next Month	 9744000	 Resulting Monthly Long COVID Cases	 487,000 to 1,949,000	 Resulting Monthly Excess Deaths	 3,500 to 5,800	 	 Running Totals	 Infections Nationwide in 2025	 62331000	 Average Number of Infecti...
🧵2 of 8 | PMC Dashboard, April 21, 2025 (U.S.)

We're in the 6th year. See the small red line, bottom left. Notice how closely it tracks the median (gray), year 4 (yellow), & year 5 (orange).

Acknowledging caveats, those are plausible gist-level scenarios for months ahead. year over year graph, summarized in post
🧵3 of 8 | PMC Dashboard, April 21, 2025 (U.S.)

Expect steady transmission bouncing up and down around the current national lull-level estimate the next several weeks. 200-350k daily infections nationally.

This is about as low as lulls bottom out anymore. Past 12 months and forecast, summarized in post
Read 8 tweets
Apr 14
🧵1/5 | PMC Dashboard, Apr1il 14, 2025 (U.S.)

🔹2.2 million weekly infections
🔹1 in 149 actively infectious
🔹>100,000 LC cases resulting from the week's infections
🔹>800 deaths resulting from the week's infections
🔹"Lull" transmission steady/slightly decliningCurrent Levels for Apr 14, 2025	 % of the Population Infectious	 0.7% (1 in 149)	 New Daily Infections	 320000	 New Weekly Infections	 2240000	 Resulting Weekly Long COVID Cases	 112,000 to 448,000	 Resulting Weekly Excess Deaths	 800 to 1,300	 	 Monthly Forecast	 Average % of the Population Infectious	 0.7% (1 in 138)	 Average New Daily Infections	 345366.6667	 New Infections During the Next Month	 10361000	 Resulting Monthly Long COVID Cases	 518,000 to 2,072,000	 Resulting Monthly Excess Deaths	 3,700 to 6,200	 	 Running Totals	 Infections Nationwide in 2025	 60891000	 Average Number of ...
🧵2/5 | PMC Dashboard, Apr1il 14, 2025 (U.S.)

Year-over-year transmission (red line, lower left) is tracking the median (grey), year 4 (yellow), and year 5 (orange) closely.

If that trend continues, expect steady yet bumpy transmission the next couple months, until June/July.line graphs, described in tweet
🧵3/5 | PMC Dashboard, Apr1il 14, 2025 (U.S.)

The heat map shows only 4 states in the CDC 'high' level and none in the 'very' high level.

Check local data. Those timing activities to lulls may see a clear opportunity.heat map, described in tweet
Read 6 tweets
Apr 9
The NIH Clinical Center drops universal masking after 5 months of protecting patients, family, & staff.

Wastewater-derived estimates indicate 2.79 million Americans are getting Covid per week AND top actuaries suggest an American dies of Covid every 3 minutes.

🧵1/5 Masks are optional beginning April 11. Staff will mask on request.
These are the current wastewater-derived estimates of transmission.

2.79 million Covid infections/week in the U.S. in the current high "lull."
🧵2/5
This thread with video explains in exquisite detail how every 3 minutes in 2025 an American dies of Covid.

🧵3/5
Read 5 tweets
Apr 7
1) PMC COVlD Dashboard, April 7, 2025 (U.S.)

🔹1 in 120 actively infectious
🔹1 in 3 chance of exposure in a room of 50
🔹2.8 million weekly infections
🔹>140,000 resulting LC cases from the week's infections
🔹>1,000 deaths resulting from the week's infections Current Levels for Apr 7, 2025	 % of the Population Infectious	 0.8% (1 in 120)	 New Daily Infections	 399000	 New Weekly Infections	 2793000	 Resulting Weekly Long COVID Cases	 140,000 to 559,000	 Resulting Weekly Excess Deaths	 1,000 to 1,700	 	 Monthly Forecast	 Average % of the Population Infectious	 1.0% (1 in 105)	 Average New Daily Infections	 455766.6667	 New Infections During the Next Month	 13673000	 Resulting Monthly Long COVID Cases	 684,000 to 2,735,000	 Resulting Monthly Excess Deaths	 4,900 to 8,100	 	 Running Totals	 Infections Nationwide in 2025	 55591000	 Average Number of...
2) Watch this video to understand how we use excess death data from one of the world's largest reinsurers to estimate how this week's infections will result in >1,000 deaths.
3) Transmission is steady or declining across much of the nation, but remains high in 11 states and DC, per the CDC.

Other sources, such as WastewaterSCAN, show a near doubling of transmission in the Northeast the past few weeks, so remain cautious.
Read 4 tweets
Mar 31
🧵1 of 5
PMC Dashboard, March 31, 2025 (U.S.)

🔹800-1,400 deaths expected to result from this week's infections (new stat, see video next Tweet)
🔹100,000+ Long Covid conditions to result from this week's infections
🔹1 in 142 actively infectious todayCurrent Levels for Mar 31, 2025	 % of the Population Infectious	 0.7% (1 in 142)	 New Daily Infections	 337000	 New Weekly Infections	 2359000	 Resulting Weekly Long COVID Cases	 118,000 to 472,000	 Resulting Weekly Excess Deaths	 800 to 1,400	 	 Monthly Forecast	 Average % of the Population Infectious	 0.8% (1 in 120)	 Average New Daily Infections	 397233.3333	 New Infections During the Next Month	 11917000	 Resulting Monthly Long COVID Cases	 596,000 to 2,383,000	 Resulting Monthly Excess Deaths	 4,300 to 7,100	 	 Running Totals	 Infections Nationwide in 2025	 52303000	 Average Number of ...
🧵2 of 5
PMC Dashboard, March 31, 2025 (U.S.)

This video explains U.S. COVID excess death statistics, which we have incorporated into the dashboard.

🧵3 of 5
PMC Dashboard, March 31, 2025 (U.S.)

The transmission forecast suggests 300-500k daily infections the next month. If the data get retroactively corrected downward, we could dip to 200k.

Check local dashboards, and time events accordingly.Forecast graph, described in post
Read 5 tweets
Mar 31
PMC Update on #ExcessDeaths

🔥109,000-175,000 people in the U.S. are expected to die as a result of COVID in 2025, based on estimates derived from Swiss Re
🔥COVID deaths expected to be on par with lung cancer in the U.S. in 2025
🔥Death data added to the dashboard
2) Full video links to learn more about COVID #ExcessDeaths in the U.S.

Dashboard page (presently featured): pmc19.com/data
Downloadable file: pmc19.com/data/deaths033…
Veed platform: veed.io/view/558039f4-…
3) The new #ExcessDeath statistics build on what we described in the 5-year pandemic anniversary video.

Watch from 12:14-20:00 to see how simplistic models underestimate COVID deaths. The Swiss Re model solves that problem. PMC extends that work.
Read 6 tweets

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