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

Sep 16
PMC COVlD Report, Sep 15, 2025 (U.S.)
🧵1/7

COVlD-19 levels are "Very High" or "High" in the majority of states, per the CDC.

This includes 27 states & D.C.

🔥🔥Very High:
Alaska, Hawai'i, California, Nevada, Idaho, Utah, S. Dakota, Nebraska, Texas, Louisiana, Indiana, Kentucky, Tennessee, Florida, S. Carolina, N. Carolina, D.C., Maryland, and Connecticut.

🔥High:
Washington state, Oregon, Montana, probably N. Dakota (imputed), Arkansas, Alabama, Virginia, Delaware, Rhode Island, and Massachusetts.

PMC estimates 1 in 38 people (2.7%) are actively infectious. Wastewater-derived case estimates suggest 1.3 million new daily infections.Heat map using CDC levels. Key findings summarized in the post.
PMC COVlD Report, Sep 15, 2025 (U.S.)
🧵2/7

Transmission is peaking nationally, but regional variation is common. Know what's happening in your state, and get the word out.

Note that the levels CDC calls "low" are still quite alarming.State | CDC Level | PMC Estimate, % Actively Infectious Alabama	High	1 in 30 (3.4%) Alaska	Very High	1 in 22 (4.6%) Arizona	Moderate	1 in 40 (2.5%) Arkansas	High	1 in 28 (3.6%) California	Very High	1 in 21 (4.8%) Colorado	Moderate	1 in 50 (2.0%) Connecticut	Very High	1 in 19 (5.3%) Delaware	High	1 in 33 (3.0%) District of Columbia	Very High	1 in 17 (6.0%) Florida	Very High	1 in 24 (4.2%) Georgia	Moderate	1 in 46 (2.2%) Guam	Low	1 in 64 (1.6%) Hawaii	Very High	1 in 26 (3.8%) Idaho	Very High	1 in 14 (7.3%) Illinois	Moderate	1 in 44 (2.3%) Indiana	Very High	1 in 16 (6.1%) Iowa	Moderate	1 in 40...
PMC COVlD Report, Sep 15, 2025 (U.S.)
🧵3/7

Note that transmission is increasingly spreading from the South & West toward other areas. Know your state-level risk.

Transmission remains alarming even in areas CDC labels "Very Low" (e.g., Missouri, estimated 1 in 109). State | CDC Level | PMC Estimate, % Actively Infectious Missouri	Very Low	1 in 109 (0.9%) Montana	High	1 in 36 (2.8%) Nebraska	Very High	1 in 18 (5.5%) Nevada	Very High	1 in 17 (5.9%) New Hampshire	Low	1 in 64 (1.6%) New Jersey	Moderate	1 in 56 (1.8%) New Mexico	Very Low	1 in 106 (0.9%) New York	Low	1 in 73 (1.4%) North Carolina	Very High	1 in 17 (5.8%) North Dakota	High*	1 in 32 (3.2%) Ohio	Moderate	1 in 47 (2.1%) Oklahoma	Moderate*	1 in 44 (2.3%) Oregon	High	1 in 31 (3.2%) Pennsylvania	Moderate	1 in 44 (2.3%) Rhode Island	High	1 in 30 (3.3%) South Carolina	Very High	1 in 15 (6.6%) South D...
Read 7 tweets
Sep 13
California COVlD Surge Rages Higher

🔸CDC SARS-CoV-2 wastewater levels "Very High," and up from last week
🔸1 in 21 estimated actively infectious
🔸>250,000 estimated new daily infections statewide

Four figures...
1/4🧵 CDC: Very High: PMC Estimate: 1 in 21 actively infectious
CDC wastewater data in California show COVlD cases increasing from the already "Very High" levels last week.

2/4🧵 Line graph of the past 6 months showing the surge in wastewater viral levels
With an estimated 1 in 21 (or 4.8%) of California residents actively infectious of COVlD, risk increases dramatically in larger and more frequent social gatherings.

Interact with 25 people of average risk of being positive, and that's a >70% chance of exposure.
3/4🧵 How Does Risk Increase with More Social Contacts? Number of People | Chances Anyone is Infectious 1	4.8% 2	9.4% 3	13.7% 4	17.9% 5	21.8% 6	25.6% 7	29.1% 8	32.5% 9	35.8% 10	38.9% 15	52.2% 20	62.6% 25	70.8% 30	77.1% 35	82.1% 40	86.0% 50	91.5% 75	97.5% 100	99.3% 300	99.9%
Read 4 tweets
Sep 10
Let's say you're a dairy farmer. You have 100 cows. Each year, about 5 cows die, and another 5 cows are born. Then, along comes a virus. Let's call it "cowvid"...
1/
Let's say "cowvid" wipes out about half the cows over the course of a couple years. Now, you're down to 50 cows....
2/
The local mayor declares "cowvid" to be over. This surprises you as a farmer because 5 of your cows keep dying annually. 5 of 50 instead of 5 out of 100. Seems like more, but you're not a city slicker...
3/
Read 12 tweets
Sep 7
#DuringCOVID is today.

Image pack 1 of 9 🧵 Graph of the 11 waves of the pandemic in the U.S., tailored to a key message noted in the post.
1 million New Daily Infections.

Today!

Image pack 2 of 9 🧵 Graph of the 11 waves of the pandemic in the U.S., tailored to a key message noted in the post.
Where are the free vaccines, N95s, and tests?

Image pack 3 of 9 🧵 Graph of the 11 waves of the pandemic in the U.S., tailored to a key message noted in the post.
Read 9 tweets
Sep 3
PMC Dashboard Update (U.S.) 🧵1 of 8

The 11th wave is still rising.
🔥23 states/territories High/Very High
🔥Very High: Alabama, DC, Guam, Hawai'i, Louisiana, Nebraska, Nevada, South Carolina, Texas, Utah
🔥1 in 56 estimated actively infectious
🔥876,000 new daily infections CDC heat map, very high states noted in post. PMC estimate of 1 in 56 actively infectious nationwide
PMC Dashboard Update (U.S.) 🧵2 of 8

Note that the CDC has modified 📉 how transmission levels correspond to the categorical bins.

Take California. We estimate 1 in 30 actively infectious statewide. This would have previously been "Very High," now just "High."
#NewNormal CDC heatmap, with PMC estimate of 1 in 30
PMC Dashboard Update (U.S.) 🧵3 of 8

Here are the prevalence estimates for the first half of states/territories.

Notice how high the levels are in some of the "Moderate" states. State	CDC Level Alabama	Very High Alaska	High Arizona	High Arkansas	Moderate California	High Colorado	Moderate Connecticut	High Delaware	High District of Columbia	Very High Florida	High Georgia	Moderate Guam	Very High Hawaii	Very High Idaho	High Illinois	Very Low Indiana	Moderate* Iowa	Low Kansas	Low Kentucky	High Louisiana	Very High Maine	Low Maryland	Moderate Massachusetts	Moderate Michigan	Very Low Minnesota	Moderate Mississippi	High*
Read 9 tweets
Aug 21
During times like these when COVlD transmission heats up in the U.S., expect to see a lot more angry outbursts for three central reasons.

First, "displacement," or people trying to deny the reality of their anxiety by taking it out on other people....
Second, a lot of people can sustain a strong denial of reality about the ongoing pandemic during lulls. They suppress the existence of COVlD waves and excess deaths, disability, and retirements.

During waves, those defenses burst. Loss of control = anger...
Third, a lot of people (many reading this) understand COVlD correctly & experience righteous indignation during COVlD waves. We quite reasonably do not like all of the unjust and gratuitous suffering.

I find it helpful to channel that intensity into helping other people....
Read 6 tweets

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