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

Oct 28
PMC COVlD Update, Oct 27, 2025 (US)

Transmission typically accelerates in mid-November.

We are currently in a relative 'lull.' We estimate about a quarter-million new daily infections with 1 in 185 people actively infectious. Still bad, likely to get worse.

1/9 🧵 year over year graph
PMC COVlD Update, Oct 27, 2025 (US)

Our forecast through November 8 calls for flat transmission.

Nothing yet indicates the onset of a winter wave, but it would also be atypical for the lull to last much longer than another 2-3 weeks.

2/9 🧵 Graph of recent transmission and current forecast
PMC COVlD Update, Oct 27, 2025 (US)

We estimate 264,000 new daily infections during this 'lull' period.

Biobot data have returned. Our substitute data from WWS last week correlated r=.97 (near perfect) with that, but Biobot did retroactively increase recent estimates.

3/9 🧵 Graph of the 11 waves of the pandemic
Read 9 tweets
Oct 21
PMC COVlD Update, Oct 20, 2025 (U.S.)

SARS-CoV-2 transmission has fallen.
🔹1 in 191 (0.5%) actively infectious
🔹"Lull" levels at 20% of the summer peak
🔹255,000 new daily infections (still concerning)

Many will knock out higher-risk activities the next 2-4 weeks.
🧵1/11 Graph of the 11 waves, shows current lull.
PMC COVlD Update, Oct 20, 2025 (U.S.)

"Lull" transmission remains dangerous:
🔹1.8 million estimated new weekly infections
🔹>90,000 estimated new #LongCOVID conditions from this week's infections
🔹>500 excess deaths to result from this week's infections

🧵2/11 Infections						 Proportion Actively Infectious										1 in 191 (0.5%) New Daily Infections										 255,000  Infections the Past Week										 1,800,000  Infections in 2025										 191,000,000  Cumulative Infections per Person										 4.69  										 Long COVID										 Long COVID Cases Resulting								13,000 to 51,000		   from New Daily Infections										 Long COVID Cases Resulting								90,000 to 360,000		   from New Weekly Infections										 										 Excess Deaths										 Excess Deaths Resulting 									70 to 120	   from New Daily Infections										 Excess Deaths ...
PMC COVlD Update, Oct 20, 2025 (U.S.)

Exposure risk during "lull" transmission remains high when engaging in many social interactions.

Interacting with 25 people yields a 12% chance of exposure. 100 people? 41% chance of exposure, assuming no testing/isolation.

🧵3/11 Number of People		Chances Anyone is Infectious		 1				0.5% 2				1.0% 3				1.6% 4				2.1% 5				2.6% 10				5.1% 15				7.6% 20				10.0% 25				12.3% 30				14.5% 50				23.1% 75				32.5% 100				40.8% 200				64.9% 300				79.2%
Read 11 tweets
Oct 11
PMC COVlD Wave Update (Europe)
11 October 2025 🧵

The PMC website includes an international directory of websites with COVlD wastewater monitoring. It is more up to date than the directories of the EU and WHO.

Let's review what's happening in Europe...

1/ world map, nations with surveillance shown in blue. URL says pmc19.com/global
Data in #Austria show a rising COVlD wave. The x axis (bottom) has infrequent labels, but the data shown go through October 8th.

Find more here:

2/ pmc19.com/austrialongitudinal graph
COVlD levels have been percolating in #Belgium, with "moderate" levels overall.

The transmission pattern is similar across regions. Plants at Namur-Brumagne and Oostende report "high" levels.



3/ pmc19.com/belgiumheat map and longitudinal graph
Read 20 tweets
Oct 5
PMC COVlD Update, Week of Oct 6, 2025 (U.S.)
🧵1/9

An estimated 1 in 81 people are actively infectious during the ongoing 11th wave.

The "shutdown" has created a blackout at the state level.

Transmission is half that of the peak one month ago, and we anticipate a relative national "lull" in early-to-mid November, albeit still at dangerous levels.

Our model uses a combination of CDC and Biobot data, so we are able to estimate national statistics despite the CDC data going offline. On the map, note that Puerto Rico continues to update; they use a CDC-style system but were dropped by the CDC long ago. For full methodology, review the technical appendix on the website.Heat map, grayed out. 1 in 81 estimated actively infectious, or 602,000 new daily infections, per wastewater-derived estimates.
PMC COVlD Update, Week of Oct 6, 2025 (U.S.)
🧵2/9

#DuringCOVID is today. We estimate >600,000 new daily infections. This is about half the peak on September 6.

Notice current levels are similar to the estimated peaks of the first 3 waves. 11 wave graph
PMC COVlD Update, Week of Oct 6, 2025 (U.S.)
🧵3/9

Weekly estimates:
🔹4.5 million infections
🔹>200,000 resulting long-term health conditions
🔹>1,300 resulting excess deaths Infections						Oct 6, 2025				pmc19.com/data Proportion Actively Infectious										1 in 81 (1.2%) New Daily Infections										 602,000  Infections the Past Week										 4,540,000  Infections in 2025										 189,000,000  Cumulative Infections per Person										 4.69  										 Long COVID										 Long COVID Cases Resulting								30,000 to 120,000		   from New Daily Infections										 Long COVID Cases Resulting								227,000 to 910,000		   from New Weekly Infections										 										 Excess Deaths										 Excess Deaths Resulting 									170 to 280	   from New Daily Infe...
Read 9 tweets
Oct 3
BREAKING: 3 State Pharmacy Boards Still Block COVlD Boosters without a Prescription

ACIP voted against prescriptions for boosters & 47 states + DC follow that guidance.

Georgia, Missouri, & Louisiana require prescriptions.

Key points in my letter to the pharmacy boards. 🧵1/7 Map shows only Missouri, Louisiana, and Georgia are blocking residents from routing COVlD boosters unless they have a prescription.
Georgia law indicates that the pharmacy board is to follow ACIP. They do not dictate further nuance. Georgia continues to require prescriptions, going against the spirit of the law, ACIP, and 47 other states.

🧵2/7 Georgia:  State law does NOT require a prescription if it is a “vaccine that is included on the adult immunization schedule recommended by the Advisory Committee on Immunization Practices (ACIP)”1 ACIP voted against prescriptions, and 47 states have accepted that schedule.  The law does not mention a CDC Director sign-off, which may be delayed months. Act now to save lives.  1. https://law.justia.com/codes/georgia/title-43/chapter-34/article-2/section-43-34-26-1/
Louisiana law tells the pharmacy board to follow ACIP. ACIP says do not require a prescription, and 47 other states agree.

The Louisiana pharmacy board continues to require a prescription.

🧵3/7 Louisiana:  State law does NOT require a prescription if the “vaccine is administered in conformance with the most current immunization administration protocol as set forth by the United States Centers for Disease Control and Prevention Advisory Committee on Immunization Practice.” 2 ACIP voted against prescriptions, and 47 states have accepted that protocol.  The law does not mention a CDC Director sign-off, which may be delayed months. Act now to save lives.  2. https://law.justia.com/codes/louisiana/revised-statutes/title-37/rs-37-1218-1/
Read 7 tweets
Oct 1
I remember when they said kids don't transmit COVlD much because they are short, small, and have tiny lungs. They lied.
I remember when they said COVlD doesn't transmit in schools. They lied.
I remember when they said COVlD is mild in kids without understanding post-acute sequelae. They lied.
Read 25 tweets

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