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Eugene Lin

@eugelin06.bsky.social

Nephrologist at the University of Southern California (@keck.usc.edu @schaeffer.usc.edu) Health Policy Nerd #nephbbq enthusiast

118 Followers  |  129 Following  |  101 Posts  |  Joined: 27.03.2025  |  1.7499

Latest posts by eugelin06.bsky.social on Bluesky

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Happy 4th!

#nephbbq

04.07.2025 19:17 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

@schaeffer.usc.edu @keck.usc.edu

18.06.2025 19:55 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Medicare Advantage Advertising and Patients Receiving Dialysis Enrollment in Medicare Advantage (MA)β€”in which private insurance companies coordinate Medicare benefitsβ€”has quickly grown from 25% of Medicare in 2010 to 54% in 2024. Historically, MA enrollment by pa...

For my commentary on this very insightful study @JAMANetworkOpen
, link here: jamanetwork.com/journals/jam...

The study itself is here: jamanetwork.com/journals/jam...

@KeckMedicineUSC
@USCSchaeffer

Fin/

18.06.2025 19:54 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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8/ Most importantly, we still don't know whether dialysis patients are helped or harmed by MA.

Unfortunately, our healthcare system isn't organized to put patient interests first. This study was a very interesting glimpse into how patients are ignored.

18.06.2025 19:54 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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7/ Third, I worry that focusing on MA plans ignores the clear financial incentive that dialysis organizations have to steer patients into MA plans

And that dialysis organizations have way more power to influence patients than MA plans

18.06.2025 19:54 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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6/ Clinicians were alarmed - Add this to a deluge of evidence that business interests are running away from clinicians to the potential detriment of patients

Clinician leaders ARE an important bulwark, and we should be wary of ignoring the professionalism of clinicians

18.06.2025 19:54 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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5/ What are my additional takeaways from this interesting study?

First, it's important to recognize that MA is a story of heterogeneity - the large dialysis organizations are profiting heavily, but are the smaller ones? I'm not so sure

18.06.2025 19:53 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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4/ Steering patients into MA is a no-brainer given how profitable it is

MA plans are profiting heavily as are dialysis organizations

18.06.2025 19:53 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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3/ The authors found broad agreement that advertising could be misleading, false, and/or overwhelming

In some cases, participants described behavior that is hard to interpret as anything other than a bribe to induce MA enrollment

(here, DO = dialysis organization)

18.06.2025 19:53 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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2/ This study was very broad! They interviewed over 50 executives and staff from MA plans, kidney care management companies, and dialysis organizations

Although it is a real limitation that patient perspectives weren't included. Hopefully forthcoming in paper 2?

18.06.2025 19:52 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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I had the privilege of writing a commentary in @jamanetworkopen.com
on this very interesting qualitative study re: Medicare Advantage advertising in dialysis

In short, the flurry of ads are often misleading to patients, and it's unclear if patients are shortchanged

🧡 1/

18.06.2025 19:52 β€” πŸ‘ 3    πŸ” 4    πŸ’¬ 1    πŸ“Œ 0
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My daughter is too cute

28.05.2025 13:57 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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How do out-of-pocket (OOP) costs at the point of pharmacy affect access to medications?

In a paper @JAMAHealthForum
(with Jillian Caldwell & others), we examine @CMSGov
TDAPA policy and show that it improved access to calcimimetics likely by reducing OOP

🧡1/ (LINK at end)

18.04.2025 20:21 β€” πŸ‘ 0    πŸ” 1    πŸ’¬ 1    πŸ“Œ 2
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Nom nom nom

#nephbbq

21.04.2025 02:45 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Money shot below ⬇️
Compare to pts with FULL rx subsidies (who pay $0), pts with pts with Part D but NO subsidies had 10pp more rx fills, and pts with PARTIAL subsidies had 2pp more rx fills post-TDAPA.
i.e., the more you paid pre-TDAPA, the more meds you filled post-policy

19.04.2025 08:38 β€” πŸ‘ 1    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0

Latest publication! 🚨
TL;DR:
1) MANY patients on dialysis pay high OOP costs for drugs πŸ’Έ
-- nearly 20% have NO PART D plan
-- 25% have NO rx subsidies
2) Covering calcimimetics in Part B via TDAPA instead of Part D INCREASED rx fills πŸ“ˆ
Check out @eugelin06.bsky.social's 🧡 & our paper ⬇️

19.04.2025 08:08 β€” πŸ‘ 3    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0

20% of patients dont have a prescription drug plan

I’ve yet to meet an esrd patient on zero meds

19.04.2025 06:36 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Shout out again @jilliancaldwell.bsky.social - she's a PHENOM and an all-star research fellow

This project wasn't easy: she stitched together multiple complex datasets and studied a very complex policy

I don't know when she's going on the market, but folks need to pay attention to her

18.04.2025 20:33 β€” πŸ‘ 2    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0

Thanks to @jilliancaldwell.bsky.social who led this massive project and others @stanfordmedicine.bsky.social @schaeffer.usc.edu @keck.usc.edu

FIN

18.04.2025 20:31 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Calcimimetic Prescriptions in Fee-for-Service Medicare Beneficiaries Undergoing Dialysis This cohort study assesses whether calcimimetic prescriptions increased following the Transitional Drug Add-On Payment Adjustment policy among patients subject to high out-of-pocket costs.

Tl;dr: TDAPA improved access to calcimimetics by improving prescription drug coverage

Read more @JAMAHealthForum

LINK: jamanetwork.com/journals/jam...

23/

18.04.2025 20:30 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

I'm cautiously optimistic that this will IMPROVE access to phosphate binders, based on our historical experience with calcimimetics

22/

18.04.2025 20:28 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 1
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This doesn't just impact the past - this year, @CMSGov
was legislatively obligated to roll all phosphate binders (which are oral only) into the bundle. That is, binders are now in TDAPA

This came with some trepidation by industry and in some cases legal action

21/

18.04.2025 20:28 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

In summary:
1) High OOP costs can prevent patients from getting their meds!
2) At least 20% of ESRD patients don't have a prescription drug plan, and >40% have no subsidies for copays
3) TDAPA is a reasonable mechanism to expand drug coverage

20/

18.04.2025 20:27 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Limitations cont'd
3) We didn't include outcomes (but will in future work)
4) The diff-in-diff estimator doesn't control for confounders that are not time invariant
5) technically, we violated the parallel trends (again they were small but statistically significant)

19/

18.04.2025 20:27 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Some limitations to our work
1) we could not observe unpaid prescription fills (i.e., did patients get calcimimetics through charity or pay 100% of list price?)
2) we only studied traditional Medicare and not Medicare Advantage

18/

18.04.2025 20:27 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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You can see the formal difference-in-differences (and triple differences) comparison in the following forest plot, with p-values for interaction

17/

18.04.2025 20:27 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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One question is whether there was heterogeneity in the policy's benefit. And indeed we show that Black and Hispanic patients received the most benefit from the policy (for the nerds, we used a triple difference to do this)

16/

18.04.2025 20:26 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Some methodological notes
- it adjusts for UNOBSERVED time-invariant factors. So this quasi-experimental approach reduces time-invariant selection bias related to LIS coverage
- we technically violated pre-TDAPA parallel trends, but they were small relative to the effect

15/

18.04.2025 20:26 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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Using a difference-in-differences estimator (we used a 2-way fixed effects estimator in an event study), we show close to parallel trajectories among these 4 groups, but a relative increase in calcimimetic access, again based on the generosity of the subsidy

14/

18.04.2025 20:26 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 1
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So what were the overall trends in calcimimetic use?

Exactly what one would expect: large increases in calcimimetic use related to how generous the change was in drug coverage

Note, we saw a small decline among patients with the full subsidy

13/

18.04.2025 20:26 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

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