Friday, May 12, 2023

Two press releases

 Press releases "fed" to GPT 4 for analysis.


This is my "prompt" exactly as cut/pasted into GPT4.

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Medicare “MOLDX” is a program that gives coverage for new molecular cancer tests.  One important area is minimal residual disease testing, which is looking for traces of cancer DNA in the patient’s blood.   MOLDX issues this coverage one test (and one cancer) at a time.  Below, PART ONE is a press release from the company GUARDANT getting coverage for immunotherapy response.  The test is called “RESPONSE (TM)”.    PART TWO is a press release from the company NATERA getting coverage for its SIGNATERA (TM ) test in bladder cancer.


Please summarize each press release.  Please contract and compare the two press releases for key similarities and differences.  


//

PART ONE GUARDANT PRESS RELEASE



Guardant Health Receives Medicare Coverage for Guardant360 Response™ to Monitor Cancer Patient Response to Immunotherapy

First blood-only liquid biopsy test for monitoring molecular response to immune checkpoint inhibitors now covered for US Medicare patients with metastatic or inoperable solid tumors


April 18, 2023 08:05 AM Eastern Daylight Time

PALO ALTO, Calif.--(BUSINESS WIRE)--Guardant Health, Inc. (Nasdaq: GH), a leading precision oncology company, announced today that Palmetto GBA, a Medicare administrative contractor for the Molecular Diagnostics Services program (MolDX), has conveyed coverage for the Guardant360 Response test. Guardant360 Response is the first blood-only test that enables doctors to track molecular response through changes in circulating tumor DNA (ctDNA) levels, to get an early indication of metastatic or advanced cancer patient response to immune checkpoint inhibitor therapy.


“We are pleased that Medicare has taken this important step to make treatment response monitoring more widely available in order to assist oncologists in making more informed therapeutic decisions for their patients with solid tumor cancers”


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Following this decision, the Guardant360 Response test is now covered for fee-for-service Medicare patients in the U.S. with metastatic or inoperable solid tumors who are on an immune checkpoint inhibitor therapy. The coverage includes a Guardant360 CDx or LDT test before initiating therapy to establish a ctDNA baseline and a Guardant360 Response test 4 to 10 weeks after the therapy has been initiated to measure the change in ctDNA level.


“We are pleased that Medicare has taken this important step to make treatment response monitoring more widely available in order to assist oncologists in making more informed therapeutic decisions for their patients with solid tumor cancers,” said Helmy Eltoukhy, Guardant Health co-CEO.


This policy decision adds to the existing Medicare coverage of Guardant Health tests for cancer patients. In December 2019, Palmetto GBA expanded local coverage determination (LCD) of the Guardant360® assay, making it the first liquid biopsy to be broadly covered for use across the vast majority of advanced solid tumors. In March 2022, Palmetto GBA conveyed coverage for Guardant360 TissueNext™, the company’s first tissue-based test to help oncologists identify patients with advanced cancer who may benefit from biomarker-informed treatment. In July 2022, coverage was granted for Guardant Reveal™, a molecular residual disease (MRD) test to identify cancer patients with residual or recurring stage II or III colorectal cancer who may benefit most from adjuvant therapy.


END PART ONE


// PART TWO

Natera Bladder Cancer Test


Medicare Extends Coverage of Natera's Signatera™ MRD Test to Muscle Invasive Bladder Cancer

(PRNewsfoto/Natera, Inc.)

NEWS PROVIDED BY


Natera, Inc. 

Jul 18, 2022, 08:33 ET


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AUSTIN, Texas, July 18, 2022 /PRNewswire/ -- Natera, Inc. (NASDAQ: NTRA), a global leader in cell-free DNA testing, today announced that it has received written confirmation from the CMS Molecular Diagnostics Services Program (MolDX) that the Signatera molecular residual disease (MRD) test has met coverage requirements for patients with muscle invasive bladder cancer (MIBC), effective April 19, 2022. To our knowledge, this represents the first coverage expansion to occur under the foundational local coverage determination (LCD) for MRD testing in solid tumors (LCD L38779), which was published in December 2021.


The decision by CMS in MIBC is based on evidence from multiple published validation studies. A study published in Nature, based on the phase III randomized IMvigor010 trial, showed that patients who tested MRD-positive after radical cystectomy received significant benefit from adjuvant immunotherapy, while MRD-negative patients derived no benefit from additional systemic therapy. Another study published in the Journal of Clinical Oncology found that serial testing with Signatera detected metastatic recurrence with 100% sensitivity and 98% specificity. Both studies showed that on-treatment monitoring with Signatera can provide an early assessment of therapy effectiveness, whether in the neoadjuvant or adjuvant settings.


"This is great news for patients with bladder cancer, who face uncertain treatment decisions throughout the patient journey," said Solomon Moshkevich, general manager of oncology at Natera. "This is also a milestone for Natera, representing the first new disease indication to be covered under the foundational LCD. We look forward to working with Medicare and with the oncology community to continue incorporating Signatera MRD assessment into standard care for patients with solid tumors."


Bladder cancer is the sixth most common cancer in the United States1 and MIBC represents 20-25% of the newly diagnosed cases.2 Patients previously treated for MIBC have a high rate of recurrence, with 50% experiencing distant recurrence post-cystectomy.3 Of these, 90% of recurrences develop in the first 3 years.4,5


"To balance the risks versus benefits of adding systemic treatments like chemotherapy to radical cystectomy, we need measures to identify which patients indeed harbor micrometastatic disease, which would allow refined shared medical decisions," said Matthew Galsky, M.D., professor of medicine (hematology and medical oncology), director of genitourinary medical oncology, co-director of the Center of Excellence for Bladder Cancer at the Tisch Cancer Institute and associate director for translational research at the Tisch Cancer Institute.


This decision adds to the existing Medicare coverage for Signatera in colorectal cancer and for pan-cancer immunotherapy monitoring.


END PART TWO

Thursday, May 11, 2023

GPT4 Compares Two Related Genomeweb Articles

 

Today, I was reading a range of articles on DEERFIELD, the VC firm.   Two of the articles had overlap.  In one, Deerfield was partnering with ILLUMINA on drug development.  In the other, Deerfield was partnering with INVITAE on drug development.

I asked GPT4 to compare and assess the two articles against each other.

GPT4

Deerfield Management, a healthcare investment firm, is leveraging partnerships with genomics companies to advance drug discovery and development. The firm's collaborations with Illumina and Invitae, as detailed in the articles, signify a strategic move towards a more data-driven and genetics-centered approach to identifying novel therapeutic targets.

Both partnerships highlight Deerfield's strategic focus on genetic information and data analytics to identify new drug targets. 
  • In its partnership with Illumina, Deerfield is utilizing Illumina's genetically driven target discovery platform, combined with artificial intelligence (AI), to identify and validate novel drug targets. 
  • With Invitae, Deerfield is leveraging a vast pool of genetic test data to identify new rare disease drug targets. 
  • These collaborations are consistent with a broader industry trend towards precision medicine, which aims to tailor treatment based on an individual's unique genetic makeup.
However, there are also distinctive aspects of each partnership. 
  • In the case of Illumina, the focus appears to be on leveraging Illumina's AI and genomic interpretation tools for drug discovery across a wide range of diseases with unmet medical needs
    • Deerfield is providing its expertise in translational science to move these drug candidates through the discovery research phase. 
    • This partnership leverages Illumina's strengths in AI and genomics and Deerfield's capabilities in early-stage drug development.
  • On the other hand, the partnership with Invitae focuses specifically on rare diseases. Invitae provides access to a large dataset of genetic tests, including significant cohorts of rare disease patients. 
    • This focus on rare diseases might be driven by the higher likelihood of success in developing therapies for these conditions, given the clearer genetic etiology and the opportunity to make a significant impact due to the lack of existing treatments.
In conclusion, Deerfield is positioning itself to advance the drug development process by partnering with genomics companies and harnessing their data and technological capabilities. The firm's strategy seems to involve a combination of broad, genetically-driven drug discovery (as in the case of Illumina) and more focused efforts on rare diseases (as with Invitae). It would be interesting to monitor how these collaborations evolve and whether Deerfield will extend its strategy to other partnerships that leverage genomics and data analytics for drug discovery

SOURCES

03/22/2023

05/05/2022


PROMPT

In this request, I am going to give you an article (PART ONE) about investment firm DEERFIELD and Illumina, partnering on drug development.   Then, you will read PART TWO about Deerfield and INVITAE (a genetics lab) partnering on Drug Development.  From these two articles, please analyze as a brilliant industry expert what Deerfield is trying to do.  Include a discussion of how the ILLUMINA and the INVITAE deals are similar and/or how they differ in their goals.

GPT3 and Simple Pivot Tables

 I find pivot tables confusing.  I have three columns, STATE, CLASS, and DOLLARS.  There are 1475 rows.    I would like to add up to show the DOLLARS by STATE.   I would also add up to show DOLLARS by CLASS.    (I never need to use State and Class at the same time).   For example, if three rows of Ohio is $10, $5, $10, I would get OHIO $25.   I know this is basic Excel but I need help to do it.

ChatGPT

No problem! I can help you with that. In Excel, you can easily create pivot tables to summarize and analyze your data. Here's how you can create a pivot table to show the sum of DOLLARS by STATE:


Select the entire dataset, including the column headers.

Go to the "Insert" tab in Excel's ribbon and click on the "PivotTable" button. This will open the Create PivotTable dialog box.

Ensure that the "Select a table or range" option is selected and that the correct range is displayed in the "Table/Range" field.

Choose where you want to place the pivot table. You can either select an existing worksheet or create a new one.

Click "OK" to create the pivot table.

In the PivotTable Field List on the right side of the screen, locate the "STATE" field and drag it to the "Rows" area.

Locate the "DOLLARS" field and drag it to the "Values" area.

By default, the pivot table will display the "SUM" of DOLLARS. If it doesn't, click on the drop-down arrow next to the "DOLLARS" field in the Values area and choose "Sum."

The pivot table will now show the sum of DOLLARS by STATE.

 


Tuesday, May 9, 2023

Disruptive Innovation and Recent HBR IDEAS Podcast

 I've enjoyed Harvard Business Review for years (for decades) and I often hear one or another related HBR podcasts, Cold Calls or IdeaCast.  

IdeaCast #908 is "Disruption isn't the only path to innovation," based on a new book by INSEAD authors "Beyond Disruption." 

For the first time, an IdeaCast worth that energizes me to complain.   

The authors took the position that innovation is always disruptive or destructive innovation (e.g. Schumpeter, Christensen).   One should focus instead on white-space innovation, such as microfinance or SQUARE (epayment), creating new markets.

Well, of course.  Everyone knows that.   When Christensen wrote about disruptive innovation (see his 2015 retrospective artice at HBR here), his point was not that it was new, he had case studies, but the topic was paid too little attention.   (*)

But the point is that Schumpeter and Christensen felt that various kinds of destructive, replacing, disruptive innovation needed to be paid more attention to.   The INSEAD book turns this on its head, with a straw man argument that ALL people pay attention to and ALL people try to invent, is disruptive innovation.   This is completely out of sync with Christensen's claim to novelty and insight when his book Innovator's Dilemma was new.   

##

Probably disruptive (destructive) and blue-sky innovation "that doesn't unemploy anybody" are actually on a sliding scale.   If I make 3" computer disks and bankrupt and displace an 8" disk manufacturer, that's one extreme.   (Exit Nokia; Exit Blackberry and Palm).   But if I sell $50 pet Halloween costumes, that's displacing something; people have $50 less to spend somewhere, but it's more diffuse.  There doesn't seem to be a place for this sliding scale in the INSEAD book, at least, based on the podcast.

##

I guess I have a second pet peeve.  Christensen, brilliant man though he was, unfortunately locked down on the phrase "disruptive innovation" and wanted to police that this phrase mean exactly what he wanted it to mean  (a novel low-performing entrant's disruptive entrance at the down-side and rapid trajectory to the up-side) - see his 2015 retrospective.   To me, it was inappropriate or unlikely to claim this nuanced single purpose for the broad English phrase "disruptive innovation."    Fine to call it "Christensonian innovation," as in "One of the most important types of a disruptive innovation is a Christensonian innovation, as in the 8" and 3" disk drive industries.


Thursday, May 4, 2023

Grogan Health Affairs CED Article with GPT4 "SUMMARY"

While ChatGPT has no data after 2021, it can summarize new content by the "instrucdtion plus cut paste" method.  The input has a limit of about 2000 words.*

This is the GROGAN 2000 word article on CED cut pasted into Chat GPT4 with the word "SUMMARIZE".

The Coverage with Evidence Development (CED) program introduced by the Centers for Medicare and Medicaid Services (CMS) during the George W. Bush administration to increase access to new medical technologies through agency-approved clinical trials has created barriers to patient access and hampered innovation. Despite this, CMS has been applying this policy to drugs, including a new class of Alzheimer’s treatments, which is not appropriate. The drawbacks associated with CED are pervasive, and CMS should abandon the program or at least restrict its use only for off-label applications of therapies.

This is the same GROGAN 2000 word article cut pasted into Chast with the instruction, "SUMMARIZE FOR AN EXPERT.  YOU ARE ALSO AN EXPERT."

The Centers for Medicare and Medicaid Services (CMS) introduced "Coverage with Evidence Development" (CED) to increase access to innovative medical devices through agency-approved clinical trials. However, CED has become a barrier to patient access and innovation. The program has been applied to therapies on-label for the first time, allowing CMS to act as a "check" on the FDA. This has hampered innovation, with examples including slow coverage for CAR-T cell therapy and continuous glucose monitors, and the repeal of the Medicare Coverage of Innovative Technologies rule.

Since 2005, 27 medical devices or procedures have been subjected to CED, but only four have completed evidence development programs and retained national coverage. CED creates a never-ending coverage purgatory for innovators, requiring significant resources and time to navigate. Applying CED to drugs is even less appropriate due to the extensive research process they undergo with the FDA, rendering CMS's attempts at safety monitoring redundant.

CMS should abandon CED or reform and restrict its use only for off-label applications of therapies. The agency should prioritize reforming or eliminating CED to ensure Medicare patients have access to innovations they need. 


Finally, this is a free Chrome Plug In called "Chat GPT > Summarize Everything."  At the webpage of interest, you tap this Chrome plug in button and it generates both a short summary and it adds key bullet points.  The result:

Summary

The Coverage with Evidence Development (CED) program introduced by the Centers for Medicare and Medicaid Services (CMS) during the George W. Bush administration to increase access to new medical technologies through agency-approved clinical trials has created barriers to patient access and hampered innovation. Despite this, CMS has been applying this policy to drugs, including a new class of Alzheimer’s treatments, which is not appropriate. The drawbacks associated with CED are pervasive, and CMS should abandon the program or at least restrict its use only for off-label applications of therapies.

Facts

  • CED is a never-ending coverage purgatory for innovators, with more than 30 complex steps required to establish a program. The resources required to facilitate CED can inhibit evidence development.
  • CED creates inconsistencies in coverage rules and access based on where a Medicare beneficiary lives, as contractors can set different rules for the regions they cover.
  • CED should not be used for any FDA-approved product, especially drugs, given the stricter approval requirements drugs face from the FDA.
  • CMS has been reaching for CED more often with respect to drugs, which is inappropriate.
  • CMS has pledged to cover a new class of Alzheimer’s drugs only under the burdens associated with CED, severely curtailing patient benefit. Numerous stakeholders have pointed out the flaws with this approach.
  • To address these concerns, CMS should scrap CED altogether, choosing instead to default to coverage of on-label use for FDA-approved drugs.
  • CMS should prioritize reforming or eliminating CED and allow Medicare patients to finally have access to the innovations they are counting on to enjoy their golden years.

In its toolbox, the plug-in uses this default script:

Your output should use the following template:

### Summary

### Facts

- [Emoji] Bulletpoint

Your task is to summarize the text I give you in up to seven bulletpoints and start with a short summary.

##
* You can use input > 2000 words by workarounds like, "Read this section and reply "READ." Don't do anything else.  / PART ONE [2000 words]."   Repeast with PART TWO [2000 words] etc.  When the parts are cut pasted 2000 words at a time in series, now a new instruction, "Please summarize parts 1 to 4 above."

Wednesday, May 3, 2023

The 2014-2016 Boom Bust in Pharmacogenetics Spending at Medicare

These are some 2018 slides of me, which convey the "boom bust" in pharmacogenetics spending at Medicare Part B around 2014, 2015, 2016.  The codes for PGx (like CYP2D6) were new in 2013, paying about $100M.   (In prior coding, this would have been methods "stack coding.")

In 2014, payments shot up to $300M plus - as the codes had no controls or edits (no policies).  Policies providing only limiting coverage for PGx were rolled out in 2015 and fully in place by 2016.   Payments fell over 90%.  This ended the "autopay" period.


As a footnote, total MoPath payments were level, around $600M, in 2014, 2015, and 2016.  As the pharmacogenetics payments fell (shown in yellow below) a range of other codes came on board (shown in purple below, e.g. more use of BRCA testing and other codes).




Tuesday, May 2, 2023

Dig Health Reimbursement x 4 x stat

 Text from STAT



HEALTH TECH
STAT+
Once bullish on digital health, Orexo hits a wall on reimbursement
Mario Aguilar
By Mario Aguilar April 28, 2023

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Digital Therapeutics
MIKE REDDY FOR STAT
After several quarters of promising to deliver concrete progress on key digital therapeutics projects, Swedish pharmaceutical company Orexo on Thursday reported the somber news that its efforts remained stalled.

Orexo, which made almost all of its $60 million in 2022 revenues from U.S. sales of Zubsolv, a drug used to treat opioid use disorder, earned negligible income from its three software-based treatments in the first quarter of the year. On the company’s earnings call, CEO Nikolaj Sørensen attributed this to the company’s ongoing difficulty securing reimbursement for digital therapeutics.

“If the reimbursement system works, we believe there is a demand,” he said. “But right now, we don’t have an efficient system in the U.S., and that’s something we’re reflecting on how we can improve efficiencies in the organization to ensure that we are ready when we find reimbursement ways that work, but also are saving expenses [for] when that is possible.”

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Orexo’s new, careful approach is a stark contrast to the bullish tone the company took when it first dove into digital therapeutics in 2019 and 2020. At the time, Orexo was sitting on millions in Zubsolv profits and looking to the future. It signed a deal with German company GAIA to develop a prescription app to help with medication-assisted treatment of OUD, later named Modia, and to license Vorvida and Deprexis, GAIA’s apps for problematic drinking and depression.

Related: Pear Therapeutics dreamt of huge revenues and ‘commercial scale.’ It never came close
“I’m personally absolutely convinced that in 10 years from now, there would not be a single interaction with a health care professional in a modern society which does not have a digital element,” Sørensen told investors in October 2019. In presentations in 2020, Orexo projected that its portfolio of digital therapies could earn as much as $650 million five years after launch.

The digital products seemed like a natural place to experiment given the company’s expertise developing and selling treatments for addiction. When Covid-19 pandemic hit, Orexo accelerated its investment to seize the momentum behind digital health, though even then, Sørensen cautioned during investor presentations that the market for digital treatments was in its infancy. Despite his confidence in the sector, Sørensen warned, there was a lot of uncertainty.

“We will continue to look at how the market will receive these products,” he told investors in the summer of 2020. “How fast they will see adoption, we will see. And if there are opportunities to accelerate the adoption by investing more, we have the financial sources to do that. If we see that the reimbursement and market adoption goes a little slower than anticipated, we will of course slow down the investment.”

That proved to be the reality. In January, after over three years of struggling to establish the business, Orexo leaders announced the company would indeed scale back its investment in digital products by reducing the number of employees working on them and integrating the effort under the pharmaceutical organization. Dennis Urbaniak, the executive vice president hired in 2019 to oversee the portfolio, left the company in February.

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Orexo did not respond to multiple requests for comment.

According to company filings, total operating losses through the first quarter for the digital segment were SEK 651.5 million, or about $63 million at the current exchange rate.

“We have made some progress, but it’s clear, it’s not met our expectations,” said Sørensen at the time.

But the company’s earnings in the first quarter revealed that Orexo’s progress on some of its most advanced commercial opportunities is in fact faltering.

In January, Sørensen reported that “close to 1,000 patients” had been prescribed Modia in the fourth quarter of 2022 and that the company was conducting what it called a billing test to see if it could secure reimbursement and bill the prescribing clinics. He suggested those tests could yield revenues in the first quarter.

Those revenues never showed up, because the process was paused by new leadership. “We took a decision from the senior management that they were not comfortable with the process and they felt that this was going to be very complex,” Sørensen told investors.

Related: What the recent failures of Mindstrong and Pear tell us about the future of digital mental health
A prominently announced deal with North Dakota-based Trinity Health is also stunted. The company figured out a way to secure payment for patient use of Vorvida and Deprexis as part of the health system’s collaborative care programs. But the billing model proved too labor-intensive. Moreover, Sørensen said in January that the software wasn’t seeing much uptake and that the clinicians on the ground felt they needed more support to use the products.

The program at Trinity is now paused as the system’s main hospital moves to a new facility. A Trinity Health representative declined to comment. In Orexo’s earnings call, Sørensen promised it will restart soon.

In total, the company’s only disclosed incomes from digital therapeutics in the quarter were SEK 500,000 (about $48,000) related to an ongoing pilot project in Arizona that is funded by opioid response grants.

Orexo’s recent retreat from digital therapeutics comes as the company’s finances have been strained by mounting legal costs in an ongoing intellectual property dispute and a series of delays with its most important pipeline drug, OX124, a long-acting rescue medication. Given the economic headwinds, many pharmaceutical companies are evaluating their priorities and scaling back projects.

It also comes amid broader turmoil in the digital health industry as Pear Therapeutics, a direct competitor to Orexo, recently filed for bankruptcy after failing to commercialize its prescription digital therapeutics.

“This is a testimony to some of the issues that Orexo has been facing and all other players in digital therapy in the U.S.,” said Sørensen on the earnings call. “And that’s really around how can we build an efficient reimbursement and distribution model, how do we ensure that we get coverage from the insurance companies.”

Related: A lesson from JPM: Too many digital front doors in health care lead to nowhere
Sørensen said Pear’s bankruptcy has prompted some inbound interest from providers who used the company’s reSET-O — which, like one of Orexo’s products, helps treat OUD —  and hope to find something similar.

Though Orexo has pulled back significantly on its digital efforts, it’s currently optimistic about the potential of its contract to make Deprexis available to Department of Veterans Affairs, but Sørensen was careful to note the time it takes to navigate VA’s maze of bureaucracy. He declined to forecast what might happen.

“I must admit I have burnt my fingers here from some of the timelines,” he said of projections he’d offered before, adding, “I must admit, right now, we’re taking a step back, I’m a little cautious of putting out promises.”

The company is also excited about the Arizona grant pilot at Alay Psychiatry for an integrated model called MATCore that provides Modia and Zubsolv, a combination buprenorphine and naloxone tablet, as part of a broader offering. The company is pursuing other opportunities to fund development with grants, which reflects its current calculating approach.

“I will underline that we are now doing this relatively cautious that we take it a step by step without taking any significant investments into this area before we see that we have actual traction behind it,” Sørensen said.

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Mario Aguilar


April 13
https://www.statnews.com/2023/04/13/pear-therapeutics-goals/

Pear Therapeutics dreamt of huge revenues and ‘commercial scale.’ It never came close
Mario Aguilar
By Mario Aguilar April 13, 2023

Reprints
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glum Benjamin — health insurance coverage from STAT
ADOBE
In January, Pear Therapeutics was quickly running out of money. The digital health startup embarked on an effort to sell up to $150 million worth of its stock, which could have tossed Pear a crucial lifeline as it sought to claw its way to a sustainable business.

By the end of March, the stock sale had yielded just $1 million and it was evident that investors were no longer interested in funding the company. In early April, Pear filed for bankruptcy and announced it would lay off almost all of its employees.

In the wake of the filing, much has been made of the promise of the digital medicines that the company developed. Less has been said about how the company so misjudged its trajectory in believing that it was “poised for near-term commercial scale.”

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In regulatory filings and investor presentations circulated before the company went public in 2021, Pear laid out both the modest state of the company’s business and its aggressive projections: By strength of momentum, Pear would grow its business selling prescription apps for the treatment of opioid use disorder and other conditions from $4 million in 2021 to a whopping $125 million by the end of 2023.

Pear’s revenues never got close to that number, despite burning hundreds of millions in investor cash. By the end of this year, it will likely be sold off for parts.

To some industry observers, Pear’s forecasts are a classic case of magical thinking. Pear’s leaders underestimated the challenges the company would have to overcome with insurers, providers, and logistics. Though the company made progress on coverage and managed to grow its revenue, its projections would’ve required large-scale adoption that remains far out of reach.

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“Entrepreneurs are pathologically optimistic,” said Erik Gordon, a professor at the University of Michigan’s Ross School of Business. “If they weren’t, they wouldn’t be entrepreneurs.”

In a more generous light, the projections could be seen as emblematic of the optimism created by unprecedented technology adoption in health care during the Covid-19 pandemic, as well as record-breaking investment in digital health companies that would total $29 billion at the end of 2021.

Alex Waldron, who worked as both chief commercial officer and chief strategy officer at Pear before leaving in February 2021, said the company felt a flood of support for its products among state Medicaid groups and even on Capitol Hill in the early days of the pandemic. Though he wasn’t involved in writing Pear’s projections, he understands the climate from which they emerged.

“There were definitely some indicators that would have said, ‘listen, this is going to move very quickly and we certainly are optimistic in terms of where those numbers are going to go,’” he told STAT. He conceded that “in retrospect, you could certainly say they were too aggressive. But some of those aggressive statements were made before a lot of the things that caused macro issues — exogenous things you couldn’t control for — fell out, which is a shame for everybody.”

Related: Digital health pioneer Pear Therapeutics files for bankruptcy
Certainly, Pear’s projections would have required substantial changes in health care. But the pandemic year that preceded the projections had seen many of the unlikeliest changes take place. Millions of people suddenly started using telehealth, and insurers had loosened their rules to make it easier to pay for that care. Now that tech had shown its worth, there was a feeling in the industry that maybe even more was possible.

And anyway, many top flight venture capital companies had shown a willingness to throw endless money at health care technologies. If this hundred million didn’t get the job done, many founders seemed to think, the next hundred million would.

Even before the pandemic, Pear had managed to accomplish significant milestones. The company, founded in 2013, was a trailblazer in the development of smartphone apps that could be prescribed by doctors for the treatment of disease. In 2017, it secured the first Food and Drug Administration clearance for such a prescription digital therapeutic, called reSET, which used cognitive behavioral therapy techniques to treat substance use disorder. Two more clearances for reSET-O and Somryst — for the treatment of opioid use disorder and insomnia, respectively — followed in 2018 and 2020.

Its early success navigating the challenges of FDA regulation were somewhat dampened with its first prominent setback. After entering into a commercial partnership with pharmaceutical company Sandoz in 2018, the two parted ways a year later, and Pear was left to try to sell the products on its own.

Related: Inside Pear’s ambitious plan to become the most dominant player in digital therapeutics
Making money would prove difficult. The company turned its attention to convincing health insurers and the Centers for Medicare and Medicaid Services to cover its products for large populations. While most drugs and medical devices have a relatively straightforward route to coverage through established pathways, there’s no such path for digital therapeutics.

Though the company over many years produced research showing the benefits and cost savings of its products, major insurers never budged. The difficulty convincing payers is evident in a 2020 report from the Institute for Clinical and Economic Review, which was tepid on reSET-O’s  evidence and its potential to save money. Though smaller payers like Highmark have recently warmed up to coverage, larger players like Aetna remain steadfast in their refusal.

Even with uncertainty around coverage, the enthusiasm for digital health during the pandemic and a firehouse of available capital translated to increased interest from investors. Pear raised additional funding from SoftBank in 2020 and went public via a merger with a special purpose acquisition company in 2021.

From there, the company landed positive coverage decisions from the state Medicaid organizations in Florida and Massachusetts, secured an important CMS code for its products, and landed revenue-generating contracts with organizations like SelectHealth. Pear, along with other companies and industry organizations like the Digital Therapeutics Alliance, worked with lawmakers to introduce the Access to Prescription Digital Therapeutics Act, which would force CMS to create a benefit category for digital therapeutics. The hope was that with a CMS category in place and a rising tide with Medicaid organizations, the commercial payers would eventually fall into line.

Related: We need a way to tell useful mental health tech from digital snake oil
But the company still earned just $12 million in revenue in 2022 — less than the $22 million it projected at the time of SPAC merger, and not nearly enough to keep operating without additional capital.

According to Waldron, at least some of this shortfall was attributable to the cooling economy which hurt Pear’s chances for adoption as analysts were hounding payers about their stock prices.

“From a payer perspective taking on anything new during a period of time when they are under the microscope, every spend becomes that much harder,” he said. “It is harder and harder to do anything innovative. All you want to do is really shore up your bottom line during a time when the economy looks sketchy.”

Indeed, in a LinkedIn post CEO Corey McCann attributed the bankruptcy in part to payers who “have the ability to deny payment for therapies that are clinically necessary, effective, and cost-saving.” McCann did not respond to an email request for comment.

Related: 5 to watch: Tech startups trying to solve health care’s staffing crisis
But observers point out that it was unrealistic to expect insurers to move as quickly as Pear thought they might. And even if Pear had managed to secure coverage, it still had to create demand by convincing providers to write prescriptions — a practice-changing shift.

Beyond a lack of short-term business prospects, Pear’s financial problems were driven by its growth into an enterprise with hundreds of employees trying to help the company capitalize on its first mover advantage and become the dominant player in digital therapeutics. In addition to its commercial products, it was working on a dense pipeline of other candidates. Recognizing the challenges of its situation, the company in 2022 twice laid off workers and scaled back work that was not related to earning money from its commercial products.

Despite all of its optimism, Pear’s leadership was clear in its early regulatory filings and in public comments since that the SPAC fundraise would not be enough in the long term.  More capital would be required to get to sustainability. When executives first acknowledged that need for funding in 2021, it had raised from blue chip outfits like 5AM Ventures and SoftBank and the market was flush with capital.

Related: The Q2 health tech tracker: 13 key industry events and milestones to watch
In the years since, capital has dried up. Those investors who had backed Pear in the boom times did not come to its rescue now.

Gordon, the Michigan business professor, said that the bankruptcy was reflective of “financial management that counted on there forever being endless amounts of VC money to support the losses.”

“If we were back in the go-go times where the VCs had more fear of missing out than they had of losing money,” he said, “they probably would have gotten another round of money and been able to last another, you know, 18 or 24 months.”

The bankruptcy will end Pear as a company. But it’s possible that a pharmaceutical company or some other player will purchase the assets and run with them and the versions of reSET-O and other technologies Pear built will reach patients at scale as Pear promised. Even if they don’t, Pear laid the groundwork that could give new companies with big dreams a chance to succeed.

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Mario Aguilar
Mario Aguilar
Health Tech Corresponde



https://www.statnews.com/2023/04/18/mindstrong-pear-future-digital-mental-health/

April 18

What the recent failures of Mindstrong and Pear tell us about the future of digital mental health
By John TorousApril 18, 2023

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a person scrolls through phone in dark – First Opinion coverage from STAT
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Over the past five years, digital mental health has risen from a niche topic to a global health priority. Patients, researchers, regulators, and investors alike are thrilled by the potential of ubiquitous mobile technology like smartphones to help diagnose problems, monitor health, and even deliver evidence-based therapies. Two companies that came to embody this potential were Mindstrong for smartphone monitoring of mental health and Pear Therapeutics for FDA-approved apps and digital interventions. Mindstrong raised nearly $160 million, and Pear Therapeutics once had a $1.6 billion evaluation.

But in March, Mindstrong announced it was ceasing operations. And on April 7, Pear Therapeutics announced that it was filing for bankruptcy.

Both companies were founded by smart and passionate people who wanted to improve access to mental health care. They were staffed by hard-working employees who wanted to help change the world. The concept of using data from personal patterns of smartphone use to help diagnose a mental illness or track recovery is appealing. So is the concept of using a smartphone app to receive evidence-based care from the palm of your hand. Pear Therapeutics even received some of the first Food and Drug Administration clearances for software as a medical device for mental health.

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But the companies went wrong in a way that is symptomatic of the rest of the digital mental health field.

Related: How Mindstrong’s rush to roll out a ‘smoke alarm’ for mental illness led to its downfall
Both companies tackled the pressing need for a transformation in mental health care. They drew on the global need for a paradigm shift in mental health and offered a scientific pathway toward that vision. Mindstrong built off a 2018 pilot study of 27 subjects capturing smartphone data over seven days to pilot digital biomarkers of cognitive function, which could remotely diagnose or monitor mental health conditions. Pear Therapeutics had many products but was likely most well-known for its apps that promised to help treat addiction.

The story of using technology to monitor and help support mental health made sense five years ago and in fact still makes sense today. Digital technology will help increase access to and quality of mental health care.

But the story only goes so far.

The next step is to prove out the story with science. Just as a new drug for a mental illness like depression undergoes numerous careful studies on its pathway to approval, the same process is necessary for digital software. Both Mindstrong and Pear Therapeutics undertook research and began the scientific journey. In Mindstrong’s case, the company founders have come out on the record stating they felt pressured to commercialize too soon and before the science was sound. Looking in the scientific literature, the lack of peer-reviewed publications corroborates this narrative. We need more research before smartphone sensing to detect mental illness is even clinically validated, let alone commercially viable for a business like Mindstrong.

Related: Pear Therapeutics dreamt of huge revenues and ‘commercial scale.’ It never came close
Pear Therapeutics appeared to have the evidence since it obtained FDA clearance on some of its software. Yet in 2020 the Institute for Clinical and Economic Review wrote a public report noting that the “evidence is inadequate to demonstrate a net health benefit.”

In fact, that evidence was not based on any smartphone at all. It came from a related computer program called the Therapeutic Education System. This was tested in 2014, in a study where patients came twice a week, in person, to a clinic to log on and use the program on computers in the clinic. Even in 2014, the authors of that study wrote “additional research is needed to assess effectiveness in non-specialty clinical settings.” Pear Therapeutics acquired the rights to this program, worked to get an adapted version FDA-cleared, and then marketed it as a digital therapeutic. (It’s worth noting that there is no consensus on the definition of a digital therapeutic.) Nearly a decade later, it’s still unclear whether this system can work outside of a specialty clinic.

Thus, in both the case of Mindstrong and Pear Therapeutics, there was no dramatic story of something going wrong. The problem was that neither company was able to invest the money to carry out the necessary scientific research. While Mindstrong and Pear Therapeutics are two of the most well-known, the lack of resources for clinical science is widespread in the industry. A 2022 report suggested that 44% of digital health companies has a clinical robustness score of zero.

But that does not mean these products and digital mental health have no future. These failures tell us that patients, clinicians, and payers want digital tools that are effective in real-world settings. That means promising pilot studies, like those that launched this industry in the 2010s, must be followed by high-quality studies. When my colleagues and I conducted a meta-review in 2022, we found that overall, the quality of most digital mental health studies was low. Now it is time to think about a new generation of evidence and new studies to build the type of real-world data we need to ensure products offered are both safe and truly effective. This means studies that account for digital placebo effects, are run in real-world clinical settings, involve diverse patients, and can be replicated by outside teams.

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We already know how to do this. Pharmaceutical companies offer one example of high investment in medical research and development. They invest in thousands of potential drugs and take the top-performing ones through more and more rigorous studies. The National Institute of Mental Health is another example, now investing heavily in digital research and supporting rigorous mechanism of action studies. As patients, payers, and investors demand more evidence and proof that digital software really works as promised, new companies will rise to the challenge. Of course, there is a major difference between drug R&D and digital mental health care, which is that software needs additional research to prove it can successfully work in the context it is deployed in. But even this is a surmountable hurdle.

Digital mental health might be stumbling in 2023, but these disappointments may signal a new era in how we approach the next generation of digital tools. The stories that founded and sustained both MindStrong and Pear Therapeutics are still valid today — they are just waiting for the next generation to take them off the page and into a scientific reality.

John Torous is an assistant professor of psychiatry at Harvard Medical School and staff psychiatrist at Beth Israel Deaconess Medical Center. He is the scientific advisor for Precision Mental Wellness, a company he holds equity in.

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John Torous
 jtorous@bidmc.harvard.edu
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https://www.statnews.com/2023/01/12/jpm-lesson-digital-front-doors-dead-ends/


Jan 12 2023

A lesson from JPM: Too many digital front doors in health care lead to nowhere
By Owen TrippJan. 12, 2023

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digital health door leading to a brick wall superimposed on a futuristic digital background.
PHOTO ILLUSTRATION ALEX HOGAN/STAT, ADOBE
Top health care leaders braved rain, hail, and flash flood warnings at this year’s J.P. Morgan Healthcare Conference in San Francisco. The other thing they’re navigating? The downpour of new-entrant retailers in health care. Announcements at JPM and the recent CES 2023 conference in Las Vegas have confirmed the desire of folks including Amazon, Best Buy, CVS, and even Samsung to try to make health care simpler.

CVS is making a play to extend its arm into primary care and behavioral health. Walgreens is entering new markets, acquiring Summit Health. And Amazon’s recent acquisition of One Medical seems set to go through approvals.

All these investments, deals, and partnerships tout convenience. It’s the right impulse. But in 2023, convenience is not enough. If a solution is not transformational, addressing the U.S. health care system’s big and small problems at scale, there’s no room for it.

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Americans have been promised simple access to health care for years, so it’s understandable if they lunge to enter the many new digital front doors. But too many of those doors lead to tiny, dead-end foyers with no real connection to — or understanding of — their health histories, insurance benefits, unique needs, or preferences.

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This disconnect creates convenience without connectivity and more confusion, which is a frustratingly familiar scenario for people seeking care. The pressing need for anyone seeking health services is for something far more comprehensive, valuable, and long-lasting, something that goes beyond making health care convenient to making it foundationally better. For everyone.

I believe that integration is the innovation that counts now.

Successful long-term players in health care will take the steps needed to rethink the whole system and nail the problems they can uniquely solve, in the channels where they can drive the most impact. That’s certainly the focus of Included Health, the company I lead. We feel we can make the biggest difference by connecting people to the right care at the right time, whether virtual or in-person, in a way that is fully informed by their insurance coverage, health history, preferences, identity, and needs.

Here’s the thing: Too many shiny new offerings further fracture the health care experience. Anything less than a combination of clinical leadership, care delivery, technological expertise, and consumer-oriented service, all measured by a healthy dose of patient-reported outcomes, won’t work. It won’t overcome the out of control costs, inaccessibility, inequity, and just plain poor experiences that too many people face.

Related: The health care providers and insurers we’re watching at JPM23 — and why
To drive true cross-industry and cross-country change, innovators in health care need to avoid distractions and focus on the actual antidote to complexity, fragmentation, and individual isolation: an experience for people that encompasses their whole health and whole life. Half of Americans are confused by their health insurance benefits and, even if they could understand them, 84 million live in places with primary care shortages.

New retailers looking to enter health care may mean well, promising personal health care delivered to one’s phone, watch, or doorstep. But people need so much more than that. They need guidance. This means advocacy, accurate and empathetic care interactions, and one-on-one support for navigating it all: the everyday, the urgent, and the more complex. People are tired of having to connect the dots. To fill in their primary care physician, if they have one, about their experience at urgent care or about the text conversation they had with a therapist through their workplace health benefits. Done right, integration will have an enormous impact: better health at lower cost. Included Health recently compiled data showing that this kind of approach can reduce health care costs by 6% to 10%.

Digital solutions alone are not enough to reinvent health care. Electronic health records have created chaos. First-generation telehealth has failed to reduce the burden on health care providers, creating more barriers for patients trying to access their own health information. Early personal health tracking devices did not lead to promised health improvements. Any solution that fails to leverage data and connectedness, to predictively and personally deliver care, is a well-meaning short-term play. It may be good for short-term revenue, but it’s bad for health.

So let’s think long-term. This is bigger than convenience. People need health care designed, and proven, to treat them better.

Owen Tripp is the co-founder and CEO of Included Health, an integrated navigation and virtual care company.

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Owen Tripp
 linkedin.com/in/owenwtripp/