Evidence map›Paper›PMID 33530939›Full record

ArticleBMC family practice2021

Implementation outcomes of Humanwide: integrated precision health in team-based family practice primary care.

Cati G Brown-Johnson, Nadia Safaeinili, Juliana Baratta, Latha Palaniappan, Megan Mahoney, Lisa G Rosas, Marcy Winget

Open access · goldAbstract read
In one paragraph

Article in BMC family practice, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed, 2 pooled it
3.8field-weighted citation impact, top 7% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

15 citing papers in PubMed, 2 syntheses or guidelines pooled it, 18 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Article
  5. Article
  6. Review
  7. Article
  8. Article
  9. Review
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors at 2 institutions in 1 country.

Cati G Brown-JohnsonDivision of Primary Care and Population Health, Stanford University School of Medicine, Stanford MSOB, 1265 Welch Rd x216, Palo Alto, CA, 94305, USA. catibj@stanford.edu.ORCID 0000-0002-5415-3665
Nadia SafaeiniliDivision of Primary Care and Population Health, Stanford University School of Medicine, Stanford MSOB, 1265 Welch Rd x216, Palo Alto, CA, 94305, USA.
Juliana BarattaDivision of Primary Care and Population Health, Stanford University School of Medicine, Stanford MSOB, 1265 Welch Rd x216, Palo Alto, CA, 94305, USA.
Latha PalaniappanDivision of Primary Care and Population Health, Stanford University School of Medicine, Stanford MSOB, 1265 Welch Rd x216, Palo Alto, CA, 94305, USA.
Megan MahoneyDivision of Primary Care and Population Health, Stanford University School of Medicine, Stanford MSOB, 1265 Welch Rd x216, Palo Alto, CA, 94305, USA.
Lisa G RosasDivision of Primary Care and Population Health, Stanford University School of Medicine, Stanford MSOB, 1265 Welch Rd x216, Palo Alto, CA, 94305, USA.
Marcy WingetDivision of Primary Care and Population Health, Stanford University School of Medicine, Stanford MSOB, 1265 Welch Rd x216, Palo Alto, CA, 94305, USA.
Stanford University · USStanford Health Care · US

Funding

School of Medicine, Stanford University (US) n/a
6 · The paper itself

Abstract

backgroundHumanwide was precision health embedded in primary care aiming to leverage high-tech and high-touch medicine to promote wellness, predict and prevent illness, and tailor treatment to individual medical and psychosocial needs.

methodsWe conducted a study assessing implementation outcomes to inform spread and scale, using mixed methods of semi-structured interviews with diverse stakeholders and chart reviews. Humanwide included: 1) health coaching; 2) four digital health tools for blood-pressure, weight, glucose, and activity; 3) pharmacogenomic testing; and 4) genetic screening/testing. We examined implementation science constructs: reach/penetration, acceptability, feasibility, and sustainability. Chart reviews captured preliminary clinical outcomes.

resultsFifty of 69 patients (72%) invited by primary care providers participated in the Humanwide pilot. We performed chart reviews for the 50 participating patients. Participants were diverse overall (50% non-white, 66% female). Over half of the participants were obese and 58% had one or more major cardiovascular risk factor: dyslipidemia, hypertension, diabetes. Reach/penetration of Humanwide components varied: pharmacogenomics testing 94%, health coaching 80%, genetic testing 72%, and digital health 64%. Interview participants (n=27) included patients (n=16), providers (n=9), and the 2 staff who were allocated dedicated time for Humanwide patient intake and orientation. Patients and providers reported Humanwide was acceptable; it engaged patients holistically, supported faster medication titration, and strengthened patient-provider relationships. All patients benefited clinically from at least one Humanwide component. Feasibility challenges included: low provider self-efficacy for interpreting genetics and pharmacogenomics; difficulties with data integration; patient technology challenges; and additional staffing needs. Patient financial burden concerns surfaced with respect to sustainability.

conclusionThis is the first report of implementation of a multi-component precision health model embedded in team-based primary care. We found acceptance from both patients and providers; however, feasibility barriers must be overcome to enable broad spread and sustainability. We found that barriers to implementation of precision health in a team-based primary care clinic are mundane and straightforward, though not necessarily easy to overcome. Future implementation endeavors should invest in basics: education, workflow, and reflection/evaluation. Strengthening fundamentals will enable healthcare systems to more nimbly accept the responsibility of meeting patients at the crossroads of innovative science and routinized clinical systems.

Indexed as

Family PracticePrecision MedicineDelivery of Health CareFemaleHealth PersonnelHumansMalePrimary Health CareDigital healthGenetic testingImplementation scienceMixed methodsPharmacogenomicsPrecision healthPrimary care

Identifiers

PMID33530939
PMCPMC7856755
OpenAlexW3126329825

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.