Evidence map›Paper›PMID 42897120›Full record

ArticleCancer medicine2026

Association of Primary Care Physician Density With Metastatic Cancer at Initial Diagnosis: A Population-Based Study of 7 Cancers.

Muhammad Sohaib Khan, Tammy Leonard, Bella Etingen, Saad Mallick, Natalie Williams, Herbert J Zeh, Patricio M Polanco

Abstract read
In one paragraph

Article in Cancer medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Muhammad Sohaib KhanDepartment of Surgery, UT Southwestern Medical Center, Dallas, Texas, USA.ORCID https://orcid.org/0000-0002-6188-7245
Tammy LeonardDepartment of Health Economics, Systems, and Policy, Peter O'donnell Jr. School of Public Health, UT Southwestern Medical Center, Dallas, Texas, USA.ORCID https://orcid.org/0000-0002-8621-9358
Bella EtingenDepartment of Health Economics, Systems, and Policy, Peter O'donnell Jr. School of Public Health, UT Southwestern Medical Center, Dallas, Texas, USA.
Saad MallickDepartment of Surgery, UT Southwestern Medical Center, Dallas, Texas, USA.ORCID https://orcid.org/0009-0004-0643-9118
Natalie WilliamsDepartment of Surgery, UT Southwestern Medical Center, Dallas, Texas, USA.ORCID https://orcid.org/0009-0003-4436-8026
Herbert J ZehDepartment of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Patricio M PolancoDepartment of Surgery, UT Southwestern Medical Center, Dallas, Texas, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPatients with metastatic cancer at initial diagnosis have the worst prognosis. Despite their involvement in initial assessment, the relationship between Primary Care Physician availability and metastatic cancer at initial diagnosis remains unexplored. Our objective was to determine whether Primary Care Physician availability is associated with patients having metastatic cancer at initial diagnosis. METHODOLOGY: This was a cross-sectional study of patients aged ≥ 18 and diagnosed with breast, colorectal, liver, lung, ovarian, pancreatic, or prostate cancer from 2015 to 2019. Population-based Texas and California cancer registries were used for patient data. The main exposure was county-level Primary Care Physician density per 3500 individuals. Additional exposures included demographic factors, insurance, rural-urban continuum codes, county poverty rates, and US State at Diagnosis. The primary outcome was adjusted odds of metastatic cancer at initial diagnosis. Subgroup analyses based on insurance type, age group, and metropolitan residence were performed. Models were stratified by cancer type.

resultsOverall, 708,451 patients were included. On combined multivariable analysis, with each additional Primary Care Physician per 3500 individuals, the odds for primary outcome decreased by 2% to 6%. In a stratified analysis using Primary Care Physician density per 3500 individuals as a categorical variable, compared with counties with < 1 Primary Care Physician, counties with 3 or more Primary Care Physicians had reduced odds of primary outcome for multiple cancer types with no statistically significant difference for counties with 1-1.9 Primary Care Physicians.

conclusionIncreased Primary Care Physician availability was associated with a nonlinear decrease in odds for metastatic cancer at diagnosis. Thus, increasing physician density can possibly lower the likelihood of metastatic cancer at initial diagnosis.

Indexed as

NeoplasmsPhysicians, Primary CareAccess to Primary CareAdultAgedCaliforniaCross-Sectional StudiesFemaleHumansMaleMiddle AgedNeoplasm MetastasisPrimary Health CareRegistriesTexasearly cancer diagnosismetastatic cancer at diagnosisPCPprimary caresocial determinants of health

Identifiers

PMID42897120
PMCPMC13680540

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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.