Evidence map›Paper›PMID 35084657›Full record

ArticleCancer causes & control : CCC2022

Geographic hotspot detection for late-stage hepatocellular carcinoma: novel approach to cancer control.

Kali Zhou, Laura K Thompson, Lihua Liu, Norah A Terrault, Myles G Cockburn

Abstract read
In one paragraph

Article in Cancer causes & control : CCC, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
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

6 citing papers in PubMed.

  1. Article
  2. Health disparities in cirrhosis care and liver transplantation.Nature reviews. Gastroenterology & hepatology · 2025
    Review
  3. A Novel Approach for Conducting a Catchment Area Analysis of Breast Cancer by Age and Stage for a Community Cancer Center.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2024
    Article
  4. Community-Level Factors Associated with Hepatocellular Carcinoma Incidence and Mortality: An Observational Registry Study.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2024
    Observational
  5. Article
  6. Review
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

5 authors.

Kali ZhouDivision of Gastrointestinal and Liver Diseases, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA. kalizhou@usc.edu.ORCID http://orcid.org/0000-0001-8554-2906
Laura K ThompsonDepartment of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA.
Lihua LiuDepartment of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA.
Norah A TerraultDivision of Gastrointestinal and Liver Diseases, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Myles G CockburnDepartment of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA.

Funding

USC/NORRIS COMPREHENSIVE CANCER CENTER (CORE) SUPPORTP30CA014089 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Ming Li · 1985 to 2026
$181.4M
USC RESEARCH CENTER FOR LIVER DISEASES: PILOT PROGRAMSP30DK048522 · NIDDK · UNIVERSITY OF SOUTHERN CALIFORNIA · PI OOKHTENS, MURAD · 1995 to 2020
$21.8M
Molecular Mechanisms of Stellate Cell Activation in Liver FibrosisI01BX001991 · VA · VA GREATER LOS ANGELES HEALTHCARE SYSTEM · PI HIDEKAZU TSUKAMOTO · 2014 to 2026
–
NCCDPHP CDC HHS U58 DP003862NCI NIH HHS HHSN261201000034CNCI NIH HHS HHSN261201000035CNCI NIH HHS HHSN261201000035INCI NIH HHS HHSN261201000140CNCI NIH HHS P30 CA014089NCI NIH HHS P30CA014089NIDDK NIH HHS 5P30DK048522NIDDK NIH HHS P30 DK048522
6 · The paper itself

Abstract

importanceAs hepatocellular carcinoma (HCC)-associated mortality continues to rise in the United States, there is a crucial need for strategies to shift diagnoses from late to early stage in order to improve survival.

objectiveTo describe a population-based geospatial approach to identifying areas with high late-stage HCC burden for intervention.

designCross-sectional study between 2008 and 2017.

settingLos Angeles County.

participantsAll incident cases of HCC with residential address at diagnosis in Los Angeles County were identified from a population-based cancer registry. Late stage included AJCC 7th Edition stages III-IV and unstaged cases. EXPOSURE: Sociodemographic factors. MAIN OUTCOME(S): Geographic "hotspots" or areas with a high density of late-stage HCC, identified using kernel density estimation in ArcMap 10.3.1.

results51.8% of 7,519 incident cases of HCC were late stage. We identified a total of 23 late-stage hotspots, including 30.0% of all late-stage cases. Cases within hotspots were more often racial/ethnic minorities, foreign-born, under or uninsured, and of lower socioeconomic status. The age-adjusted incidence rate of late-stage HCC was twofold higher within hotspots (6.85 per 100,000 in hotspots vs 3.38 per 100,000 outside of hotspots). The calculated population-attributable risk was 43%, suggesting that a substantial proportion of late-stage HCC burden could be averted by introducing interventions in hotspot areas. We mapped the relationship between hotspots and federally qualified health centers primary care clinics and subspecialty clinics in Los Angeles County to demonstrate how clinic partnerships can be selected to maximize impact of interventions and resource use. Hotspots can also be utilized to identify "high-risk" neighborhoods that are easily recognizable by patients and the public and to facilitate community partnerships. CONCLUSION AND RELEVANCE: Reducing late-stage HCC through geographic late-stage hotspots may be an efficient approach to improving cancer control and equity.

Indexed as

Carcinoma, HepatocellularLiver NeoplasmsCross-Sectional StudiesEthnicityHumansIncidenceUnited StatesDisparitiesGeographic information systemGeospatial methodsImplementation scienceLiver cancer

Identifiers

PMID35084657
PMCPMC10907060

What OpenQuestion holds

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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.