Evidence map›Paper›PMID 32362711›Full record

ArticleWorld development2020

The 'Heart Kuznets Curve'? Understanding the relations between economic development and cardiac conditions.

Hitoshi Nagano, Jose A Puppim de Oliveira, Allan Kardec Barros, Altair da Silva Costa Junior

Open access · bronzeAbstract read
In one paragraph

Article in World development, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
3.8field-weighted citation impact, top 6% 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

9 citing papers in PubMed, 20 citations in OpenAlex.

  1. For reducing premature adult mortality in India, education matters more than income.Proceedings of the National Academy of Sciences of the United States of America · 2026
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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

4 authors at 4 institutions in 2 countries.

Hitoshi NaganoFundação Getulio Vargas (FGV/EAESP), Brazil.
Jose A Puppim de OliveiraFundação Getulio Vargas (FGV/EAESP and FGV/EBAPE), Brazil.
Allan Kardec BarrosUniversidade Federal do Maranhão (UFMA), Brazil.
Altair da Silva Costa JuniorSURGP&D - Company for Research and Development in Medicine/Surgery, Brazil.
Fundação Getulio Vargas · BRUniversidade Federal de São Paulo · BRUniversidade Federal do Maranhão · BRUniversity of International Relations · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As countries turn wealthier, some health indicators, such as child mortality, seem to have well-defined trends. However, others, including cardiovascular conditions, do not follow clear linear patterns of change with economic development. Abnormal blood pressure is a serious health risk factor with consequences for population growth and longevity as well as public and private expenditure in health care and labor productivity. This also increases the risk of the population in certain pandemics, such as COVID-19. To determine the correlation of income and blood pressure, we analyzed time-series for the mean systolic blood pressure (SBP) of men's population (mmHg) and nominal Gross Domestic Product per capita (GDPPC) for 136 countries from 1980 to 2008 using regression and statistical analysis by Pearson's correlation (r). Our study finds a trend similar to an inverted-U shaped curve, or a 'Heart Kuznets Curve'. There is a positive correlation (increase GDPPC, increase SBP) in low-income countries, and a negative correlation in high-income countries (increase GDPPC, decrease SBP). As country income rises people tend to change their diets and habits and have better access to health services and education, which affects blood pressure. However, the latter two may not offset the rise in blood pressure until countries reach a certain income. Investing early in health education and preventive health care could avoid the sharp increase in blood pressure as countries develop, and therefore, avoiding the 'Heart Kuznets Curve' and its economic and human impacts.

Indexed as

Economic developmentHealth policyHeart risk factors, blood pressureKuznets Curve

Identifiers

PMID32362711
PMCPMC7190509
OpenAlexW3022553318

What OpenQuestion holds

Textmetadata
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.