# Use of the Lorenz curve and the Gini index for the evaluation of HIV viral load distribution in an Italian community

**Authors:** Stefania Arsuffi, Martina Salvi, Stefano Calza, Fabio Riccardo Colombo, Maria Alberti, Benedetta Fioretti, Giorgio Tiecco, Emanuele Focà, Eugenia Quiros-Roldan

PMC · DOI: 10.3389/fpubh.2025.1580633 · Frontiers in Public Health · 2025-07-16

## TL;DR

This study uses the Lorenz curve and Gini index to analyze how HIV viral load distribution changed over time in an Italian community.

## Contribution

The novel use of the Lorenz curve and Gini index to assess trends in HIV viral load distribution and demographic shifts.

## Key findings

- Community viral load decreased sharply after 2012 but rebounded in 2020.
- The top 10% of viral loads showed increasing proportions of females and non-Italian nationals.
- Integrase inhibitors were linked to a rapid decline in community viral load but increased population inequality.

## Abstract

Community viral load (CVL) is defined as an aggregate measure of individual viral loads of people living with HIV who are receiving care in a specific community. It serves as a metric to evaluate the effectiveness of therapy programs. Our study aimed to analyze the overtime trend and the distribution characteristics of viral load.

Using the Lorenz curve, we investigated the demographic characteristics of individuals who comprised the top 10% of viral loads over the years. We applied the Gini index to measure the inequality in the distribution of viral load among the study population.

Our data showed a progressive decrease in community viral load over the years, with a sharp decline after 2012 and a rebound in 2020. The Gini index had a specular trend during this period. In all the observed periods, the top 10% of viral loads showed a progressive increase in the proportion of female individuals and non-Italian nationals.

Our study highlighted the effectiveness and the improvement of the HIV care cascade over the years, with a decrease in community HIV viral load. The introduction of integrase inhibitors seemed to cause a rapid drop in community viral load in 2012 but with a notable discrepancy in the homogeneity of the population. It is also important to highlight the changes over time in the population representing the top 10% of viral loads, with a gradual but stable increase in the proportion of female and non-Italian individuals.

## Full-text entities

- **Diseases:** HIV (MESH:D015658), COVID-19 (MESH:D000086382), Infectious and Tropical Diseases (MESH:D003141), infections (MESH:D007239), HIV viremia (MESH:D014766), CVL (MESH:D014777)
- **Chemicals:** INSTI (-)
- **Species:** Homo sapiens (human, species) [taxon 9606], Human immunodeficiency virus 1 (no rank) [taxon 11676]

## Full text

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## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12307317/full.md

## References

27 references — full list in the complete paper: https://tomesphere.com/paper/PMC12307317/full.md

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Source: https://tomesphere.com/paper/PMC12307317