# Association of Atherogenic Index of Plasma With Prediabetics—A Cross‐Sectional Study

**Authors:** Ali Gohar, Muhammad Husnain Ahmad, Azhar Nazir, Humza Tariq, Abdul Rehman Shahid Khan, Hamza Zaheer, Nimra Mahmood, Muhammad Zubair, Samra Zulfiqar, Masab Ali, Hanzala Zahid, Iqra Nasir

PMC · DOI: 10.1002/edm2.70175 · Endocrinology, Diabetes & Metabolism · 2026-02-19

## TL;DR

This study shows that the Atherogenic Index of Plasma (AIP) is linked to worse metabolic health in people with prediabetes, suggesting it could help identify those at higher risk.

## Contribution

The study demonstrates that AIP is a novel, cost-effective tool for identifying metabolic risks in prediabetic individuals.

## Key findings

- Higher AIP was associated with increased BMI, triglycerides, and lower HDL in prediabetic individuals.
- AIP showed strong independent correlations with metabolic indicators like fasting glucose and insulin levels.
- AIP could serve as a simple screening tool for early diabetes and cardiovascular risk identification.

## Abstract

Prediabetes, defined as elevated blood glucose levels below the diabetic threshold, is a worldwide concern. In Pakistan, it is highly prevalent. Preventing the progression of diabetes requires early identification of high‐risk people. The Atherogenic Index of Plasma (AIP) has been proposed as an indicator of insulin resistance and cardiovascular risk. Our study content is to explore the relationship between AIP and metabolic indicators in patients with prediabetes.

A cross‐sectional study was conducted at a tertiary care hospital after IRB approval. A total of 334 prediabetic individuals aged 18–60 years, with no history of diabetes or use of lipid/glucose‐altering medications, were included. Anthropometric, biochemical, and demographic information was gathered, including fasting glucose, HbA1c (Glycated Haemoglobin), and lipid profiles. Different AIP quartiles were assigned to the participants. ANOVA, Chi‐square, and multivariate regression with confounder adjustment were used in the statistical study.

Significant differences were observed across AIP quartiles. Higher AIP was associated with male gender, older age, higher BMI, lower HDL (High Density Lipoprotein), and elevated triglycerides. Fasting glucose and insulin increased with AIP, while HbA1c showed no significant variation. In multivariate analysis, HDL and triglycerides remained the strongest independent predictors of AIP.

AIP is significantly linked with worsening metabolic indicators in prediabetics, highlighting its potential as a simple, cost‐effective screening tool. Adding AIP into routine evaluations could help early identification and prevention of diabetes and associated cardiovascular disease.

In 334 prediabetic adults aged 18–60 years, the Atherogenic Index of Plasma (AIP) showed significant associations with worsening metabolic indicators. Higher AIP quartiles correlated with increased BMI and triglycerides and decreased HDL. AIP may serve as a simple, cost‐effective screening tool for early identification of high‐risk prediabetic individuals.

## Linked entities

- **Diseases:** prediabetes (MONDO:0006920), diabetes (MONDO:0005015), cardiovascular disease (MONDO:0004995)

## Full-text entities

- **Genes:** AIP (AHR interacting HSP90 co-chaperone) [NCBI Gene 9049] {aka ARA9, FKBP16, FKBP37, PITA1, SMTPHN, XAP-2}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, RETN (resistin) [NCBI Gene 56729] {aka ADSF, FIZZ3, RENT, RETN1, RSTN, XCP1}
- **Diseases:** insulin resistance (MESH:D007333), cardiovascular disease (MESH:D002318), IFG (MESH:D007003), atherogenic (MESH:D050197), impaired glucose regulation (MESH:C565631), Chronic diseases (MESH:D002908), IGT (MESH:D018149), heart disease (MESH:D006331), type 2 diabetes (MESH:D003924), abnormalities in glucose metabolism (MESH:D044882), Prediabetes (MESH:D011236), Diabetes (MESH:D003920), dyslipidemia (MESH:D050171), cardiovascular and metabolic syndrome (MESH:D024821), metabolic abnormalities (MESH:D008659), obesity (MESH:D009765)
- **Chemicals:** TG (MESH:D013866), HDL-C (-), glucose (MESH:D005947), lipid (MESH:D008055), Triglycerides (MESH:D014280), blood glucose (MESH:D001786), cholesterol (MESH:D002784)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

16 references — full list in the complete paper: https://tomesphere.com/paper/PMC12919730/full.md

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Source: https://tomesphere.com/paper/PMC12919730