The perils of standardizing infant weight to assess weight change differences across exposure groups

Ann Von Holle1, Kari E North1, Ran Tao2

  • 1University North Carolina, Chapel Hill, Gillings School of Global Public Health, 8 Department of Epidemiology, Chapel Hill, NC 27599.

Insights

Using observed infant weights, not Z-scores, in growth analyses improves statistical power and consistency. This research highlights the importance of selecting the correct measurement scale for accurate infant growth trajectory analysis.

Area of Science:

  • Pediatric growth analysis
  • Biostatistics
  • Child health research

Background:

  • Longitudinal analysis of child weight growth commonly uses Z-scores derived from cross-sectional data.
  • Z-scores may introduce methodological limitations in longitudinal studies.
  • Assessing infant growth trajectories requires careful consideration of anthropometric measures.

Purpose of the Study:

  • To evaluate the analytic limitations of using Z-scores and percentiles versus observed weights in infant growth trajectory analysis.
  • To compare the performance of different anthropometric measures in detecting differences in postnatal weight change between exposure groups.

Main Methods:

  • Monte Carlo simulations were employed to compare statistical models.
  • Models utilized observed weight, World Health Organization (WHO) Z-scores, or weight percentiles as outcomes.
  • Power, type I error, and coefficient estimates were calculated to assess model differences.

Main Results:

  • Analyses using WHO Z-scores and percentiles showed lower statistical power to detect weight velocity differences compared to observed weights.
  • Inconsistencies in effect direction were observed when using WHO Z-scores for velocity differences between exposure groups.

Conclusions:

  • Standard-derived Z-score transformations in infant growth velocity analyses can lead to reduced power and effect inconsistencies.
  • Careful selection of the measurement scale (observed weight vs. Z-score/percentile) is crucial for accurate assessment of infant growth trajectories across different groups.
Abstract

Related Concept Videos

Weighted Mean00:57

Weighted Mean

While taking the arithmetic, geometric, or harmonic mean of a sample data set, equal importance is assigned to all the data points. However, all the values may not always be equally important in some data sets. An intrinsic bias might make it more important to give more weightage to specific values over others.
For example, consider the number of goals scored in the matches of a tournament. While computing the average number of goals scored in the tournament, it may be more important to...
6.4K
Atomic Weight01:25

Atomic Weight

Protons and neutrons have approximately the same mass, about 1.67 × 10-24 grams. Scientists arbitrarily define this amount of mass as one atomic mass unit (amu) or one Dalton. Electrons are much smaller in mass than protons, weighing only 9.11 × 10-28 grams, or about 1/1800 of an atomic mass unit. As a result, they do not contribute much to an element's overall atomic mass. This means that, when considering atomic mass, it is customary to ignore the mass of any electrons and...
13.9K
Mass and Weight01:19

Mass and Weight

Mass and weight are often used interchangeably in everyday conversation. For example,  medical records often show our weight in kilograms, but never in the correct units of newtons. In physics, however, there is an important distinction. Weight is the pull of the Earth on an object. It depends on the distance from the center of the Earth. Weight dramatically varies if we leave the Earth's surface, unlike mass, which does not vary with location. On the Moon, for example, the...
15.4K
Apparent Weight01:09

Apparent Weight

True weight is the measure of the gravitational force acting on an object. However, if the object accelerates, its measured weight is different from its true weight. Similar observations can be made when the object is submerged in water. An object's weight in water is its apparent weight, which is equal to the difference between its true weight and the buoyant forces.
Consider a person standing on a bathroom scale inside an elevator. If the scale is accurate at rest, its reading equals the...
9.9K
Standard Entropy Change for a Reaction03:00

Standard Entropy Change for a Reaction

Entropy is a state function, so the standard entropy change for a chemical reaction (ΔS°rxn) can be calculated from the difference in standard entropy between the products and the reactants.
24.9K
Cable Subjected to Its Own Weight01:13

Cable Subjected to Its Own Weight

Overhead power transmission lines rely on cables to carry electricity across large distances. To ensure the stability and functionality of these lines, it is crucial to understand the shape and tension experienced by the cables under the influence of their weight.
A generalized loading function is employed to analyze a cable subjected to its own weight. This function considers the force acting along the cable's arc length rather than its projected length, providing a more accurate...
800