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"change with age" is a correct and usable phrase in written English.
You can use it when referring to something that is affected (positively or negatively) as an individual or group gets older. For example, "Personality traits, likes and dislikes, and even physical features can all change with age."
Exact(60)
One's anatomy and sexuality change with age.
In addition, the clinical picture could change with age.
Music tastes, in contrast, usually do change with age.
Thyroid function does not significantly change with age.
Therefore, the incidence and type of fractures change with age.
The researchers found that the patterns of the tags, called epigenetic markers, predictably change with age.
They also change with age, and as a result of diseases and interaction with the environment.
The ability to make a match also declines as time goes by and people's faces change with age.
Headache frequency did not change with age.
Heart rate did not significantly change with age (Fig. 2b).
You can change a logo as tastes change with age.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com