How to avoid data dredging in this situation?

I'm conducting a complicated meta-analysis of animal studies with multiple comparisons in each study.

I can solve the heterogeneity by sensitivity and subgroup but the results are not meaningful.

And I can perform another meaningful sensitivity and subgroup analysis but with serious heterogeneity.

What is the priority here.

Best regards,

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