First, welcome to the community. I'm not going to be of much help as I can't answer your question. There is some missing information:
1. What do you mean by statistically significant?
2. You sampled 18 out of how many?
3. How were the samples acquired (randomly, systematically, et. al.)
4. What do you want to do with your model? Predict future results? Explain variation present in the samples?
5. Is the process stable?
6. What alpha and beta risks are you willing to have?
7. Was your experiment replicated? If so over what inference? Is that inference representative of future conditions?
8. Do you know your measurement system error?
Statistical significance is a conditional statement.
"All models are wrong, some are useful" G.E.P. Box