I work with a classic research design that requires a two-way repeated measures ANOVA analysis: 4 different treatments were tested on 15 subjects (all subjects went through all 4 treatments in random order). A given variable was measured at 3 different time points for each treatment (before, right after applying the treatment and 30 minutes after). So I have two within-subjects factors: time (before, right after and 30 minutes after) and treatment (T1, T2, T3 and T4).
A two-way repeated measures ANOVA showed no significant interaction between time and treatment. By curiosity, I ran some one-way repeated measures ANOVAs to see if there was a difference between some trials (between T1-before and T1-right after for instance, or T1-30 minutes after and T2-30 minutes after) and in some of these cases, I see p-values under 0.05. Is this something I have the right to do? Can I report these significant changes even though the two-way ANOVA doesn't look good?