Mindfulness meditation-induced pain relief is more effective and mechanistically distinct from placebo. Machine-learned multivariate patterns are highly specific and predictive of subjective pain responses. The Neurological Pain Signature (NPS) is a multivoxel pattern that is specific to direct nociceptive input. The Stimulus Intensity Independent Pain Signature-1 (SIIPS1) predicts pain beyond stimulus intensity and NPS response and explains placebo-related pain mechanisms, e.g., beliefs, conditioning. Because mindfulness meditation engages non-placebo mechanisms to reduce pain, we hypothesized that mindfulness-based analgesia would modulate the NPS but not SIIPS1. Forty healthy, pain-free individuals were randomly assigned to a four session (20 minutes/session) mindfulness (n=20) or book-listening control (n=20) regimen after baseline pain assessment. Following the respective interventions, BOLD scans were acquired during two heat series (ten, 12s stimuli of noxious 49°C) administered to the right calf at rest (pre-manipulation) followed by two heat series (post-manipulation) during mindfulness (meditation group) or rest (control group). Visual analog scale (VAS) pain ratings (0= "no pain"; 10="worst pain imaginable") were collected after each series. Stimulus-related activation beta maps were resampled to match the voxel dimensions of the NPS and SIIPS1 (canlab.github.io). Beta values were compared to respective signature weights by the dot product to create scalar response values to test study hypotheses. There was a significant pre vs. post X group interaction on NPS responses (p=.04, np2=.11). Post-hoc tests revealed that mindfulness meditation reduced NPS responses when compared to rest (p=.03, np2=.12) and the control group (p=.42, np2=.02). The ANOVA conducted on the SIIPS1 revealed no significant interactions (p=.33, np2=.02) or main effects of manipulation (p=.94, np2=.00) and group (p=.87, np2=.00). The present findings provide novel evidence that mindfulness directly modulates nociceptive-specific but not placebo-related neural mechanisms. Grant support from NCT03414138.