Exercise & Training

Muscle Synergy Reorganization and Force-Time Differences Across Upper-Limb Pushing Tasks with Different Mechanical Characteristics.

TL;DR

Despite sharing two muscle synergies, three upper-limb pushing tasks exhibited distinct synergy structures, activation timing, and force-time profiles, with plyometric push-ups emphasizing rapid early-to-mid phase propulsion and squat push-ups relying on sustained late-phase force.

Key Findings

Two muscle synergies were sufficient to reconstruct all three pushing tasks with high accuracy.

  • Nonnegative matrix factorization was applied to EMG signals from 12 muscles in 15 male rugby athletes.
  • Two synergies reconstructed all tasks with variance accounted for (VAF) > 0.95.
  • Tasks included the standard push-up (SP), plyometric push-up (PP), and standard squat push-up (SSP).
  • The two-synergy solution was consistent across all three mechanically distinct pushing conditions.

Synergy modules (muscle weighting patterns) differed meaningfully across the three pushing tasks.

  • Cosine similarity between synergy modules across conditions was less than 0.90, indicating task-specific differences.
  • Task-specific changes in muscle weightings mainly involved distal forearm, scapular-trunk, and elbow-extensor muscles.
  • Paired-samples t tests were used to evaluate synergy module differences.
  • Despite sharing the same number of synergies, the internal structure of each synergy differed by task.

Synergy primitive (temporal activation) patterns differed across tasks at specific phases of movement.

  • SPM1D identified task-specific differences in synergy primitive 1 during 0%–12% and 48%–71% of the movement.
  • Task-specific differences in synergy primitive 2 were identified during 71%–100% of the movement.
  • PP and SSP both exhibited higher late-phase activation compared to SP.
  • One-dimensional Statistical Parametric Mapping (SPM1D) was used to compare synergy primitives across tasks.

The plyometric push-up generated higher vertical force than the standard push-up during the early-to-mid phase of movement.

  • PP produced higher force than SP during 13%–79% of the movement.
  • Force-time profiles were recorded using dual force plates concurrently with EMG.
  • SPM1D was used to identify time intervals of significant force-time differences across tasks.
  • These findings are consistent with PP being classified as a power-oriented pushing task.

The squat push-up produced higher force than the standard push-up during mid-to-late phases but lower force early and near takeoff.

  • SSP produced higher force than SP during 33%–36% and 56%–83% of the movement.
  • SSP produced lower force than SP early in the movement and near takeoff.
  • SSP relied on sustained late-phase force, consistent with its classification as a strength-oriented task.
  • The distinct force-time profile of SSP relative to SP and PP reflects its unique mechanical demands.

The three pushing tasks represent an endurance-, power-, and strength-oriented continuum of upper-limb pushing performance.

  • SP was classified as endurance-oriented, PP as power-oriented, and SSP as strength-oriented.
  • Fifteen male rugby athletes performed all three tasks.
  • Surface EMG was recorded from 12 muscles during each task.
  • This classification framework was used to contextualize the neuromechanical differences observed across tasks.

Task-specific neuromechanical regulation was observed despite shared synergy count, with implications for exercise selection in athletic populations.

  • PP emphasized rapid early-to-mid phase propulsion while SSP relied on sustained late-phase force.
  • Distinct synergy structures, activation timing, and force-time profiles were identified for each task.
  • The authors suggest these findings 'may help inform exercise selection for upper-limb strength and power development in trained athletic populations.'
  • The study population consisted of trained male rugby athletes, limiting generalizability to other populations.

What This Means

This research suggests that three common push-up variations — the standard push-up, plyometric (explosive) push-up, and squat push-up — rely on the same basic number of muscle coordination patterns (called synergies), but use those patterns in meaningfully different ways. Scientists measured muscle activity from 12 upper-body muscles and the forces produced by 15 trained rugby players as they performed each push-up type. Even though all three movements could be described using just two synergy patterns, the specific muscles emphasized within each pattern and the timing of when those patterns were activated varied considerably across the three exercises. The plyometric push-up was characterized by high force production during the early and middle portions of the movement, consistent with its explosive, power-focused nature. The squat push-up, by contrast, produced its highest forces during the later phases of the movement and actually generated less force early on, reflecting its strength-focused demands. The standard push-up showed a more moderate force profile throughout. Different muscle groups — particularly those controlling the forearm, shoulder blade, and elbow — were weighted differently depending on which push-up was being performed. This research suggests that these three push-up variations are not interchangeable from a neuromuscular standpoint, even though they look superficially similar. Coaches and athletes working to develop upper-body power might prioritize plyometric push-ups for their rapid force generation, while those targeting maximal strength might favor squat push-ups for their sustained late-phase demands. The findings provide a scientific basis for selecting specific push-up variations based on the physical quality — endurance, power, or strength — that an athlete is trying to develop.

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Citation

Fan P, Han M, Wang T, Huang G, Wang X, Li M. (2026). Muscle Synergy Reorganization and Force-Time Differences Across Upper-Limb Pushing Tasks with Different Mechanical Characteristics.. Journal of sports science & medicine. https://doi.org/10.52082/jssm.2026.665