Robot-Assisted Gait Training Combined with Conventional Physiotherapy in Postoperative Patients with Diplegic Cerebral Palsy: A Pilot Single Cohort Observational Study
Abstract
1. Introduction
2. Materials and Methods
2.1. Design
2.2. Participants
2.3. Intervention
2.4. Outcome Measures
2.5. Statistical Analysis
3. Results
3.1. Participants
3.2. Analysis
3.2.1. Clinical Assessment
3.2.2. Gait Parameters
3.2.3. Lokomat Parameters
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| CP | Cerebral palsy |
| OS | orthopedic surgery |
| CT | conventional therapy |
| RAGT | robot-assisted gait training |
| BWS | body weight support |
| GMFCS | Gross Motor Function Classification System |
| 6MWT | 6 min walking test |
| GMFM-88 | Gross Motor Function Measure-88 |
| FAQ | Gillette Functional Assessment Questionnaire |
| 3DGA | 3D-Gait Analysis |
| GVS | Gait Variable Scores |
| GPS | Gait Profile Score |
| I | Impaired |
| LI | Less Impaired |
| MCID | minimal clinically important difference |
| IQR | Interquartile range |
| SD | standard deviation |
| ROM | range of motion |
| TD | typically developing |
| PROMs | patient-reported outcome measures |
| COPM | Canadian Occupational Performance Measure |
| GAS | Goal Attainment Scaling |
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| Outcomes | Description | |
|---|---|---|
| Clinical evaluations | 6MWT | Timed test that measures the distance covered during self-paced walking within 6 min along a standardized 25 m path |
| GMFM-88 | Assessment tool including 88 items, divided into 5 dimensions: A: Lying and rolling; B: Sitting; C: Crawling and kneeling; D: Standing; E: Walking, running, and jumping. | |
| FAQ | Assessment of functional autonomy in walking during daily life on a 10-level classification | |
| 3D- Gait Analysis | Spatio-temporal parameters |
|
| Kinematics data |
for ankle, knee, hip pelvis and trunk. | |
| Kinetic data |
for ankle, knee, and hip. | |
| GVS | Measure of the distance from the corresponding normative curve:
| |
| GPS | Summary index derived from three-dimensional kinematic gait analysis that quantifies the overall deviation of an individual’s gait pattern from a healthy reference group. It is computed as the root mean square (RMS) difference between the subject’s joint angle trajectories and normative data across the gait cycle. | |
| Lokomat parameters | L-STIFF | Muscle mechanical stiffness measured as the torque required to obtain controlled passive movements of the legs at three different velocities:
|
| L-FORCE | Isometric voluntary force produced in the hip and knee during flexion–extension movements. | |
| Age (Year) | 13.93 (3.37) |
| Gender (males\females) | 18\9 |
| GMFCS (level I\II\III\IV) | 8\8\9\2 |
| Type of surgery (bone\soft tissues\both) | 4\14\9 |
| Time from surgery (months) | 6.29 (2.92) |
| GMFCS | Speed Range (m/s) | GF Range (%) | BWS Range (%) |
|---|---|---|---|
| 1 | (1.51–1.96) | (67–100) | (8.13–35.13) |
| 2 | (1.4–1.92) | (74.4–100) | (5.8–40.12) |
| 3 | (1.29–1.8) | (82.2–100) | (12.8–41.1) |
| 4 | (1–1.45) | (100–100) | (20.5–47) |
| Outcomes | T0 | T1 | Adj p Value | |
|---|---|---|---|---|
| 6MWT (m) | 358.47 (139.81) | 387.04 (155.38) | <0.001 a | |
| FAQ | 8 (2) | 8 (2) | 0.125 b | |
| GMFM (%) | GMFM-88 | 82.46 (12.76) | 82.46 (13.27) | 0.006 b |
| A | 100 (3.92) | 100 (3.92) | 1 b | |
| B | 100 (3.33) | 100 (3.33) | 0.314 b | |
| C | 91.67 (30.95) | 92.86 (28.57) | 0.177 b | |
| D | 73.08 (23.08) | 75.64 (20.51) | 0.035 b | |
| E | 57.32 (29.70) | 57.89 (29.45) | 0.064 a | |
| T0 | T1 | ||||
|---|---|---|---|---|---|
| Outcomes | Impairment Level | Mean/Median (SD/IQR) | Mean/Median (SD/IQR) | p Value | Normal Value (SD) |
| velocity (m/s) | - | 0.7 (0.29) | 0.71 (0.3) | 0.641 a | 1.2 (0.2) |
| cadence (step/Min) | - | 108.86 (16.92) | 106.72 (16.06) | 0.403 a | 129.6 (8.4) |
| step width (m) | - | 0.15 (0.05) | 0.16 (0.06) | 0.321 a | 0.08 (0.04) |
| step length (m) | I | 0.43 (0.24) | 0.45 (0.2) | 0.165 a | 0.58 (0.06) |
| LI | 0.4 (0.11) | 0.4 (0.14) | 0.844 a | ||
| single support time (%) | I | 34.69 (4.16) | 33.66 (4.28) | 0.262 a | 39.28 (37.25) |
| LI | 36.32 (3.86) | 37.65 (4.11) | 0.045 a | ||
| stance (%) | I | 63.38 (3.82) | 62.48 (4.32) | 0.238 a | 57.97 (1.93) |
| LI | 65.57 (4.37) | 66.19 (4.38) | 0.448 a | ||
| swing (%) | I | 36.62 (3.82) | 37.52 (4.32) | 0.238 a | 42.03 (1.93) |
| LI | 34.43 (4.37) | 33.81 (4.38) | 0.448 a | ||
| GDI | I | 76.64 (7.1) | 78.02 (9.75) | 0.334 a | - |
| LI | 79.37 (12.12) | 78.84 (10.98) | 0.732 b | - |
| T0 | T1 | ||||
|---|---|---|---|---|---|
| Outcome | Impairment Level | Mean/Median (SD/IQR) | Mean/Median (SD/IQR) | p Value | Normal Value (SD) |
| IC AF (deg) | I | −7.5 (5.52) | −7.66 (6.6) | 0.879 a | −1.9 (3.9) |
| LI | −2.91 (6.64) | −3.21 (6.7) | 0.757 a | ||
| ROM AF- Stance (deg) | I | 15.73 (5.06) | 16.78 (6.2) | 0.252 b | 15.2 (3.3) |
| LI | 16.2 (7.35) | 15.7 (4.55) | 0.17 a | ||
| ROM AF- Swing (deg) | I | 10.63 (4.19) | 10.83 (4.82) | 0.787 a | 10.7 (3.25) |
| LI | 10.72 (3.89) | 11.92 (5.81) | 0.164 a | ||
| Time maximum dorsiflexion (%) | I | 46 (9) | 42.5 (10.5) | 0.008 a | 40 |
| LI | 52.63 (13.91) | 50.75 (8.19) | 0.55 a | ||
| Time maximum plantarflexion (%) | I | 74 (33) | 67.5 (6) | 0.113 b | 64 |
| LI | 69.5 (8) | 69.5 (7) | 0.878 a | ||
| IC KF (deg) | I | 16.09 (7.64) | 16.27 (7.25) | 0.88 a | 9.4 (3.4) |
| LI | 18.08 (6.3) | 17.99 (7.84) | 0.938 a | ||
| Time Maximum KF (%) | I | 79.28 (6.5) | 80.16 (6.25) | 0.24 a | 72 |
| LI | 80.48 (6.05) | 81.12 (7) | 0.525 a | ||
| Time Minimum KF (%) | I | 30.24 (14.42) | 35.81 (14.25) | 0.009 a | 39 |
| LI | 37.33 (9.56) | 38.62 (10.22) | 0.504 a | ||
| ROM KF (deg) | I | 38.56 (12.98) | 37.72 (12.38) | 0.531 a | 50 (4) |
| LI | 46.98 (13.3) | 47.2 (13.97) | 0.889 a | ||
| IC HF (deg) | I | 40.17 (10.06) | 39.32 (8.93) | 0.337 a | 37.9 (3.1) |
| LI | 44.01 (7.35) | 42.64 (8.91) | 0.178 a | ||
| Time Maximum HF (%) | I | 90.43 (4.88) | 90.36 (6.1) | 0.938 a | 85 |
| LI | 92.5 (3.16) | 93.07 (3.02) | 0.365 a | ||
| Time Minimum HF (%) | I | 54.8 (3.58) | 54.55 (3.83) | 0.747 b | 51 |
| LI | 55 (6) | 55 (4.5) | 0.292 a | ||
| ROM HF (deg) | I | 35.36 (8.13) | 37.43 (8.15) | 0.049 a | 40.3 (3.9) |
| LI | 43.94 (10.06) | 44.91 (11.49) | 0.379 b | ||
| IC Pelvic Tilt (deg) | I | 16.97 (6.52) | 15.44 (6.95) | 0.064 a | 12.8 (2.3) |
| LI | 19.4 (6.02) | 17.66 (6.89) | 0.047 a | ||
| Mean Pelvic Tilt (deg) | - | 20.21 (7.23) | 18.89 (7.01) | 0.081 b | 11.97 (0.56) |
| ROM Pelvic Tilt (deg) | - | 9.29 (3.55) | 9.23 (3.95) | 0.9 b | 1.9 (2.7) |
| T0 | T1 | ||||
|---|---|---|---|---|---|
| Outcome | Impairment Level | Mean/Median (SD/IQR) | Mean/Median (SD/IQR) | p Value | Normal Value (SD) |
| Maximum Moment AF (Nm) | I | 0.87 (0.36) | 1.1 (0.49) | 0.055 a | 1.1 (0.2) |
| LI | 1.01 (0.32) | 1.08 (0.29) | 0.035 a | ||
| Maximum Moment KF (Nm) | I | 0.27 (0.18) | 0.3 (0.16) | 0.312 a | 0.48 (0.11) |
| LI | 0.38 (0.19) | 0.33 (0.11) | 0.239 a | ||
| Maximum Moment HF (Nm) | I | 0.79 (0.2) | 0.82 (0.22) | 0.649 a | 0.8 (0.28) |
| LI | 0.85 (0.19) | 0.88 (0.21) | 0.56 a | ||
| Maximum Power AF (W) | I | 0.89 (0.4) | 0.94 (0.34) | 0.458 a | 2.34 (0.47) |
| LI | 1.31 (0.67) | 1.42 (0.82) | 0.342 a | ||
| Maximum Power KF (W) | I | 0.32 (0.17) | 0.59 (0.38) | 0.005 a | 0.38 (0.28) |
| LI | 0.38 (0.1) | 0.43 (0.24) | 0.45 a | ||
| Maximum Power HF (W) | I | 0.82 (0.34) | 1.1 (0.51) | 0.063 a | 0.44 (0.3) |
| LI | 1.14 (0.31) | 1.14 (0.41) | 0.979 a |
| T0 | T1 | |||
|---|---|---|---|---|
| Outcome | Impairment Level | Mean/Median (SD/IQR) | Mean/Median (SD/IQR) | p Value |
| GVS Ankle Dorsiflexion | I | 8.49 (2.8) | 8.53 (2.96) | 0.956 a |
| LI | 7.89 (2.36) | 7.63 (2.7) | 0.584 a | |
| GVS Pelvic Tilt | I | 7.6 (7.43) | 6.6 (5.33) | 0.041 b |
| LI | 9.14 (3.83) | 8.61 (4.42) | 0.47 a | |
| GVS HFE | I | 9.1 (7.15) | 7.95 (5.25) | 0.040 b |
| LI | 9.8 (4.44) | 9.14 (4.67) | 0.408 a | |
| GVS KFE | I | 11 (10.8) | 11.65 (10.05) | 0.577 b |
| LI | 9.57 (5.87) | 10.49 (6.07) | 0.063 a | |
| GPS | I | 12.76 (2.79) | 12.47 (2.76) | 0.54 a |
| LI | 11.54 (3.18) | 11.6 (3.2) | 0.865 a |
| T0 | T1 | ||||
|---|---|---|---|---|---|
| Outcome | Impairment Level | Mean/Median (SD/IQR) | Mean/Median (SD/IQR) | Adj p Value | |
| L-STIFF (Nm/°) | HF 22.5°/s | I | 0.31 (0.15) | 0.25 (0.11) | 0.072 a |
| LI | 0.29 (0.17) | 0.23 (0.13) | 0.222 b | ||
| HF 45°/s | I | 0.32 (0.12) | 0.28 (0.12) | 0.03 a | |
| LI | 0.32 (0.12) | 0.28 (0.08) | 0.124 a | ||
| HF 90°/s | I | 0.39 (0.15) | 0.32 (0.1) | 0.012 a | |
| LI | 0.35 (0.22) | 0.28 (0.12) | 0.15 b | ||
| HE 22.5°/s | I | 0.25 (0.26) | 0.26 (0.22) | 0.045 b | |
| LI | 0.3 (0.16) | 0.24 (0.15) | 0.182 b | ||
| HE 45°/s | I | 0.36 (0.15) | 0.30 (0.14) | 0.072 a | |
| LI | 0.35 (0.13) | 0.30 (0.1) | 0.132 a | ||
| HE 90°/s | I | 0.43 (0.18) | 0.34 (0.14) | 0.022 a | |
| LI | 0.38 (0.31) | 0.28 (0.15) | 0.15 b | ||
| KF 30°/s | I | 0.17 (0.09) | 0.15 (0.1) | 5.11 b | |
| LI | 0.18 (0.13) | 0.18 (0.15) | 1.96 a | ||
| KF 60°/s | I | 0.17 (0.09) | 0.18 (0.11) | 4.7 a | |
| LI | 0.16 (0.14) | 0.14 (0.23) | 4.122 b | ||
| KF 120°/s | I | 0.24 (0.19) | 0.19 (0.18) | 2.51 b | |
| LI | 0.23 (0.14) | 0.24 (0.18) | 2.86 a | ||
| KE 30°/s | I | 0.16 (0.09) | 0.16 (0.08) | 5.2 a | |
| LI | 0.16 (0.1) | 0.14 (0.15) | 4.2 b | ||
| KE 60°/s | I | 0.15 (0.07) | 0.17 (0.09) | 4.19 a | |
| LI | 0.15 (0.1) | 0.14 (0.15) | 3.58 b | ||
| KE 120°/s | I | 0.21 (0.12) | 0.2 (0.11) | 5.34 a | |
| LI | 0.19 (0.11) | 0.2 (0.15) | 5.34 a | ||
| L-FORCE (Nm) | HF | I | 32.29 (16.03) | 38.3 (14.44) | 0.345 a |
| LI | 32.76 (12.76) | 33.68 (11.35) | 0.717 a | ||
| HE | I | 13.46 (15.86) | 21.75 (24.84) | 0.312 b | |
| LI | 20.69 (15.28) | 29.01 (24.32) | 0.345 a | ||
| KF | I | 10.69 (8.46) | 13.94 (10.36) | 0.032 a | |
| LI | 10.83 (21.05) | 25.53 (27.32) | 0.327 b | ||
| KE | I | 17.25 (5.87) | 16.21 (5.56) | 0.856 a | |
| LI | 23.52 (11.34) | 24.36 (11.89) | 0.895 a | ||
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Falivene, A.; Biffi, E.; Molteni, L.E.; Maghini, C.; Cima, R.; Morganti, R.; Diella, E. Robot-Assisted Gait Training Combined with Conventional Physiotherapy in Postoperative Patients with Diplegic Cerebral Palsy: A Pilot Single Cohort Observational Study. Sensors 2026, 26, 1438. https://doi.org/10.3390/s26051438
Falivene A, Biffi E, Molteni LE, Maghini C, Cima R, Morganti R, Diella E. Robot-Assisted Gait Training Combined with Conventional Physiotherapy in Postoperative Patients with Diplegic Cerebral Palsy: A Pilot Single Cohort Observational Study. Sensors. 2026; 26(5):1438. https://doi.org/10.3390/s26051438
Chicago/Turabian StyleFalivene, Anna, Emilia Biffi, Luca Emanuele Molteni, Cristina Maghini, Rossella Cima, Roberta Morganti, and Eleonora Diella. 2026. "Robot-Assisted Gait Training Combined with Conventional Physiotherapy in Postoperative Patients with Diplegic Cerebral Palsy: A Pilot Single Cohort Observational Study" Sensors 26, no. 5: 1438. https://doi.org/10.3390/s26051438
APA StyleFalivene, A., Biffi, E., Molteni, L. E., Maghini, C., Cima, R., Morganti, R., & Diella, E. (2026). Robot-Assisted Gait Training Combined with Conventional Physiotherapy in Postoperative Patients with Diplegic Cerebral Palsy: A Pilot Single Cohort Observational Study. Sensors, 26(5), 1438. https://doi.org/10.3390/s26051438

