The Stress of Measuring Plantar Tissue Stress in People with Diabetes-Related Foot Ulcers: Biomechanical and Feasibility Findings from Two Prospective Cohort Studies
Abstract
:1. Introduction
1.1. Global Burden of Diabetes and Foot Ulcers
1.2. Mechanical Stress Is Still Poorly Understood
1.3. Challenging Equipment of Sensors
1.4. Aims and Hypotheses
2. Materials and Methods
2.1. Design and Participants
2.2. Participant Characteristics
2.3. Outcomes of Interest
2.3.1. Plantar Pressure
2.3.2. Daily Weight-Bearing Activity
2.3.3. Adherence to Using an Offloading Device
2.3.4. Plantar Shear Stress
2.4. Cumulative Plantar Tissue Stress Model
2.5. Primary Outcomes
2.6. Feasibility Outcomes
2.7. Sample Size Calculations
2.8. Statistical Analysis
3. Results
3.1. Participant Recruitment
3.2. Participant Characteristics and Primary Outcomes
3.3. Outcomes of Interest
3.4. Feasibility Outcomes
Participants | Australian Study (n = 13) | Healed Ulcer (n = 7) | Non-healed Ulcer (n = 6) | Effect Size | Netherlands Study (n = 12) | Healed Ulcer (n = 5) a | Non-healed Ulcer (n = 6) a | Effect Size |
---|---|---|---|---|---|---|---|---|
CPTS (MPa·s/day) | ||||||||
-Model | 369.0 [95.8; 514.1] (n = 5) | 369.0 [112.2; 373.2] (n = 3) | 525.6 [118.8; 932.4] (n = 2) | 0.26 | 8.7 (n = 1) | NA | 8.7 (n = 1) | NA |
-Model weighted for thermal stress response | 457.4 [24.3; 944.2] (n = 5) | 457.4 [117.0; 726.7] (n = 3) | 679.2 [311.8; 1327.2] (n = 2) | 0.26 | NA | NA | NA | NA |
In-shoe plantar pressure | ||||||||
-PTI in device (kPa·s) | 66.2 [60.0; 74.7] (n = 12) | 74.7 [66.2; 85.9] (n = 6) | 60.4 [59.6; 66.2] | 0.51 | 64.7 [48.5, 111.0] (n = 3) | NA | 64.7 [48.5; 111.0] (n = 3) | NA |
-PPP in device (kPa) | 140.6 [110.9; 302.7] (n = 12) | 160.8 [105.4; 287.1] (n = 6) | 140.6 [124.1; 351.3] | 0.19 | 119.4 [81.8, 179.8] (n = 3) | NA | 119.4 [81.8; 180.0-] (n = 3) | NA |
-PTI in footwear (kPa·s) | 72.2 [67.2; 86.3] (n = 11) | 87.4 [78.9; 91.6] (n = 5) | 70.4 [50.5; 72.2] | 0.61 | NA | NA | NA | NA |
-PPP in footwear (kPa) | 178.7 [141.4; 236.4] (n = 11) | 172.4 [134.4; 233.6] (n = 5) | 189.4 [152.4; 243.8] | 0.22 | NA | NA | NA | NA |
Barefoot plantar pressure | ||||||||
-PTI barefoot (kPa·s) | NA | NA | NA | NA | 495.2 [235.7; 626.1] (n = 7) | 620.1 [327.4; 1062.6] (n = 4) | 325.4 [235.7; 452.8] (n = 3) | 0.40 |
-PPP barefoot (kPa) | NA | NA | NA | NA | 646.3 [446.0; 923.8] (n = 7) | 836.3 [409.4; 1062.6] (n = 4) | 625.0 [446.0; 641.0] (n = 3) | 0.40 |
Weight-bearing activity (per day) | ||||||||
-Number of steps | 7444 [1015; 12,456] (n = 9) | 7444 [988; 10,636] (n = 5) | 7854 [2197; 25,215] (n = 4) | 0.16 | 2146 [1400; 4232] (n = 7) | 3075 [1600; 5880] (n = 4) | 2146 [566; 3732] (n = 3) | 0.13 |
Adherence to using device (%) | ||||||||
-Strides in device | 50.9 [26.6; 68.7] (n = 5) | 50.9 [37.5; 74.9] (n = 3) | 35.7 [7.5; 63.9] (n = 2) | 0.26 | 48.1 [16.8; 85.5] (n = 4) | 54.2 [15.9; 92.4] (n = 2) | 48.1 [17.7, 78.5] (n = 2) | 0.00 |
Thermal stress response | ||||||||
-In-device | 0.66 [0.30; 1.07] (n = 11) | 1.35 [−0.19; 3.37] (n = 6) | 0.42 [0.14; 0.71] (n = 5) | 0.17 | NA | NA | NA | NA |
-Non-device | 1.45 [−0.15; 2.54] (n = 11) | 0.98 [0.66; 1.28] (n = 6) | 1.45 [−0.22; 1.84] (n = 5) | 0.44 | NA | NA | NA | NA |
4. Discussion
4.1. The Association between CPTS and Ulcer Healing
4.2. Feasability of Measuring CPTS
4.3. Strengths and Limitations
4.4. Future Directions and Implications
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Measurements | 0 Weeks | 2 Weeks | 4 Weeks | 8 Weeks | 12 Weeks |
---|---|---|---|---|---|
Plantar pressure | AU | NL | AU | AU | |
Plantar shear stress | AU | AU | AU | ||
Daily weight-bearing activity | AU, NL | AU, NL | AU, NL | ||
Wearing time of offloading device | AU, NL | -------------------------------------------------------------> | |||
Adherence to offloading device | AU, NL | AU, NL | AU, NL |
Participants | Australian Study (n = 13) | Healed Ulcer at 12 Weeks (n = 7) | Non-Healed Ulcer at 12 Weeks (n = 6) | Netherlands Study (n = 12) | Healed Ulcer at 12 Weeks (n = 5) a | Non-Healed Ulcer at 12 Weeks (n = 6) a |
---|---|---|---|---|---|---|
Age (years) | 60.0 [49.0; 72.5] | 64.0 [52.0; 75.0] | 54.0 [45.3; 66.5] | 66.0 [61.3.; 75.0] | 67.0 [61.5; 71.5] | 63.5 [60.5; 75.5] |
Sex (% (n)) | * | * | ||||
-Female | 31 (4) | 57 (4) | 0 (0) | 17 (2) | 0 (0) | 17 (1) |
-Male | 69 (9) | 43 (3) | 100 (6) | 83 (10) | 100 (5) | 83 (5) |
Body mass index (kg/m2) | 28.4 [26.2; 31.9] | 27.5 [26.0; 30.3] | 30.8 [27.8; 41.3] | 34.0 [26.5; 36.2] | 34.6 [34.0; 37.1] | 29.9 [26.0; 37.7] |
Diabetes type (% (n)) | ||||||
-Type 1 | 0 (0) | 0 (0) | 0 (0) | 17 (2) | 0 (0) | 33 (2) |
-Type 2 | 100 (13) | 100 (7) | 100 (6) | 83 (10) | 100 (5) | 67 (4) |
Diabetes duration (years) | 15.0 [7.0; 20.0] (n = 11) | 17.0 [10.0; 21.8] (n = 6) | 7.0 [7.0; 20.0] (n = 5) | 15.5 [8.0; 29.0] | 8.0 [5.3; 11.5] ** | 26.0 [19.0; 41.0] ** |
HbA1c (mmol/mol) | 7.4 [6.3; 9.0] (n = 9) | 7.5 [6.5; 8.7] (n = 4) | 7.4 [6.1; 9.4] (n = 5) | 7.3 [6.7; 8.5] (n = 10) | 7.3 [6.6; 7.9] | 8.3 [7.2; 10.4] (n = 4) |
Ulcer history (% (n)) | ||||||
-Yes | 92 (12) | 86 (6) | 100 (6) | 83 (10) | 80 (4) | 100 (6) |
-No | 8 (1) | 14 (1) | 0 (0) | 17 (2) | 20 (1) | 0 (0) |
Amputation history (% (n)) | *** | *** | ||||
-Yes | 46 (6) | 29 (2) | 67 (4) | 50 (6) | 0 (0) | 100 (6) |
-No | 54 (7) | 71 (5) | 33 (2) | 50 (6) | 100 (5) | 0 (0) |
Peripheral artery disease (% (n)) | (n = 11) | (n = 5) | ||||
-Yes | 8 (1) | 14 (1) | 0 (0) | 18 (2) | 0 (0) | 40 (2) |
-No | 92 (12) | 86 (6) | 100 (6) | 82 (9) | 100 (5) | 60 (3) |
Nephropathy (% (n)) | (n = 11) | (n = 5) | ||||
-Yes | 15 (2) | 14 (1) | 17 (1) | 18 (2) | 20 (1) | 20 (1) |
-No | 85 (11) | 86 (6) | 83 (5) | 82 (9) | 80 (4) | 80 (4) |
Retinopathy (% (n)) | ** | ** (n = 10) | (n = 4) | (n = 5) | ||
-Yes | 15 (2) | 29 (2) | 0 (0) | 70 (7) | 100 (4) | 60 (3) |
-No | 85 (11) | 71 (5) | 100 (6) | 30 (3) | 0 (0) | 40 (2) |
Ulcer duration before study (weeks) | 6.0 [3.0; 24.0] (n = 12) | 6.5 [1.8; 72.0] (n = 6) | 6.0 [3.8; 29.0] | 2.5 [2.0; 5.8] | 2.0 [1.0; 12.5] | 2.5 [1.5; 4.3] |
Ulcer site (% (n)) | ||||||
-Hallux | 23 (3) | 14 (1) | 33 (2) | 33 (4) | 80 (4) | 17 (1) |
-Forefoot | 62 (8) | 71 (5) | 50 (3) | 50 (6) | 20 (1) | 50 (3) |
-Midfoot | 0 (0) | 0 (0) | 0 (0) | 17 (2) | 0 (0) | 33 (2) |
-Rearfoot | 15 (2) | 14 (1) | 17 (1) | 0 (0) | 0 (0) | 0 (0) |
Ulcer size (mm2) | 12.0 [5.5; 77.0] | 9.0 [4.0; 20.0] | 23.0 [7.0; 62.0] | 20.5 [4.9; 177.5] | 16.0 [4.1; 37.5] | 134.0 [5.9; 550.0] |
Ulcer depth (mm) | 1.0 [1.0; 2.5] | 1.0 [1.0; 3.0] | 1.0 [1.0; 2.0] | 1.0 [1.0; 2.0] (n = 9) | 1.0 [1.0; 1.8] (n = 4) | 2.0 [1.3; 2.0] (n = 4) |
Texas classification (% (n)) | (n = 11) | (n = 5) | ||||
-Superficial (1) | 100 (13) | 100 (7) | 100 (6) | 82 (9) | 92 (11) | 80 (4) |
-Penetrate to tendon or capsule (2) | 0 (0) | 0 (0) | 0 (0) | 18 (2) | 8 (1) | 20 (1) |
-Penetrate to bone (3) | 0 (0) | 0 (0) | 0 (0) | 0 (0) | 0 (0) | 0 (0) |
Mild infection (% (n)) | (n = 11) | (n = 5) | ||||
-Yes | 0 (0) | 0 (0) | 0 (0) | 18 (2) | 20 (1) | 20 (1) |
-No | 100 (13) | 100 (7) | 100 (6) | 82 (9) | 80 (4) | 80 (4) |
Ischemia (% (n)) | (n = 11) | (n = 5) | ||||
-Yes | 8 (1) | 14 (1) | 0 (0) | 0 (0) | 0 (0) | 0 (0) |
-No | 92 (12) | 86 (6) | 100 (6) | 100 (11) | 100 (5) | 100 (5) |
Offloading device used (% (n)) | ||||||
-Removable knee-high | 15 (2) | 29 (2) | 0 (0) | 8 (1) | 0 (0) | 17 (1) |
-Removable ankle-high | 23 (3) | 14 (1) | 33 (2) | 17 (2) | 20 (1) | 17 (1) |
-Custom-made insoles or footwear | 62 (8) | 57 (4) | 67 (4) | 75 (9) | 80 (4) | 67 (4) |
Participants | CPTS Available (n = 5) | CPTS Not Available (n = 8) | p-Value |
---|---|---|---|
Age (years) | 56.0 [47.5; 75.5] | 61.5 [47.5; 68.5] | 1.000 |
Sex (% (n)) | 0.569 | ||
-Female | 40 (2) | 25 (2) | |
-Male | 60 (3) | 75 (6) | |
BMI (kg/m2) | 26.2 [23.3; 27.4] | 30.9 [28.6; 36.7] | 0.006 ** |
Diabetes type (% (n)) | NA | ||
-Type 1 | 0 (0) | 0 (0) | |
-Type 2 | 100 (5) | 100 (8) | |
Diabetes duration (years) | 17.5 [9.0; 25.3] (n = 4) | 13.0 [7.0; 19.0] (n = 7) | 0.315 |
HbA1c (mmol/mol) | 6.6 [6.1; 8.4] (n = 4) | 7.9 [6.9; 9.4] (n = 5) | 0.190 |
Ulcer history (% (n)) | 0.188 | ||
-Yes | 80 (4) | 100 (8) | |
-No | 20 (1) | 0 (0) | |
Amputation history (% (n)) | 0.135 | ||
-Yes | 20 (1) | 63 (5) | |
-No | 80 (4) | 38 (3) | |
Peripheral artery disease (% (n)) | 0.188 | ||
-Yes | 20 (1) | 0 (0) | |
-No | 80 (4) | 100 (8) | |
Nephropathy (% (n)) | 0.052 | ||
-Yes | 40 (2) | 0 (0) | |
-No | 60 (3) | 100 (8) | |
Retinopathy (% (n)) | 0.052 | ||
-Yes | 40 (2) | 0 (0) | |
-No | 60 (3) | 100 (8) | |
Ulcer duration before study (weeks) | 24.0 [5.5; 185.0] (n = 4) | 3.5 [2.3; 15.5] | 0.073 |
Ulcer site (% (n)) | 0.231 | ||
-Hallux | 0 (0) | 38 (3) | |
-Forefoot | 80 (4) | 50 (4) | |
-Midfoot | 0 (0) | 0 (0) | |
-Rearfoot | 20 (1) | 13 (1) | |
Ulcer size (mm2) | 7.0 [3.0; 20.0] | 19.0 [8.3; 148.5] | 0.127 |
Ulcer depth (mm) | 2.0 [1.0; 5.0] | 1.0 [1.0; 1.0] | 0.171 |
Texas classification (% (n)) | NA | ||
-Superficial (1) | 100 (5) | 100 (8) | |
-Penetrate to tendon or capsule (2) | 0 (0) | 0 (0) | |
-Penetrate to bone (3) | 0 (0) | 0 (0) | |
Infection (% (n)) | NA | ||
-Yes | 0 (0) | 0 (0) | |
-No | 100 (5) | 100 (8) | |
Ischemia (% (n)) | 0.188 | ||
-Yes | 20 (1) | 0 (0) | |
-No | 80 (4) | 100 (8) | |
Offloading device used (% (n)) | 0.296 | ||
-Removable knee-high | 20 (1) | 13 (1) | |
-Removable ankle-high | 0 (0) | 38 (3) | |
-Custom-made insoles or footwear | 80 (4) | 50 (4) |
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Hulshof, C.M.; Page, M.; van Baal, S.G.; Bus, S.A.; Fernando, M.E.; van Gemert-Pijnen, L.; Kappert, K.D.R.; Lucadou-Wells, S.; Najafi, B.; van Netten, J.J.; et al. The Stress of Measuring Plantar Tissue Stress in People with Diabetes-Related Foot Ulcers: Biomechanical and Feasibility Findings from Two Prospective Cohort Studies. Sensors 2024, 24, 2411. https://doi.org/10.3390/s24082411
Hulshof CM, Page M, van Baal SG, Bus SA, Fernando ME, van Gemert-Pijnen L, Kappert KDR, Lucadou-Wells S, Najafi B, van Netten JJ, et al. The Stress of Measuring Plantar Tissue Stress in People with Diabetes-Related Foot Ulcers: Biomechanical and Feasibility Findings from Two Prospective Cohort Studies. Sensors. 2024; 24(8):2411. https://doi.org/10.3390/s24082411
Chicago/Turabian StyleHulshof, Chantal M., Madelyn Page, Sjef G. van Baal, Sicco A. Bus, Malindu E. Fernando, Lisette van Gemert-Pijnen, Kilian D. R. Kappert, Scott Lucadou-Wells, Bijan Najafi, Jaap J. van Netten, and et al. 2024. "The Stress of Measuring Plantar Tissue Stress in People with Diabetes-Related Foot Ulcers: Biomechanical and Feasibility Findings from Two Prospective Cohort Studies" Sensors 24, no. 8: 2411. https://doi.org/10.3390/s24082411
APA StyleHulshof, C. M., Page, M., van Baal, S. G., Bus, S. A., Fernando, M. E., van Gemert-Pijnen, L., Kappert, K. D. R., Lucadou-Wells, S., Najafi, B., van Netten, J. J., & Lazzarini, P. A. (2024). The Stress of Measuring Plantar Tissue Stress in People with Diabetes-Related Foot Ulcers: Biomechanical and Feasibility Findings from Two Prospective Cohort Studies. Sensors, 24(8), 2411. https://doi.org/10.3390/s24082411