Smarter Sole Survival: Will Neuropathic Patients at High Risk for Ulceration Use a Smart Insole-Based Foot Protection System?
Open accessAbstract
Objective: This study examined adherence to alert-based cues for plantar pressure offloading in patients with diabetic foot disease. Method and Design: Participants (n = 17) with in diabetic foot remission (history of neuropathic ulceration) were instructed to wear a smart insole system (the SurroSense Rx, Orpyx Medical Technologies Inc, Calgary, Canada) over a three-month period. This device is designed to cue offloading to manage unprotected sustained plantar pressures in an effort to prevent foot ulceration. A successful response to an alert was defined as pressure offloading, which occurred within 20 minutes of the alert onset. Patient adherence, defined as daily hours of device wear, was determined using sensor data and patient questionnaires. Changes in these parameters were assessed monthly. Results: Patients demonstrating increased adherence over the course of the study received more alerts (0.82 ± 0.31 alerts/hour) than patients whose adherence did not improve (0.36 ± 0.46 alerts/hour, P = .156). By the final stages of the study, participants who had received at least one alert every two hours were more adherent with offloading than participants who received fewer alerts (52.5 ± 4.1% vs 24.7 ± 22.4%, P = .043). Furthermore, duration of time from alert generation to successful offloading was significantly greater in the group receiving fewer alerts. This was measured in the third month with an effect size Cohen’s d = 1.739, P = .043. Conclusion: The results suggest a minimum number of alerts (one every two hours) is required for patients with diabetic neuropathy to optimally respond to offloading cues from a smart insole system.
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The SurroGait Rx device has been successful for pressure-offloading alerts to prevent diabetic foot ulcers.
“This device has also been successful for pressure-offloading alerts to prevent diabetic foot ulcers, which cost the US$81.7 billion in 2012 [104,105].”
From Wearables and the Medical Revolution (2018) · cites this paper as [105]
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Cites
Perceived usefulness, perceived ease of use, and user acceptance of information technology
Davis, F. D. (1989) · MIS Quarterly · doi:10.2307/249008 · Cited by 68,483 · see citing works
Statistical power analysis for the behavioral sciences
Cohen, J. (1990) · Computers Environment and Urban Systems · doi:10.1016/0198-9715(90)90050-4 · Cited by 65,406 · see citing works
Statistical Power Analysis for the Behavioral Sciences
Cohen, J. (2013) · doi:10.4324/9780203771587 · Cited by 25,373 · see citing works
Wild, S., Roglic, G., Green, A., Sicree, R., & King, H. (2004) · Diabetes Care · doi:10.2337/diacare.27.5.1047 · Cited by 15,297 · see citing works
Preventing Foot Ulcers in Patients With Diabetes
Singh, N. K. (2005) · JAMA · doi:10.1001/jama.293.2.217 · Cited by 3,106 · see citing works
Najafi, B., Aminian, K., Paraschiv-Ionescu, A., Loew, F., Büla, C., & Robert, P. A. (2003) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2003.812189 · Cited by 760 · see citing works
Self-citationThe risk of foot ulceration in diabetic patients with high foot pressure: a prospective study
Veves, A., Murray, H. J., Young, M. J., & Boulton, A. J. M. (1992) · Diabetologia · doi:10.1007/bf00400259 · Cited by 709 · see citing works
A prospective study of risk factors for diabetic foot ulcer. The Seattle Diabetic Foot Study.
Boyko, E. J., Ahroni, J. H., Stensel, V. L., Forsberg, R. C., Davignon, D. R., & Smith, D. G. (1999) · Diabetes Care · doi:10.2337/diacare.22.7.1036 · Cited by 698 · see citing works
Evidence of self-report bias in assessing adherence to guidelines
Adams, A., Soumerai, S., Lomas, J., & Ross-Degnan, D. (1999) · International Journal for Quality in Health Care · doi:10.1093/intqhc/11.3.187 · Cited by 679 · see citing works
Off-Loading the Diabetic Foot Wound
Armstrong, D. G., Nguyen, H. C., Lavery, L. A., van Schie, C. H. M., Boulton, A. J. M., & Harkless, L. B. (2001) · Diabetes Care · doi:10.2337/diacare.24.6.1019 · Cited by 593 · see citing works
Self-citationPractical Criteria for Screening Patients at High Risk for Diabetic Foot Ulceration
Lavery, L. A., Armstrong, D. G., Vela, S. A., Quebedeaux, T. L., & Fleischli, J. G. (1998) · Archives of Internal Medicine · doi:10.1001/archinte.158.2.157 · Cited by 481 · see citing works
Self-citationVervloet, M., Linn, A. J., van Weert, J. C. M., de Bakker, D. H., Bouvy, M. L., & van Dijk, L. (2012) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2011-000748 · Cited by 455 · see citing works
Najafi, B., Aminian, K., Loew, F., Blanc, Y., & Robert, P. A. (2002) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2002.800763 · Cited by 435 · see citing works
Self-citationIn-Shoe Plantar Pressure Measurement and Analysis System Based on Fabric Pressure Sensing Array
Shu, L., Hua, T., Wang, Y., Li, Q., Feng, D. D., & Tao, X. (2010) · IEEE Transactions on Information Technology in Biomedicine · doi:10.1109/titb.2009.2038904 · Cited by 417 · see citing works
Effect of Custom-Made Footwear on Foot Ulcer Recurrence in Diabetes
Bus, S. A., Waaijman, R., Arts, M. L. J., de Haart, M., Busch‐Westbroek, T. E., Baal, J. V., & Nollet, F. (2013) · Diabetes Care · doi:10.2337/dc13-0996 · Cited by 314 · see citing works
Activity Patterns of Patients With Diabetic Foot Ulceration
Armstrong, D. G., Lavery, L. A., Kimbriel, H. R., Nixon, B. P., & Boulton, A. J. M. (2003) · Diabetes Care · doi:10.2337/diacare.26.9.2595 · Cited by 306 · see citing works
Self-citationBus, S. A., Ulbrecht, J. S., & Cavanagh, P. R. (2004) · Clinical Biomechanics · doi:10.1016/j.clinbiomech.2004.02.010 · Cited by 281 · see citing works
Foot pressure distribution during walking in young and old adults
Hessert, M. J., Vyas, M., Leach, J., Hu, K., Lipsitz, L. A., & Novak, V. (2005) · BMC Geriatrics · doi:10.1186/1471-2318-5-8 · Cited by 275 · see citing works
Evaluation of Removable and Irremovable Cast Walkers in the Healing of Diabetic Foot Wounds
Armstrong, D. G., Lavery, L. A., Wu, S., & Boulton, A. J. M. (2005) · Diabetes Care · doi:10.2337/diacare.28.3.551 · Cited by 266 · see citing works
Self-citationA shift in priority in diabetic foot care and research: 75% of foot ulcers are preventable
Bus, S. A., & van Netten, J. J. (2015) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.2738 · Cited by 238 · see citing works
Insensitivity, Limited Joint Mobility, and Plantar Ulcers in Patients with Diabetes Mellitus
Mueller, M. J., Diamond, J. E., Delitto, A., & Sinacore, D. R. (1989) · Physical Therapy · doi:10.1093/ptj/69.6.453 · Cited by 225 · see citing works
A Wireless Flexible Sensorized Insole for Gait Analysis
Crea, S., Donati, M., Rossi, S., et al. (2014) · Sensors · doi:10.3390/s140101073 · Cited by 216 · see citing works
The system of care for the diabetic foot: objectives, outcomes, and opportunities
Barshes, N. R., Sigireddi, M., Wrobel, J. S., Mahankali, A., Robbins, J. M., Kougias, P., & Armstrong, D. G. (2013) · Diabetic Foot & Ankle · doi:10.3402/dfa.v4i0.21847 · Cited by 184 · see citing works
Self-citationWaaijman, R., Keukenkamp, R., de Haart, M., Polomski, W. P., Nollet, F., & Bus, S. A. (2013) · Diabetes Care · doi:10.2337/dc12-1330 · Cited by 183 · see citing works
Apelqvist, J., Armstrong, D. G., Lavery, L. A., & Boulton, A. J. M. (2008) · The American Journal of Surgery · doi:10.1016/j.amjsurg.2007.06.023 · Cited by 181 · see citing works
Self-citationSkrepnek, G. H., Mills, J. L., & Armstrong, D. G. (2015) · PLoS ONE · doi:10.1371/journal.pone.0134914 · Cited by 179 · see citing works
Self-citationLimited Joint Mobility in the Diabetic Foot: Relationship to Neuropathic Ulceration
Delbridge, L., Perry, P. A., Marr, S. J., et al. (1988) · Diabetic Medicine · doi:10.1111/j.1464-5491.1988.tb01000.x · Cited by 179 · see citing works
Bus, S. A., Haspels, R., & Busch‐Westbroek, T. E. (2011) · Diabetes Care · doi:10.2337/dc10-2206 · Cited by 165 · see citing works
37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
(2014) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2014.2370534 · Cited by 157 · see citing works
An Audit of Cushioned Diabetic Footwear: Relation to Patient Compliance
Chantelau, E. A., & Haage, P. (1994) · Diabetic Medicine · doi:10.1111/j.1464-5491.1994.tb00240.x · Cited by 152 · see citing works
Owings, T. M., Woerner, J. L., Frampton, J. D., Cavanagh, P. R., & Botek, G. G. (2008) · Diabetes Care · doi:10.2337/dc07-2288 · Cited by 151 · see citing works
Toe and flow: Essential components and structure of the amputation prevention team
Rogers, L. C., Andros, G., Caporusso, J., Harkless, L. B., Mills, J. L., & Armstrong, D. G. (2010) · Journal of Vascular Surgery · doi:10.1016/j.jvs.2010.06.004 · Cited by 140 · see citing works
Self-citationApleqvist, J., Armstrong, D. G., & Lavery, L. A. (2008) · Journal of Vascular Surgery · doi:10.1016/j.jvs.2008.07.046 · Cited by 123 · see citing works
Self-citationNajafi, B., Armstrong, D. G., & Mohler, J. M. (2013) · Journal of Diabetes Science and Technology · doi:10.1177/193229681300700507 · Cited by 118 · see citing works
Self-citationRelationship between foot type, foot deformity, and ulcer occurrence in the high-risk diabetic foot
Ledoux, W. R., Shofer, J. B., Smith, D. G., et al. (2005) · The Journal of Rehabilitation Research and Development · doi:10.1682/jrrd.2004.11.0144 · Cited by 107 · see citing works
Effectiveness of diabetic insoles to reduce foot pressures
Ashry, H. R., Lavery, L. A., Murdoch, D. P., Frolich, M., & Lavery, D. C. (1997) · The Journal of Foot & Ankle Surgery · doi:10.1016/s1067-2516(97)80071-3 · Cited by 106 · see citing works
Najafi, B., Grewal, G. S., Bharara, M., Menzies, R. A., Talal, T. K., & Armstrong, D. G. (2016) · Journal of Diabetes Science and Technology · doi:10.1177/1932296816662959 · Cited by 90 · see citing works
Self-citationWise, J., & Operario, D. (2008) · AIDS Patient Care and STDs · doi:10.1089/apc.2007.0180 · Cited by 83 · see citing works
Factors in Diabetic Footwear Compliance
Macfarlane, D. J., & Jensen, J. L. (2003) · Journal of the American Podiatric Medical Association · doi:10.7547/87507315-93-6-485 · Cited by 82 · see citing works
Importance of Time Spent Standing for Those at Risk of Diabetic Foot Ulceration
Najafi, B., Crews, R. T., & Wrobel, J. S. (2010) · Diabetes Care · doi:10.2337/dc10-1224 · Cited by 76 · see citing works
Self-citationCowley, M. S., Boyko, E. J., Shofer, J. B., et al. (2008) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2008.07.025 · Cited by 74 · see citing works
Christensen, A., Christrup, L. L., Fabricius, P. E., Chrostowska, M., Wronka, M., Narkiewicz, K., & Hansen, E. H. (2009) · Journal of Hypertension · doi:10.1097/hjh.0b013e328331b718 · Cited by 71 · see citing works
Bus, S. A., Waaijman, R., & Nollet, F. (2012) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2012.06.019 · Cited by 65 · see citing works
Skrepnek, G. H., Armstrong, D. G., & Mills, J. L. (2014) · Journal of Vascular Surgery · doi:10.1016/j.jvs.2014.04.071 · Cited by 49 · see citing works
Self-citationMiller, J. D., Najafi, B., & Armstrong, D. G. (2015) · Current Geriatrics Reports · doi:10.1007/s13670-015-0136-7 · Cited by 34 · see citing works
Self-citationPrevalence of risk factors predisposing to foot problems in patients on hemodialysis.
Locking-Cusolito, H., Harwood, L., Wilson, B., et al. (2005) · PubMed · Cited by 31 · see citing works
Seyyedrasooli, A., Parvan, K., Valizadeh, L., et al. (2015) · PubMed · Cited by 31 · see citing works
Preventing the First or Recurrent Ulcers
Lavery, L. A., Fontaine, J. L., & Kim, P. J. (2013) · Medical Clinics of North America · doi:10.1016/j.mcna.2013.05.001 · Cited by 28 · see citing works
Berengueres, J. O. L., Fritschi, M., & McClanahan, R. (2014) · doi:10.1109/embc.2014.6944127 · Cited by 17 · see citing works
Flagged first, then by citations
Research works printed but not linked: 5
- Sanghan S, 2012, International Proceeding of Chemical, Biological and Environmental Engineering, 29, 29
- International Diabetes Federation, 2015, Diabetes Atlas
- Locking-Cusolito H, 2005, Nephrol Nurs J, 32, 373
- Davis FD, MIS Q, 1989, 319
- Seyyedrasooli A, 2015, Int J Community Based Nurs Midwifery, 3, 141
Cited by
Sorted by citations
Diabetic Wound-Healing Science
Burgess, J. L., Wyant, W. A., Abujamra, B. A., Kirsner, R. S., & Jozic, I. (2021) · Medicina · doi:10.3390/medicina57101072 · Cited by 949 · see citing works
“Reports by the investigators found that patients optimally received one alert every 2 h, and a reduction of DFU recurrence was associated with the use of this smart sensor technology [276,277].”
BackgroundWearables and the Medical Revolution
Dunn, J., Runge, R., & Snyder, M. (2018) · Personalized Medicine · doi:10.2217/pme-2018-0044 · Cited by 654 · see citing works
“This device has also been successful for pressure-offloading alerts to prevent diabetic foot ulcers, which cost the US$81.7 billion in 2012 [104,105].”
InfluentialDiagnosis and Management of Diabetic Foot Complications
Boulton, A. J. M., Armstrong, D. G., Krisner, R., Attinger, C. E., Lavery, L. A., Lipsky, B. A., Mills, J. L., & Steinberg, J. S. (2018) · ADA Clinical Compendia · doi:10.2337/db20182-1 · Cited by 271 · see citing works
Self-citationBasatneh, R., Najafi, B., & Armstrong, D. G. (2018) · Journal of Diabetes Science and Technology · doi:10.1177/1932296818768618 · Cited by 196 · see citing works
Self-citationTeixeira, E., Fonseca, H., Diniz‐Sousa, F., Veras, L., Boppre, G., de Oliveira, J. J. F., Pinto, D., Alves, A. J., Barbosa, A., Mendes, R., et al. (2021) · Geriatrics · doi:10.3390/geriatrics6020038 · Cited by 172 · see citing works
Abbott, C. A., Chatwin, K. E., Foden, P., Hasan, A. N., Sange, C., Rajbhandari, S. M., Reddy, P. N., Vileikytė, L., Bowling, F. L., Boulton, A. J. M., et al. (2019) · The Lancet Digital Health · doi:10.1016/s2589-7500(19)30128-1 · Cited by 164 · see citing works
Takahashi, E. A., Schwamm, L. H., Adeoye, O. M., Alabi, O., Jahangir, E., Misra, S., & Still, C. H. (2022) · Circulation · doi:10.1161/cir.0000000000001107 · Cited by 155 · see citing works
Lazzarini, P. A., Crews, R. T., van Netten, J. J., Bus, S. A., Fernando, M. E., Chadwick, P., & Najafi, B. (2019) · Journal of Diabetes Science and Technology · doi:10.1177/1932296819849092 · Cited by 128 · see citing works
Self-citationNajafi, B., Reeves, N. D., & Armstrong, D. G. (2020) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3239 · Cited by 97 · see citing works
“PAMTag (Figure 5) is one of these technologies introduced by Najafi et al.41 to improve adherence to offloading.”
BackgroundInfluentialSelf-citationHarnessing Digital Health Technologies to Remotely Manage Diabetic Foot Syndrome: A Narrative Review
Najafi, B., & Mishra, R. K. (2021) · Medicina · doi:10.3390/medicina57040377 · Cited by 77 · see citing works
“Moreover, Najafi et al. (2017) tested Smart Socks, an optical-fiber-based textile that measures plantar foot temperature, plantar pressure, and toe range of motion (Figure 2B).”
BackgroundSelf-citationPiaggesi, A., Läuchli, S., Bassetto, F., Biedermann, T., Marques, A. P., Najafi, B., Palla, I., Scarpa, C., Seimetz, D., Triulzi, I., et al. (2018) · Journal of Wound Care · doi:10.12968/jowc.2018.27.sup6a.s1 · Cited by 75 · see citing works
Self-citationNew Evidence-Based Therapies for Complex Diabetic Foot Wounds
Boulton, A., Armstrong, D., Londahl, M., Frykberg, R., Game, F., Edmonds, M., Orgill, D., Kramer, K., Gurtner, G., Januszyk, M., et al. (2022) · ADA Clinical Compendia · doi:10.2337/db2022-02 · Cited by 66 · see citing works
Self-citationGolledge, J., Fernando, M. E., Lazzarini, P. A., Najafi, B., & Armstrong, D. G. (2020) · Sensors · doi:10.3390/s20164527 · Cited by 60 · see citing works
“The wearer receives an alert when sustained pressure is detected (pressure exceeding 35–50 mmHg and lasting over a 15-min period) and a pressure map of each foot showing the area where pressure is sustained [40].”
BackgroundMethodInfluentialSelf-citationFazio, R. D., Perrone, E., Velázquez, R., Vittorio, M. D., & Visconti, P. (2021) · Sensors · doi:10.3390/s21134539 · Cited by 52 · see citing works
“SurroSense Rx® [39] Piezoelectric sensors 8 BLE Plantar pressure map”
BackgroundInfluentialWearables research for continuous monitoring of patient outcomes: A scoping review
Lodewyk, K., Wiebe, M., Dennett, L., Larsson, J., Greenshaw, A. J., & Hayward, J. (2025) · PLOS Digital Health · doi:10.1371/journal.pdig.0000860 · Cited by 52 · see citing works
Monitoring of Dynamic Plantar Foot Temperatures in Diabetes with Personalised 3D-Printed Wearables
Beach, C., Cooper, G., Weightman, A., Hodson-Tole, E. F., Reeves, N. D., & Casson, A. J. (2021) · Sensors · doi:10.3390/s21051717 · Cited by 44 · see citing works
“The monitoring of plantar pressures, normal to the foot surface, is commonly used to generate in-clinic evidence of ulcer formation [12–15], and plantar pressures can be monitored in wearable devices including the SurroSense Rx [16].”
BackgroundMoulaei, K., Malek, M., & Sheikhtaheri, A. (2020) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2020.104343 · Cited by 44 · see citing works
In-shoe plantar pressure measurement technologies for the diabetic foot: A systematic review
Martins, P., Marques, A., Coelho, L. P., Vaz, M. A. P., & Baptista, J. S. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e29672 · Cited by 48 · see citing works
Macdonald, E. M., Perrin, B., Hyett, N., & Kingsley, M. (2019) · Journal of Foot and Ankle Research · doi:10.1186/s13047-019-0340-3 · Cited by 39 · see citing works
van Netten, J. J., van Baal, J. G., Bril, A., Wissink, M., & Bus, S. A. (2018) · Clinical Biomechanics · doi:10.1016/j.clinbiomech.2018.02.012 · Cited by 38 · see citing works
Park, C., Mishra, R. K., Vigano, D., Macagno, M., Rossotti, S., D’Huyvetter, K., Garcia, J., Armstrong, D. G., & Najafi, B. (2022) · Journal of Diabetes Science and Technology · doi:10.1177/19322968211070850 · Cited by 37 · see citing works
Self-citationZhou, H., Al-Ali, F. S., Rahemi, H., Kulkarni, N., Hamad, A., Ibrahim, R., Talal, T. K., & Najafi, B. (2018) · Sensors · doi:10.3390/s18113939 · Cited by 33 · see citing works
Self-citationFlexible Insole Sensors with Stably Connected Electrodes for Gait Phase Detection
Heng, W., Pang, G., Xu, F., Huang, X., Pang, Z., & Yang, G. (2019) · Sensors · doi:10.3390/s19235197 · Cited by 33 · see citing works
“[20] exploited a comprehensive investigation of adherence to alert-based cues of plantar pressure offloading in patients with diabetic foot disease during activities of daily living.”
BackgroundManagement of the diabetic foot
Bellomo, T. R., Lee, S. J., McCarthy, M., Tong, K. P. S., Ferreira, S. P. S., Cheung, T. P., & Rose-Sauld, S. (2022) · Seminars in Vascular Surgery · doi:10.1053/j.semvascsurg.2022.04.002 · Cited by 34 · see citing works
Ren, Y., Wang, H. E., Song, X., Wu, Y., Lyu, Y., & Zeng, W. (2024) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2024.1394758 · Cited by 31 · see citing works
Bus, S., Reeves, N. D., Armstrong, D. G., & Najafi, B. (2024) · Diabetes/Metabolism Research Reviews · doi:10.1002/dmrr.3769 · Cited by 22 · see citing works
“35,36 Individuals suffering from frailty and compromised balance may be advised to use lighter offloading measures that minimally impact postural stability.”
BackgroundMethodInfluentialSelf-citationObjective Methods of Monitoring Usage of Orthotic Devices for the Extremities: A Systematic Review
Devanand, D. B., & Kedgley, A. E. (2023) · Sensors · doi:10.3390/s23177420 · Cited by 22 · see citing works
“These sensors were used the most in foot insoles [31,32,35,51,52], highlighting their flexibility and compactness.”
BackgroundMethodInfluentialCallari, T. C., Moody, L., Magee, P., & Yang, D. (2019) · International Journal of Fashion Design Technology and Education · doi:10.1080/17543266.2019.1628310 · Cited by 22 · see citing works
“There has been particular focus on developments related to diabetes demonstrated through smart shoes (Najafi et al., 2017), smart insoles (Najafi et al., 2017) and smart socks (Elsayed & Elsaman, 2017; Najafi et al., 2017; Perrier et al., 2014).”
BackgroundOrlando, G., Prior, Y., Reeves, N. D., & Vileikytė, L. (2021) · Medicina · doi:10.3390/medicina57121359 · Cited by 22 · see citing works
Weight‐bearing physical activity in people with diabetes‐related foot disease: A systematic review
van Netten, J. J., Fijen, V. M., & Bus, S. A. (2022) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3552 · Cited by 22 · see citing works
Building a scalable diabetic limb preservation program: four steps to success
Khan, T., Shin, L., Woelfel, S. L., et al. (2018) · Diabetic Foot & Ankle · doi:10.1080/2000625x.2018.1452513 · Cited by 22 · see citing works
Self-citationPost the Pandemic: How will COVID-19 Transform Diabetic Foot Disease Management?
Najafi, B. (2020) · Journal of Diabetes Science and Technology · doi:10.1177/1932296820930290 · Cited by 22 · see citing works
Self-citationPanahi, M. S., Masihi, S., Hanson, A. J., Rodriguez-Labra, J. I., Masihi, A., Maddipatla, D., Narakathu, B. B., Lawson, D., & Atashbar, M. Z. (2022) · IEEE Journal on Flexible Electronics · doi:10.1109/jflex.2022.3232465 · Cited by 20 · see citing works
“In addition, multiaxis accelerometers, gyroscopes, and magnetometers were attached to the insole to extract the movement information when a subject is in motion [38], [39], [40], [41], [42].”
MethodPreventative Sensor-Based Remote Monitoring of the Diabetic Foot in Clinical Practice
Minty, E. P., Bray, E., Bachus, C. B., Everett, B., Smith, K. M., Matijevich, E., Hajizadeh, M., Armstrong, D. G., & Liden, B. A. (2023) · Sensors · doi:10.3390/s23156712 · Cited by 20 · see citing works
“Patient-facing biofeedback is continuous, but patients are cued no more than once per hour to balance user engagement and alert fatigue [49].”
BackgroundSelf-citationScholten, H. J., Shih, C.-D., Ma, R., Malhotra, K., & Reyzelman, A. M. (2022) · JMIR Formative Research · doi:10.2196/32934 · Cited by 18 · see citing works
“Smart socks, smart pads, and smart insoles are among the RPM devices discussed in the literature [9,11,12].”
BackgroundLazarou, I., Fiska, V., Mpaltadoros, L., et al. (2024) · Sensors · doi:10.3390/s24062009 · Cited by 17 · see citing works
“In the broader context, the studies collectively highlighted the effectiveness of intelligent insole systems [26,27], adherence to alert-based cues [28], in-shoe plantar pressure analysis [29], real-world impact [30], health coaching [31], wearable sensor-based insoles [32,33], smart mats [34,35],…”
BackgroundDigital health for monitoring and managing hard-to-heal wounds
Najafi, B. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-817044-1.00008-9 · Cited by 16 · see citing works
Self-citationPersonalized Offloading Treatments for Healing Plantar Diabetic Foot Ulcers
Jarl, G. M., Rusaw, D. F., Terrill, A. J., Barnett, C. T., Woodruff, M. A., & Lazzarini, P. A. (2022) · Journal of Diabetes Science and Technology · doi:10.1177/19322968221101632 · Cited by 16 · see citing works
Najafi, B., Chalifoux, C. B., Everett, J. B., Razjouyan, J., Brooks, E. A., & Armstrong, D. G. (2018) · Wound Care Management · doi:10.15761/wcm.1000102 · Cited by 15 · see citing works
“, Calgary, Canada), which provides real-time feedback to patients to cue offloading of sustained plantar pressure, is highly acceptable for patients with history of DFU and could assist with improving adherence to protective footwear over time [20].”
BackgroundMethodResultInfluentialSelf-citationMobility advice to help prevent re‐ulceration in diabetes
Mueller, M. J. (2019) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3259 · Cited by 16 · see citing works
“Technology and activity monitors may help measure stress during standing and walking, provide warnings to patients when they are approaching their typical daily static and dynamic weight-bearing levels, and help to prevent problems.(8,12,25) Monitoring plantar skin temperatures was introduced many years ago by Brand(2…”
BackgroundMacdonald, E. M., Perrin, B., & Kingsley, M. (2020) · Journal of Foot and Ankle Research · doi:10.1186/s13047-020-00396-x · Cited by 16 · see citing works
Macdonald, E. M., Perrin, B., Cleeland, L., & Kingsley, M. (2021) · Sensors · doi:10.3390/s21123984 · Cited by 16 · see citing works
“[12], who found that participants who received significantly fewer alerts per hour compared to the current study had positive adoption intentions towards a similar device at the end of a three-month trial.”
BackgroundResultInfluentialGurney, J., Kersting, U. G., Rosenbaum, D., Dissanayake, A. M., York, S., Grech, R., Ng, A. C.-K., Milne, B., Stanley, J., & Sarfati, D. (2017) · Journal of Foot and Ankle Research · doi:10.1186/s13047-017-0205-6 · Cited by 16 · see citing works
Diabetic Foot Considerations Related to Plantar Pressures and Shear
Martin, J. K., & Davis, B. L. (2023) · Foot and Ankle Clinics · doi:10.1016/j.fcl.2022.11.004 · Cited by 15 · see citing works
Adherence and the Diabetic Foot: High Tech Meets High Touch?
Srass, H., Ead, J. K., & Armstrong, D. G. (2023) · Sensors · doi:10.3390/s23156898 · Cited by 15 · see citing works
Self-citationThe quest for wellness: How to optimise self‐care strategies for diabetic foot management?
Pouwer, F., Perrin, B., Lavender, A., Najafi, B., Ismail, K., & Vileikytė, L. (2023) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3751 · Cited by 14 · see citing works
“29 Another prospective, randomised clinical trial of an intelligent pressure ‐ sensing system? demonstrated 71% reduction in DFU recurrence in the intervention as compared to the control group.”
BackgroundMethodInfluentialSelf-citationDigital foot health technology and diabetic foot monitoring: A systematic review
Thorne, C. S., Gatt, A., Raffaele, C. D., Bazena, A., & Formosa, C. (2021) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2021.108783 · Cited by 13 · see citing works
Finco, M. G., Cay, G., Lee, M., et al. (2023) · Sensors · doi:10.3390/s23052768 · Cited by 13 · see citing works
“proposed the concept of smart insoles in people with a history of DFU and found users who received one alert every two hours were significantly more adherent to use their prescribed footwear [21].”
BackgroundSelf-citationNg, G. W., Gan, K. F., Liew, H., Ge, L., Ang, G. Y., Molina, J. A. D. C., Sun, Y., Prakash, P. S., Harish, K. B., & Lo, Z. J. (2024) · The International Journal of Lower Extremity Wounds · doi:10.1177/15347346241233962 · Cited by 12 · see citing works
Alfonso, A. R., Rao, S., Everett, B., et al. (2017) · Plastic & Reconstructive Surgery Global Open · doi:10.1097/gox.0000000000001568 · Cited by 12 · see citing works
Static and dynamic optimisation of fluid-filled responsive orthotic insoles
Cracknell, D., Battley, M., Fernandez, J., et al. (2025) · Biomechanics and Modeling in Mechanobiology · doi:10.1007/s10237-025-01935-w · Cited by 10 · see citing works
“…et al. 2020; Gothard and Anton 2021; Samarentsis et al. 2022; Kim et al. 2022; Gothard et al. 2023; Willemstein et al. 2023; Macdonald et al. 2021; Najafi et al. 2017; Bus et al. 2011), and functionally graded designs that reduce peak plantar pressure by between 16% (Hudak et al. 2022) and 48%…”
Obilor, H. N., Achore, M., & Woo, K. Y. (2021) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2021.11.009 · Cited by 12 · see citing works
Mallakpour, S. E., Radfar, Z., & Hussain, C. M. (2024) · Elsevier eBooks · doi:10.1016/b978-0-323-95383-2.00015-9 · Cited by 9 · see citing works
Subscription prescription: remote patient monitoring using smart shoes, socks and insoles
Armstrong, D. G. (2019) · Journal of Wound Care · doi:10.12968/jowc.2019.28.sup9.s3 · Cited by 9 · see citing works
Self-citationNovel technologies for detection and prevention of diabetic foot ulcers
Reeves, N. D., Cassidy, B., Abbott, C. A., & Yap, M. H. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-821070-3.00007-6 · Cited by 9 · see citing works
Chatwin, K. E., Abbott, C. A., Reddy, P. N., Bowling, F. L., Boulton, A. J. M., & Reeves, N. D. (2018) · The International Journal of Lower Extremity Wounds · doi:10.1177/1534734618784080 · Cited by 9 · see citing works
Assessment of Validity and Reliability of Plantar Pressure in Smart Insole
Kang, H. W., An, Y. L., Kim, D.-Y., et al. (2022) · Journal of Korean Foot and Ankle Society · doi:10.14193/jkfas.2022.26.3.130 · Cited by 8 · see citing works
An overview of current developments and methods for identifying diabetic foot ulcers: A survey
Anbarasi, L. J., Jawahar, M., Jayakumari, R. B., Narendra, M., Ravi, V., & Neeraja, R. (2024) · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · doi:10.1002/widm.1562 · Cited by 7 · see citing works
“One promising approach involves the use of smart insoles embedded with pressure sensors and temperature monitors (Najafi et al., 2017).”
Devanand, D. B., Gardiner, M. D., & Kedgley, A. E. (2025) · Sensors · doi:10.3390/s25051352 · Cited by 6 · see citing works
“The following supporting information can be downloaded at: https: //www.mdpi.com/article/10.3390/s25051352/s1, Table S1: Participant demographics; Table S2: Force sensing resistor wear time estimations; Table S3: Force sensing resistor device accuracy; Table S4: Force sensing resistor percentage agreement vs. sampling…”
InfluentialA Review on Newer Interventions for the Prevention of Diabetic Foot Disease
Tekale, S., Varma, A. R., Tekale, S., & Kumbhare, U. (2022) · Cureus · doi:10.7759/cureus.30591 · Cited by 6 · see citing works
“When persistent pressure is found, the wearer sees a pressure mapping of each foot showing the area of prolonged stress and hears an alert (pressure greater than 35-50 mmHg and continuing for 15 minutes) [37].”
BackgroundMethodInfluentialMcDonogh, C., Nubé, V. L., Frank, G., Twigg, S. M., Penkala, S., Holloway, S., & Snyder, R. (2022) · Journal of Foot and Ankle Research · doi:10.1186/s13047-022-00600-0 · Cited by 8 · see citing works
“A further limitation of this study was that plantar pressures were measured in a controlled clinical setting that may not reflect the cumulative forces a patient is subject to over a day [28, 34].”
BackgroundLazarus, J., Cioroianu, I., Ehrhardt, B., Gurevich, D., Kreußer, L. M., Metcalfe, B., Nishtala, P. S., Preatoni, E., & Sharp, T. H. (2023) · Frontiers in Clinical Diabetes and Healthcare · doi:10.3389/fcdhc.2023.1212182 · Cited by 8 · see citing works
“(79) reports average scores of over four in a five point-scale for comfort and benefit for their insole sensors.”
BackgroundSmart Technology for the Diabetic Foot in Remission
Najafi, B., & Armstrong, D. G. (2020) · Wiley eBooks · doi:10.1002/9781119445821.ch12 · Cited by 6 · see citing works
Self-citationDigital foot care—leveraging digital health to extend ulcer-free days in remission
Najafi, B., Swerdlow, M., Murphy, G. A., & Armstrong, D. G. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-817485-2.00013-4 · Cited by 5 · see citing works
Self-citationCorser, J., Yoldi, I., Reeves, N. D., Culmer, P., Venkatraman, P. D., Orlando, G., Turnbull, R. P., Boakes, P., Woodin, E., Lightup, R., et al. (2025) · Journal of Participatory Medicine · doi:10.2196/59608 · Cited by 4 · see citing works
“…into smart sensing wearables for plantar pressure has found that a minimum number of alerts (1 every 2 hours) is required for optimum response [40], whereas this study suggests that, for shear strain, if the alerts are perceived as too frequent and there is no clear resolvable issue in the…”
Barsotti, E. J., Goodman, B., Samuelson, R. J., et al. (2024) · Journal of Diabetes Science and Technology · doi:10.1177/19322968241231279 · Cited by 3 · see citing works
Smart Insoles a Cutting Edge Technology in the Field of Orthotics: A Review
Kumar, Y., & ., R. (2024) · International Journal of Health Sciences and Research · doi:10.52403/ijhsr.20240441 · Cited by 3 · see citing works
“In particular, it is supposed to be small, low-powered actuators and sensors would play critical roles in smart systems and smart devices in the era of the internet-of-things (IoT) and internet-of-everything (IoE) 26 .”
Souza, J., Escadas, S., Rodrigues, D., et al. (2023) · Lecture notes in networks and systems · doi:10.1007/978-3-031-22356-3_10 · Cited by 3 · see citing works
Yeh, T.-T., Huang, J.-S., & Chou, Y.-C. (2025) · Journal of Foot and Ankle Research · doi:10.1002/jfa2.70051 · Cited by 5 · see citing works
“Emerging home‐monitoring technologies include intelligent smart socks [19–21], smart insoles [22, 23], and smart mats [24].”
Elumalai, M., Childs, A., Williams, S. K., Arguello, G., Martinez, E., Easterling, A., Luis, D. S., Rajaraman, S., & Didier, C. M. (2025) · Micromachines · doi:10.3390/mi16070804 · Cited by 3 · see citing works
“Although emerging technologies such as pressure-sensing insoles or smart footwear exist, they are not reliably covered by current reimbursement structures [11,44–49].”
López‐Moral, M., Molines-Barroso, R. J., Herrera-Casamayor, M., et al. (2023) · The International Journal of Lower Extremity Wounds · doi:10.1177/15347346231190680 · Cited by 2 · see citing works
Yin, C., Mpofu, E., Brock, K. E., et al. (2024) · Journal of Gerontological Nursing · doi:10.3928/00989134-20240110-05 · Cited by 2 · see citing works
The Diabetic Foot in Remission
Khan, T., Bus, S. A., Boulton, A. J. M., et al. (2020) · doi:10.1002/9781119445821.ch25 · Cited by 2 · see citing works
Self-citationKumar, K., Kabir, M. A., Donnan, L., & Ahmed, S. (2026) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-026-03349-9 · Cited by 1 · see citing works
“Knowledge-based systems build on this foundation by applying predefined rules and continuous monitoring for adherence and biomechanical safety [30, 46].”
Development of a Smart Insole for Baropodometric and Gait Analysis
de Morais, M. E., Paixão, L. M., Galdino, K. E., et al. (2022) · IFIP advances in information and communication technology · doi:10.1007/978-3-031-18872-5_20 · Cited by 1 · see citing works
Foot Deformity and Pressure Management in the Diabetic Foot
Jones, A. D., & Russell, D. (2023) · Springer eBooks · doi:10.1007/978-3-031-05832-5_14 · Cited by 1 · see citing works
Accessible Design for Diabetic Foot Ulcer Self-Monitoring: Insights into mHealth Application Design
Bondu, M. T., Baseman, C. M., & Arriaga, R. I. (2024) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/3675094.3677580 · Cited by 1 · see citing works
“Given the nature of this potentially severe condition, diabetic foot care technology has been developed ranging from sensing systems that mitigate the risk of ulcer development [35] to wearable technologies, such as smart sole systems [26].”
Treatment of diabetic peripheral neuropathy: technologies, exercise, and alternative treatments
Pafili, K., & Παπάνας, Ν. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-820669-0.00008-6 · Cited by 1 · see citing works
Mbue, N. D., Wang, W., & Najafi, B. (2022) · Research Square · doi:10.21203/rs.3.rs-1099111/v1 · Cited by 1 · see citing works
Self-citationKousalya, G., Krishnan, A., & Christy, K. (2020) · Ethics and Information Technology · doi:10.26480/etit.02.2020.35.39
Sankaran, S., Priyadharshini, V., Shanmugananthini, K., et al. (2021) · International Conference on Electronics and Sustainable Communication Systems (ICESC) · doi:10.1109/icesc51422.2021.9532990
EMPLOYEE HEALTH MONITORING SYSTEM USING SMART INSOLES
Tetin, I., Антоненко, Э. В., & Epishev, V. (2021) · National Association of Scientists · doi:10.31618/nas.2413-5291.2021.1.67.430
McDonogh, C., Nubé, V. L., Frank, G., et al. (2022) · Research Square · doi:10.21203/rs.3.rs-1618143/v1
Sproson, L., Dean, A., Keogh, L., et al. (2022) · Journal of Medical Engineering & Technology · doi:10.1080/03091902.2022.2089259
“Two published studies were identified which were using in-shoe pressure feedback technology; a validation study [9] and a pilot prospective cohort study with people with history of diabetic foot ulcer [10] however we found no research using devices in the management of active diabetic foot ulcers.”
Diabetic foot: Footwear in a management programme
Paavana, T., Crooks, S. A., & Hariharan, K. (2023) · International Journal of Orthopaedic Surgery · doi:10.4103/ijors.ijors_23_23
Health and biosensor technology—A revolution underway for the well-being of the population
Bastidas, G. A., & Iglesias, R. (2024) · Wearable Technology · doi:10.54517/wt.v4i1.2618 · Cited by 1 · see citing works
Chopra, D., Seth, N., Mohsin, N., & Lev‐Tov, H. A. (2024) · Springer eBooks · doi:10.1007/978-3-031-69091-4_6
Yeh, T., Huang, J.-S., & Wu, Y. (2025) · doi:10.2196/preprints.81401
Thorne, C. S., Gatt, A., Raffaele, C. D., et al. (2026) · The International Journal of Lower Extremity Wounds · doi:10.1177/15347346261428561
Wei, D., Li, B., Wang, J. R., & Gao, L. (2026) · Healthcare · doi:10.3390/healthcare14060780
“Cluster 8 (Wound nursing and therapy evaluation) Organized around “wound care” (28) and “efficacy” (55), linked with “therapy” (102) and novel approaches such as “cold atmospheric plasma” (5).”
InfluentialMizzi, S., Mifsud, T., Mizzi, A., Borg, M. G., Farrugia, R., & Falzon, O. (2026) · Sensors · doi:10.3390/s26072119 · Cited by 1 · see citing works
“For example, Najafi et al. [7] demonstrated the feasibility of smart textile systems during gait, while Billings et al. [8] evaluated temperature responses using a smart compression sock across multiple activities.”
Mrkić, F., Milić, L., Kojić, S., Petrović, B., Putnik, I., Qureshi, S., Enríquez-Schmidt, J., & Stojanović, G. M. (2026) · Textile Research Journal · doi:10.1177/00405175251397603
Chatwin, K. E., Abbott, C. A., Rajbhandari, S. M., Orlando, G., Bowling, F. L., Boulton, A. J. M., & Reeves, N. D. (2026) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2026.113293
Giurato, L., Scatena, A., Giglio, R. D., Murdolo, G., Mastinu, M., Gicchino, M., Gabriele, D., Vermigli, C., Panunzi, A., Uccioli, L., et al. (2026) · Acta Diabetologica · doi:10.1007/s00592-026-02722-4
Soubra, W., Cordato, D. J., Shad, K. F., et al. (2026) · Applied Sciences · doi:10.3390/app16136301
Wearable Technologies for Diabetic Foot Ulcer Monitoring and Risk Prediction: Systematic Review
Ehtemam, H., Salehinejad, S., ROBBINS, D. W., Sanaei, A., Shirvani, H., & Esfahlani, S. S. (2026) · JMIR Diabetes · doi:10.2196/84463 · Cited by 2 · see citing works
“The evidence shows that most wearable or insole-based pressure sensor studies include patients with diabetes, reflecting a practical research approach targeting those who will most benefit from early detection of increased plantar pressure or temperature changes [87].”
Digital Health Approaches to Geriatric Rehabilitation: A Narrative Paper
Moon, C., Bregasi, P., Khandan, A., & Najafi, B. (2026) · Annals of Rehabilitation Medicine · doi:10.5535/arm.260007
“Users of smart pressure monitoring insoles, for example, rated the systems as practical, enjoyable, and suitable for integration into daily routines, reflecting both ergonomic design and func‑ tional relevance [69].”
InfluentialSelf-citationYeh, T., Huang, J.-S., & Wu, Y. (2026) · Digital Health · doi:10.1177/20552076261479447
“8 These include smart socks for temperature-based monitoring, 9,10 smart insole systems for pressure monitoring and foot protection, 11–13 and smart mat platforms designed to identify early signs of plantar injury.”
Digital Technologies and Diabetic Footcare
Brown, S. J., Reeves, N. D., & Boulton, A. J. M. (2026) · Springer eBooks · doi:10.1007/978-3-032-24854-1_22
- Authors
- Najafi, B., Ron, E., Enriquez, A., Marin, I., Razjouyan, J., & Armstrong, D. G.
- Affiliations
- University of Arizona (US)
- Corresponding author
- Najafi, Bijan
- Venue
- Journal of Diabetes Science and Technology
- Publisher
- SAGE Publications
- Published
- 2017-01-30
- Volume
- 11
- Issue
- 4
- Pages
- 702-713
- ISSN
- 1932-2968 (ISSN-L)
- PMC
- PMC5588829
- OpenAlex
- W2582631007
- Semantic Scholar
- fdaef3fc8b6c8b6bdc96a9fd711166e681ec92a6
- Cited by
- 100
- References
- 49
- Citations by year
- 2026: 12 · 2025: 7 · 2024: 13 · 2023: 11 · 2022: 16 · 2021: 12 · 2020: 9 · 2019: 8 · 2018: 10 · 2017: 2
- FWCI
- 6.27
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Diabetes Science and Technology (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Orpyx Medical Technologies Inc. (NA)
- Flinn Foundation (1907)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetic Foot Ulcer Assessment and Management
- Physical Sciences › Engineering › Biomedical Engineering › Prosthetics and Rehabilitation Robotics
- Physical Sciences › Engineering › Biomedical Engineering › Lower Extremity Biomechanics and Pathologies
- Keywords
- smart insoles, diabetic foot, diabetic neuropathy, foot ulcer prevention, device adherence, pressure sensors, foot protection
- MeSH terms
- Wearable Electronic Devices, Female, Foot, Humans, Male, Patient Compliance, Pressure, Prospective Studies, Protective Devices, Cohort Studies, Diabetic Foot, Computers, Handheld
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