Abstract
The purpose of our study was to examine dynamic foot function during gait as it relates to plantar loading in individuals with DM (diabetes mellitus and neuropathy) compared to matched control subjects. Foot mobility during gait was examined using a multi-segment kinematic model, and plantar loading was measured using a pedobarograph in subjects with DM (N=15), control subjects (N=15). Pearson product moment correlation was used to assess the relationship between variables of interest. Statistical significance and equality of correlations were assessed using approximate tests based on Fisher’s Z transformation (α=0.05). In individuals with DM, 1st metatarsal sagittal plane excursion during gait was negatively associated with pressure time integral under the medial forefoot (r = −0.42 and −0.06, DM and Ctrl, P= 0.02). Similarly, lateral forefoot sagittal plane excursion during gait was negatively associated with pressure time integral under the lateral forefoot (r = −0.56 and −0.11, DM and Ctrl, P = 0.02). Frontal plane excursion of the calcaneus was negatively associated with medial (r= −0.57 and 0.12, DM and Ctrl, P < 0.01) and lateral (r= −0.51 and 0.13, DM and Ctrl, P < 0.01) heel and medial forefoot pressure time integral (r= −0.56 and −0.02, DM and Ctrl, P < 0.01). The key findings of our study indicate that reductions in segmental foot mobility were accompanied by increases in local loading in subjects with DM. Reduction in frontal plane calcaneal mobility during walking serves as an important functional marker of loss of foot flexibility in subjects with DM.
Keywords: diabetes, foot, segmental, loading
Introduction
With over 7% of the population in the United States affected by diabetes mellitus (DM), DM has emerged as a significant health problem.[1] In individuals with DM, chronic hyperglycemia results in increased protein glycosylation in multiple organ systems which manifests clinically as neuropathy, atherosclerosis and increased connective tissue stiffness. The ensuing compromises in sensation, and mobility, when combined with repetitive mechanical loads have been linked to the development of plantar ulcers in individuals with DM [2]. Plantar ulcers occur in approximately 15% of all individuals with DM [3]. Foot ulcers account for considerable morbidity and mortality, and 9% of all health care costs incurred by people with diabetes are attributable to the management of DM and its complications [3]. Factors contributing to plantar loads during routine functional activities such as walking, are therefore of considerable interest.
During walking, normal foot mobility allows the foot to transition from a flexible structure that dissipates impact as it contacts the ground to a rigid structure that allows for efficient propulsion during push-off [4]. Restricted joint mobility in the small joints of the foot has been postulated to limit the ability of the foot to deform, to hinder forward progression of body weight [5] and contribute to the development of abnormal plantar loads at susceptible sites [5-8].
Previous reports have documented that individuals with DM have reduced passive subtalar joint mobility [5, 7] as a result of which, they may be expected to demonstrate reduced calcaneal eversion range of motion during walking. During walking, loss of calcaneal eversion range of motion may be expected to result in decreased forefoot mobility because calcaneal eversion is believed to “unlock” the midfoot and allow greater distal (forefoot) mobility [9]. Loss of calcaneal eversion range of motion has also been hypothesized to alter plantar load distribution patterns, reflected in increased callus formation at sites of greater load [10]. However no objective data exist examining the relationship between calcaneal eversion range of motion and plantar load distribution during walking.
In addition to the subtalar joint, limited joint mobility has been reported at the 1st ray in individuals with DM [6, 8]. Reduced 1st ray mobility, attributed in part to increased plantar fascia thickness, has been reported in individuals with DM [11]. Increased plantar fascia thickness and reduced passive 1st ray mobility may explain the reduction in sagittal plane first ray motion noted in individuals with DM during walking. Limited sagittal plane 1st ray motion during walking has been hypothesized to result in increased medial forefoot loading [6, 8] quantitative data elucidating this relationship are lacking.
Evidence confirming the functional consequences of limited joint mobility and increased stiffness in the foot is limited, partly due to the lack of biomechanical models that track in vivo segmental motion of the foot during walking. In the absence of segmental foot models, regression based statistical models have been implemented to determine predictors of loading [12, 13]. Regression-based models provide valuable insights and help identify etiological factors on the basis of how much variance they explain in the dependent variable. However, they do not shed light on the mechanisms by which abnormal plantar loads develop.
Results from recent studies that have used multisegment kinematic models of the foot during routine functional activities have not addressed the relationship between in vivo foot mobility and plantar loading during walking [14-16]. Further, these studies were conducted on non-DM subjects with intact sensation, their extrapolation to individuals with DM and neuropathy may not be valid.
While segmental foot mobility during walking has been identified as an important potential contributor to plantar loads, especially in individuals with DM [6, 7, 11], no objective data exist characterizing the relationship between segmental foot mobility during walking and sustained regional plantar loads. These data may help elucidate mechanisms contributing to plantar load during walking in individuals with DM. The purpose of this study is to examine the relationship between segmental foot mobility and sustained regional plantar loading during walking in individuals with DM, compared with matched control subjects.
Methods
Subjects
All procedures were approved by the Institutional Review Board at the University of Iowa Hospitals and Clinics. Individuals with DM and neuropathy (N=15) comprised the study group; non-diabetic subjects (N=15) comprised the control (Ctrl) group. Inclusion criteria for subjects with DM were: diagnosis of DM based on American Diabetes Asoociation criteria [17], no current foot ulcer, great toe or transmetatarsal amputation, and an absence of Charcot neuroarthropathy. Presence of neuropathy was documented using 5.07 Semmes-Weinstein monofilaments and vibration perception threshold of 25V or higher [18]. The control group comprised non-diabetic subjects, without any conditions that may influence walking performance. Subjects in the control group were screened for diabetes, and matched in age and gender to subjects with DM. (Table 1)
TABLE 1.
Demographic data from DM and control groups, expressed as mean ± SD. VPT refers to Vibration Perception Threshold, HbA1C refers to glycated hemoglobin.
DM | Control | |
---|---|---|
N | 15 | 15 |
Age | 58±11 | 56±12 |
Gender F:M | 5:10 | 5:10 |
Height (m) | 1.77±0.11 | 1.75±0.10 |
Mass (kg) | 90.6±13.8 | 74.6±13.3 |
VPT | 48±5 | 13±6 |
HbA1C | 8.1±1.1 | |
Type 2 | 12 (80%) | |
Duration (yrs) | 19±6 |
Data acquisition
Kinematic and kinetic data were acquired as subjects walked along a 10 m walkway at 0.89 m/s (2 mph). [18] All individuals with diabetes and neuropathy walked at self-selected speed. Control subjects’ speed was matched to that of the individuals with diabetes and neuropathy. Kinematic data were collected at 120 Hz using an active marker system (Optotrak, NDI, Waterloo, Canada). Kinetic data were collected at 360 Hz using a forceplate embedded in the walkway (Kistler Inc, Amherst, NY) and at 50 Hz using a pedobarograph (EMed, Novel Inc., St Paul, MN). 5 successful trials each were collected. A trial was considered successful if the subject made clean forceplate or pedobarograph contact on the tested side, without targeting.
Multisegment kinematic model of the foot
A 4 segment kinematic model, developed in previous investigations in our lab [18] was used to assess in vivo segmental foot motion during walking. The foot model included the following segments: leg, calcaneus, 1st metatarsal, each of which represented the underlying bony segment. In addition, the lateral forefoot, defined by metatarsals 2 through 5, was tracked. (Figure 1) These definitions, consistent with previous kinematic models [14-16, 18] were used to facilitate comparison of results across studies, and target segments of interest. Each segment was tracked using three infra-red markers placed in a non-collinear arrangement. The three markers on each segment were used to define technical co-ordinate systems. Subject-specific, anatomically based local coordinate systems were established by defining palpable landmarks as virtual points with respect to the technical co-ordinate systems [18].
Figure 1.
Kinematic model used to track segmental foot motion during walking
Data analysis
Kinematic data were low-pass filtered using a fourth-order butterworth filter with cut-off frequency of 6 Hz, and processed using Visual3D (C-motion Inc., MD). Motion of the distal segment was expressed relative to the proximal segment, and was calculated using Euler angles with the following sequence of rotations: sagittal, frontal and transverse. Peak motion as well as excursion (peak to peak range of motion) were computed for the following segments: 1st metatarsal relative to the calcaneus, lateral forefoot relative to the calcaneus and calcaneus relative to the tibia. Processed data were time normalized to 100 percent stance. For kinematic data, stance phase mean was subtracted from pattern to correct for systematic offsets [14, 18].
Kinetic data were low-pass filtered using a fourth-order butterworth filter with a cut-off frequency of 8 Hz. Ankle joint plantarflexor moment and power were computed using an inverse dynamics approach.
Plantar pressure data were processed using Novel Win software (Novel, St Paul, MN). The following sub-areas of interest were defined as a percentage of foot length: heel (0-28%), midfoot (28-55%), forefoot (55-80%). Each sub-area was divided into medial and lateral (50% foot width). Plantar loading was characterized using peak pressure, pressure time integral and timing of peak loading within each sub-area.
Statistical Analysis
A two sample t-test was used to assess differences in kinematic and kinetic dependent variables between the groups (α=0.05). Pearson product moment correlation (r) was used to assess the relationship between foot mobility and sustained regional plantar loading. Statistical significance (Ho: ρ=0) and equality of correlations (Ho: ρ1=ρ2) were assessed using approximate tests based on Fisher’s Z transformation (α=0.05).
Results
Subjects in both groups walked with similar speed (0.89±0.13 and 0.93±0.11 m/s, DM and Ctrl respectively, P=0.169) and stride length (1.08±0.15 and 1.12±0.10 m, DM and Ctrl respectively, P=0.166).
Kinematics
Individuals with DM showed decreased excursion of the 1st metatarsal relative to the calcaneus in the frontal plane (9.9±3.7 and 12.3±3.2 DM and Ctrl respectively, P= 0.029) as well as transverse plane (7.1±3.1 and 9.6±3.6 DM and Ctrl respectively, P= 0.026). Neither peak dorsiflexion (6.5±3.8 and 5.6±1.9, DM and Ctrl respectively, P= 0.147) nor sagittal plane excursion (13.0±2.5 and 14.7±3.3, DM and Ctrl respectively, P= 0.270) of the 1st metatarsal relative to the calcaneus differed between DM and Ctrl groups. Trends towards reduced frontal plane excursion of the lateral forefoot relative to the calcaneus were noted in individuals with DM (13.6±5.3 and16.7±5.2 DM and Ctrl respectively, P= 0.062). Individuals with DM showed reduced sagittal (12.7±4.3 and 19.6±4.4 DM and Ctrl respectively, P< 0.001) and frontal plane (9.5±4.3 and 15.0±3.9 DM and Ctrl respectively, P< 0.001) excursion of the calcaneus relative to the tibia.
Kinetics and Regional Plantar Loading
Although individuals with DM showed less plantarflexor torque (1.27±0.17 and 1.40±0.17 Nm/kg, DM and Ctrl respectively, P= 0.03) and less plantarflexor power generation at push off (1.52±0.60 and 2.51±0.49 Nm/kg*s, DM and Ctrl respectively, P<0.01), they sustained significantly higher plantar pressure time integral under the medial forefoot (Table 2). In addition, heel rise occurred later in individuals with DM (66.3±12.4 and 57.0±10.3 % stance, DM and Ctrl respectively, P= 0.016), and individuals with DM showed significantly longer forefoot contact time (Table 3). Similar trends were noted with peak pressure. (Table 4) There were no differences in the timing of peak pressure at the heel (16.9±7.7 and 15.1 ±6.4 % stance, DM and Ctrl respectively, P= 0.243) or the forefoot (72.7±17.3 and 78.3±4.6 % stance, DM and Ctrl respectively, P= 0.112) between the groups.
TABLE 2.
Peak plantar loading sustained during gait, under each region of the foot, in DM and Control groups.
DM | Control | P value | |
---|---|---|---|
Pressure Time Integral ([N/cm2]*s | |||
Medial Heel | 20.1±11.1 | 10.3±4.0 | 0.001 |
Lateral Heel | 16.8±10.0 | 10.8±4.2 | 0.019 |
Medial Forefoot | 36.2±13.5 | 21.1±9.2 | 0.001 |
Lateral Forefoot | 26.9±6.8 | 19.5±6.9 | 0.003 |
Pressure Time Integral (Normalized to Body Weight) | |||
---|---|---|---|
Medial Heel | 0.221±0.106 | 0.138±0.048 | 0.004 |
Lateral Heel | 0.185±0.099 | 0.144±0.047 | 0.072 |
Medial Forefoot | 0.410±0.171 | 0.289±0.126 | 0.017 |
Lateral Forefoot | 0.301±0.076 | 0.257±0.060 | 0.040 |
TABLE 3.
Contact duration in ms (% stance time) of loading during gait, under each region of the foot, in DM and Control groups.
DM | Control | P value | |
---|---|---|---|
Contact Time | |||
Heel | 701.3±322.4 (59.8) | 583.8±220.6 (60.8) | 0.102 |
Forefoot | 1046.7±424.0 (89.2) | 797.5±124.8 (83.1) | 0.005 |
Hallux | 681.3±311.4 (58.1) | 602.5±194.0 (62.8) | 0.201 |
Total | 1173.3±409.2 | 1060.0±345.8 | 0.073 |
TABLE 4.
Peak plantar pressure during gait, sustained under each region of the foot, in DM and Control groups.
DM | Control | P value | |
---|---|---|---|
Peak Pressure (N/cm2) | |||
Medial Heel | 45.9±17.1 | 37.0±8.5 | 0.04 |
Lateral Heel | 44.2±16.3 | 38.2±9.0 | 0.11 |
Medial Forefoot | 83.9±34.7 | 65.7±27.5 | 0.06 |
Lateral Forefoot | 62.1±34.1 | 58.2±29.3 | 0.37 |
Peak Pressure (% Body Weight/cm2) | |||
---|---|---|---|
Medial Heel | 5.4±2.5% | 5.2±1.2% | 0.38 |
Lateral Heel | 5.0±2.7% | 5.3±1.2% | 0.33 |
Medial Forefoot | 9.8±4.8% | 9.3±4.2% | 0.38 |
Lateral Forefoot | 7.1±3.9% | 7.8±3.1% | 0.31 |
Associations
In individuals with DM, 1st metatarsal sagittal plane excursion during gait was negatively associated with pressure time integral sustained under the medial forefoot (r = −0.42 and −0.06, DM and Ctrl respectively, P= 0.02). Similarly, lateral forefoot sagittal plane excursion during gait was negatively associated with pressure time integral sustained under the lateral forefoot (r = −0.56 and −0.11, DM and Ctrl respectively, P = 0.02). Frontal plane excursion of the calcaneus was negatively associated with medial (r= −0.57 and 0.12, DM and Ctrl respectively, P < 0.01) and lateral (r= −0.51 and 0.13, DM and Ctrl respectively, P < 0.01) heel and medial forefoot pressure time integral (r= −0.56 and −0.02, DM and Ctrl respectively, P < 0.01).
Discussion
We applied a multi-segment kinematic model to examine mechanisms contributing to sustained plantar loading during gait. The key findings of our study indicate that, in spite of reduced kinetic demands placed on the foot, evidenced as decreased ankle moment and power, sustained plantar loading was increased in patients with diabetes, compared to the control group. The findings of this study also identified key elements of segmental motion that may contribute to the sustained regional plantar loading. In individuals with DM, range of sagittal motion of the 1st metatarsal and lateral forefoot, and range of frontal motion of the calcaneus were negatively associated with the magnitude of sustained plantar loading under the respective segment. Both groups had similar standard deviations and dispersion, however only individuals with DM showed increases in sustained plantar loading associated with decreases in mobility. These findings highlight the importance of segmental foot mobility in individuals with DM and suggest possible mechanisms underlying the evolution of increased plantar loading under susceptible sites.
Previous studies have used peak pressure and pressure time integral as a measure of plantar stress and consequent tissue trauma in patients with diabetes [19, 20]. In the current study, pressure time integral, calculated as the area under the peak pressure curve, of gait was used to delineate plantar stress because it represents both, the magnitude and duration of plantar loading through stance phase. Based on Physical Stress Theory, higher pressure time integrals may be indicative of increased plantar stress [21]. In agreement with this contention, patients with diabetes demonstrated significantly greater medial forefoot pressure time integral (Effect Size = 1.3), which may be attributed to a combination of increased body mass (Effect Size = 0.93), increased contact time (Effect Size = 0.84) and peak medial forefoot pressure (Effect Size = 0.6). Pressure time integral or sustained plantar loading thus effectively captured net forefoot plantar stress during walking in patients with diabetes and neuropathy.
Recent reports have demonstrated that ankle plantarflexor power at push off may modulate forefoot plantar loading [19]. While patients in the current study attempted to reduce kinetic demands placed on the ankle at push off, reflected as reduced ankle moment and power, sustained plantar loading continued to be high in patients with DM, compared to the control group. Taken together, these findings highlight the role of factors intrinsic to the foot, such as segmental foot mobility, in contributing to sustained plantar loading in patients with DM.
All patients in the current study had DM for greater than 10 years and also had significant neuropathy, reflected as loss of protective sensation. Due to the presence of these two factors, all the patients in our cohort may be identified as having at least two high-risk foot conditions [5]. Our cohort with DM and neuropathy was similar in age, body mass index, gender distribution, type and duration of DM compared to previous studies [5, 6]. Consistent with previous studies, [5, 6] individuals with DM had higher BMI than control subjects. To minimize confounding due to BMI, sustained plantar loading was normalized to body weight. During walking, heel contact, which marks the beginning of foot floor interaction, was followed by rapid calcaneal eversion and plantar loading at the heel, in both groups, consistent with previous reports [14, 16]. In agreement with previous reports describing the magnitude and timing of heel loading, our data showed that peak plantar loading at the heel occurs in early stance [22].
In individuals with DM, we found decreased sagittal and frontal plane excursion (eversion) of the calcaneus.[18] Several factors, including increased subtalar joint stiffness [5, 7], loss of heel pad compliance [23], increased plantar fascia stiffness [11] and neuropathy [5] may contribute to the reduction in calcaneal excursion noted in individuals with DM. Decreases in calcaneal frontal plane excursion were associated with increases in sustained heel and medial forefoot loading in individuals with DM, but not in the control group. These findings support the theory that frontal plane calcaneal mobility plays a key role in mediating plantar load distribution [10] particularly in individuals with DM.
Reduction in calcaneal eversion excursion may contribute to decreased forefoot mobility because calcaneal eversion is believed to “unlock” the midfoot [9, 24]. Consistent with the former contention, we found reduced frontal and transverse plane excursion of the 1st metatarsal relative to the calcaneus and trends towards reduced frontal plane excursion of the lateral forefoot relative to the calcaneus, in individuals with DM but not in matched control subjects. Contrary to the theory that reduced calcaneal eversion may result in a ‘locked’ midfoot, neither peak sagittal plane motion nor excursion of the 1st metatarsal or the lateral forefoot relative to the calcaneus differed between individuals with DM and matched control subjects. These results may suggest that frontal and transverse plane excursion may be affected before sagittal plane motion.
Our findings demonstrated that sagittal plane excursion of the 1st metatarsal relative to the calcaneus explained a small but significant portion (approximately 17%) of the variance in sustained medial forefoot loading, in individuals with DM. A fair relationship was found between lateral forefoot sagittal plane excursion during walking and lateral forefoot plantar loading in individuals with DM (r2=0.31). Previous studies using regression-based models to examine predictors of medial forefoot loading explained 47-48% of the variance in medial forefoot loading using a combination of static and dynamic factors. [12, 13] Of these factors, static or structural factors accounted for 38-46% of the variance in medial forefoot loading. [13, 25] The addition of dynamic variables explained an additional 10% of the variance in medial forefoot plantar loading in non-diabetic individuals [12]. However, previous studies did not include segmental foot mobility as a predictor of regional plantar loading. Based on the findings of the current study, sagittal plane excursion of the 1st metatarsal and lateral forefoot relative to the calcaneus may be key determinants contributing to sustained forefoot loading in individuals with DM.
The reduction in segmental mobility in individuals with DM may stem from changes in joint stiffness and increased plantar fascia stiffness [11]. Due to its attachments on the calcaneus and on the ball of the foot [26], plantar fascia strain is closely related to segmental foot mobility [27]. Increased plantar fascia stiffness may also explain prolonged forefoot contact time and consequent increase in sustained forefoot plantar loading in patients with DM.
Increased plantar fascia stiffness and forefoot loading may signal that greater bending moments are sustained at the apex of the arch [28]. The combination of increased forefoot loading and reduced frontal and transverse plane forefoot mobility introduce the possibility of increased torsional moments about the midfoot. Increases in plantar loading thus have implications for not only tissue breakdown and potential ulcer development, but also the evolution of Charcot changes at the midfoot, due to both, bending and torsional stresses.
The chief limitation of this study is the relatively small sample size. Future studies are indicated to develop comprehensive regression models that include segmental foot mobility among other predictors of plantar loading, in larger patient cohorts. Alternative approaches, including the use of a static standing offset, or other reference positions, such as subtalar neutral, may be valuable in examining absolute peak foot mobility in this population.
Conclusions
The key findings of our study were that, in individuals with DM, sagittal motion of the 1st metatarsal and lateral forefoot and frontal motion of the calcaneus were negatively associated with the magnitude of sustained plantar loading under the respective segment. Reduction in frontal plane calcaneal mobility during walking serves as an important functional marker of loss of foot flexibility in individuals with DM.
Acknowledgments
This study was supported in part by the following grants: RO1 NR07721-03 and M01 RR00059 from the General Clinical Research Centers Program, NCMRR, NIH
Footnotes
Statement of financial disclosure and conflict of interest statement: We, the authors of this manuscript, affirm that we have no financial affiliation (including research funding) or involvement with any commercial organization that has a direct financial interest in any matter included in this manuscript except as cited in the manuscript.
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