Literature DB >> 36084137

Comparison of impact accelerations between injury-resistant and recently injured recreational runners.

Aoife Burke1,2, Sarah Dillon1,2, Siobhán O'Connor1,3, Enda F Whyte1,3, Shane Gore1,2, Kieran A Moran1,2,3.   

Abstract

INTRODUCTION/
PURPOSE: Previous injury has consistently been shown to be one of the greatest risk factors for running-related injuries (RRIs). Runners returning to participation following injury may still demonstrate injury-related mechanics (e.g. repetitive high impact loading), potentially exposing them to further injuries. The aim of this study was to determine if the magnitude (Peakaccel) and rate of loading (Rateaccel) at the tibia and sacrum differ between runners who have never been injured, those who have acquired injury resistance (runners who have not been injured in the past 2 years) and those who have been recently injured (RRI sustained 3-12 months ago).
METHODS: Runners completed an online survey capturing details of their RRI history over the previous 2 years. Never injured runners were matched by sex, quarterly annual mileage and typical training speed to runners who had acquired injury resistance and to runners who had been recently injured. Differences in Peakaccel and Rateaccel of the tibia and sacrum were assessed between the three groups during a treadmill run at a set speed, with consideration for sex.
RESULTS: A total of 147 runners made up the three injury status groups (n: 49 per group). There was a significant main effect of injury status for Peakaccel and Rateaccel at the sacrum, with recently injured runners demonstrating significantly greater Rateaccel than never injured and acquired injury resistant runners. There was also a significant main effect for sex, with females demonstrating greater tibial Peakaccel, sacrum Peakaccel and Rateaccel than males.
CONCLUSION: Rateaccel at the sacrum distinguishes recently injured runners from never injured runners and runners who may have acquired injury resistance, potentially highlighting poor impact acceleration attenuation in recently injured runners.

Entities:  

Mesh:

Year:  2022        PMID: 36084137      PMCID: PMC9462674          DOI: 10.1371/journal.pone.0273716

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.752


Introduction

Recreational running is consistently reported as one of the most popular activities globally [1]. Running-related injuries (RRIs) are a prevalent issue however, with RRI prevalence rates of 66% reported in recreational runners [2]. Retrospective studies have made up a substantial proportion of the research exploring RRIs and their potential risk factors [3-5], likely due to the lower time and cost constraints associated with this type of research. One consistent risk factor which has been found to relate to subsequent injury has been a history of injury within the previous 12 months [6-10]. It is thought that these runners no longer exhibit the acute effects of the injury itself, but may still maintain some related factors of the injury during this time, potentially contributing to a reinjury [11]. Analysis of these runners may provide an insight into the potential mechanisms of RRI occurrence. Another running group of note are runners who have fully recovered from injury, but have not suffered any subsequent injuries (e.g. > 2 years since their most previous injury). These runners appear to have acquired an injury resistance, and may be less likely to have maintained the related factors of their previous injury [12], or perhaps have adopted a more injury resistant running technique. Finally, a third group of interest would be those runners who have never been injured. With a high lifetime incidence of RRIs reported (> 90%) [13], this minority, but perhaps very insightful group, appear to have a smaller risk for injury compared to the aforementioned groups (recently injured runners and injury resistant runners). Only one study has previously compared these three groups [12], but the focus of this study was in clinical measures of strength and mobility rather than impact acceleration. From a biomechanical perspective, repetitive forces which overload musculoskeletal structures are responsible for the breakdown of tissue and resultant injury [14]. Studies investigating the nature of these repetitive forces and their potential role in causing RRIs have frequently analysed the magnitude and rate of vertical Ground Reaction Force (vGRF). However, there is little evidence to confirm that passive (impact) or active vGRF peaks have a relationship with RRIs [5, 15–17], although there is some evidence to suggest that the rate of loading may have a relationship with specific RRIs, such as tibial stress fractures and plantar fasciitis [16-18]. One potential limiting factor of these findings is the means by which impact loading has been assessed, with force plate analysis providing a summary measure of loading on the body as a whole, failing to account for the distribution of load at specific segmental levels [19]. A solution to this is the use of wearable accelerometer sensors, which provide a low cost, light weight, localised segmental analysis and user-friendly alternative to force plates and instrumented treadmills [20-22]. Tibial accelerations in particular have been the most popular focus of segmental load analysis when exploring the relationship between impact acceleration and RRIs [3, 16, 23–25], with some evidence to suggest they are effective in discerning between injured and uninjured runners [3, 16]. However, impact accelerations at the sacrum have rarely been assessed despite the prevalence of lower back and hip injuries experienced in runners [26, 27]. In addition, the focus of impact accelerometery studies has been on the magnitude of acceleration without consideration of the rate, even though the rate of vGRF has been shown to relate to RRIs [16-18]. As impact accelerometers have been found to be reliable measures of loading [28], particularly with reference to the magnitude of loading at the tibia, this may have influenced the choice of methods in studies investigating the relationship between impact acceleration and RRIs. More recently, the magnitude and rate of acceleration at both the tibia and sacrum have been found to be acceptable for injury-related research [29], and so the examination of both segments is warranted. There is a dearth of research in the area of impact acceleration and RRIs in male runners. There has been trends to suggest that female runners with a history of stress fracture tend to run with greater tibial peak impact acceleration than uninjured females [3, 16]. Few studies have included males in their samples [23, 25], with the majority of studies exclusively looking at female runners [3, 16, 24]. Thus, it cannot be determined if the trends suggesting a link between peak acceleration and RRI in females are transferable to male running groups; research involving large cohorts of males is clearly required. The aim of this study was to determine if the magnitude (Peakaccel) and rate (Rateaccel) of impact acceleration across two segments (tibia and sacrum) differs between runners who have never been injured, those who have acquired injury resistance (runners who have not been injured in the past 2 years) and those who have been recently injured (returned to running following an RRI sustained 3–12 months ago). Furthermore, given that sex has been shown to potentially be a non-modifiable risk factor for specific RRIs, a secondary aim was to determine if the difference in impact acceleration between the injury groups was different for male and female runners. It is hypothesized that runners who have never been injured will demonstrate significantly lower impact acceleration (Peakaccel and Rateaccel) compared to runners who have recently been injured, with injury resistant runners being intermediate of the two groups. It is also hypothesized that female runners will demonstrate significantly greater impact acceleration (Peakaccel and Rateaccel) compared to males.

Materials and methods

Study design

This study was an early sub-study of a larger prospective longitudinal trial of recreational runners, examining the musculoskeletal, biomechanical and injury history risk factors of running-related injuries over an 12-month period (NCT03671395 www.clinicaltrials.gov). This study was approved by Dublin City University Research Ethics Committee, with written informed consent obtained from all participants prior to the study beginning (DCUREC/2017/186).

Participants

Male and female recreational runners, aged between 18 and 65 years, who typically ran a minimum of 10km per week for the past 6 months [11], were recruited from local running events, running clubs, social media recruitment drives and radio advertising between January and August 2018. Participants were excluded if they were currently injured or had sustained an injury within the 3 months prior to testing [7], had a history of cardiovascular pathology, previous reconstructive joint surgery or joint replacement, or were pregnant. An online survey was given to eligible participants to gather information regarding their training history (weekly miles, quarterly annual miles, training speed and years running experience), and previous running injury history within the past two years. An RRI definition was adapted from a consensus statement, and was defined as “any running-related (training or competition) muscle, bone, tendon or ligament pain in the lower back/legs/knee/foot/ankle that caused a restriction or stoppage of running (distance, speed, duration or training) for at least 7 days or 3 consecutive scheduled training sessions, or that required the runner to consult a physician or other health professional” [30, 31]. An a-priori (alpha probability = 0.05, with a power of 1- ß = 0.80, effect size ƒ = 0.25) statistical power analysis for a two-way ANOVA was performed using a G*Power program (G*Power 3.1.9.7) to determine the required sample size [32]. A total of 128 participants would be the minimum number of participants necessary. Three participant groups were constructed using the injury history data: recreational runners who were never injured (group 1) were matched by sex, quarterly annual mileage and typical training speed with runners who had acquired injury resistance (group 2; runners who have not been injured in the past 2 years), and runners who had been returned to running following a recent RRI (group 3; RRI 3–12 months prior to testing). Where more than one recently injured or acquired injury resistant runner could be matched to the never injured runner, the runner was chosen at random by flipping a coin, so as to eliminate bias from the matching selection. Runners who had been injured 1–2 years pre-testing were excluded from selection in order to ensure a clear demarcation between the “injury resistant” and “recently injured” running groups [12].

Procedures

Participants signed an informed consent form on their initial visit to the laboratory. Prior to any physical testing, the primary researchers checked the survey responses for accuracy and completion, with all injury and training behaviour responses clarified with participants. Height (cm) (Leicester Height Measure, SECA, UK), body mass (kg) (SECA, UK), and limb dominance were recorded. Limb dominance was determined as the leg that the participant would choose to kick a football [33]. Inertial sensors (Shimmer3 IMU, Shimmer™, Ireland) containing accelerometers were used to capture (512Hz sampling rate) the magnitude (Peakaccel) and rate (Rateaccel) of impact acceleration of the tibia bilaterally, as well as for the sacrum. Two inertial measurement units were attached bilaterally 5 cm proximal to the medial malleolus using double-sided sticky tape, with the y-axis of the sensor aligned with the long axis of the shank [28]. They were then tightly secured using Hypafix adhesive tape which wrapped and adhered directly to the skin. The sacrum sensor was held in place within a custom-made elastic belt, with the longitudinal axis aligned to the vertical midline of the S2 spinous process [34]. The belt was attached to the skin over the sacrum using double-sided sticky tape, and this was secured further by tape and an elastic waistband on top. Securing the inertial sensors with double-sided sticky tape and wrapping has been found to be more representative of tibial accelerations when compared to less secure methods such as the manufacturer provided straps [35]. Running trials were conducted on a treadmill (Flow Fitness, Runner DTM3500i, The Netherlands) at a set speed of 9km/hr. The set speed of 9km/hr was chosen to allow for comparison of impact accelerations without the confounding factor of variations in speed affecting the participants’ technique. This speed represented the average five-kilometre time of runners in the greater Dublin area, determined from the average speed reported on the Dublin Park Run database (www.parkrun.ie/events). During the testing session, once sensors had been attached and secured, participants completed a 5 minute warm up consisting of dynamic stretches for the hamstrings, quadriceps, hip flexors, hip extensors and calf muscle groups [36]. Participants then ran at 9km/hr for 6 minutes to ensure familiarisation to treadmill running [37]. Following the 6 minutes of familiarisation, the participants continued to run at 9km/hr for an additional 1 minute. This 1 minute period was chosen as the period for impact acceleration data extraction, and was standard for all participants. Participants were encouraged to continue running beyond this time, so that they would be blinded to the specific time period of data collection. Participants ceased running when they felt comfortable to do so, provided they had ran for a minimum of 7 minutes (6 minutes familiarisation + 1 minute data collection).

Data processing

Axial Peakaccel and Rateaccel of the shanks and sacrum were processed using a custom-built MATLAB script (Mathworks Inc., Natick, MA, USA). A fourth order, zero lag 60 Hz Butterworth filter was applied to the data, as documented in previous research [28] and dropped packets were filled using a cubic spline. To ensure functionally equivalent values were extracted from the shank and sacrum sensors, the time series data were time-aligned using the custom-built MATLAB script. Peakaccel was taken as the maximal amplitude of the accelerometer’s local maxima at initial contact and was expressed in units of standard gravity (g = 9.8 m/s2). A series of pilot studies were conducted to identify initial contact utilizing a pressure sensitive switch in combination with inertial sensors, identifying robust patterns within the data. Rateaccel was calculated as the slope of the Peakaccel (Fig 1). Ten consecutive foot-strikes, taken immediately after the 6-minute familiarization, were processed on both dominant and non-dominant limbs.
Fig 1

Trace of Peakaccel and Rateaccel for the shank (left) and sacrum (right). (A): initial contact detected; dotted line - - - -: Rateaccel, which was calculated as the slope of the peak (B).

Trace of Peakaccel and Rateaccel for the shank (left) and sacrum (right). (A): initial contact detected; dotted line - - - -: Rateaccel, which was calculated as the slope of the peak (B).

Statistical analysis

Descriptive statistics were used to summarize demographics, anthropometrics, and training data. A two-way between groups ANOVA (3 x 2) (injury status group x sex) was used to screen for significant differences in age, anthropometrics (height, weight and BMI), quarterly annual mileage and average running speed. Years running experience was captured nominally (i.e. 1–2 years; 3–5 years; 6–10 years, 11–15 years; 15 years +), and a Pearson Chi Square test was used to determine if significant differences in the number of years running experience existed between injury status groups. Boxplots were used to identify outliers that were 1.5 times the interquartile range above the upper quartile and below the lower quartile, with data outside these thresholds removed from the analysis [3]. To determine if there was a significant difference in impact acceleration between the dominant and non-dominant limbs, paired sample t-tests were employed. If no differences between limbs existed, dominant and non-dominant limbs would be pooled as one measure. A two-way between groups ANOVA (3 x 2) (injury status group x sex) was conducted to examine differences in impact accelerations (Peakaccel and Rateaccel) at the tibia and sacrum. Homogeneity of variance was assessed by Levene’s test for equality of variances. The three injury status groups were: never injured runners (runners with no history of injury), runners with an acquired injury resistance (runners who have not been injured in the past 2 years), and recently injured runners (runners who had returned to running following an injury 3–12 months ago). Tukey HSD post-hoc tests were employed to identify differences between groups. The mean, standard deviation and effect size (partial eta squared) were reported using the classification proposed by Cohen [38]; [trivial effect size = 0.00–0.19; small effect size 0.20–0.49; moderate effect size = 0.50–0.79, and large effect size = ≥ 0.80]. The alpha level for statistical significance was p < .05.

Results

Demographics

One hundred and forty seven (84 males, 63 females) recreational runners participating in a larger study (n = 310) were chosen in order to directly match participants across the three groups. A total of 49 recreational runners (28 male, 21 female) were identified as having never sustained an RRI. These 49 never injured runners were matched by sex, quarterly annual mileage, and typical training speed with 49 runners who had developed injury resistance, and with 49 runners who had recovered from a recent RRI 3–12 months before testing (Table 1). Participants ran on the treadmill for a mean time of 12 minutes and 32 seconds (± 5 minutes and 31 seconds). A breakdown of the RRIs sustained by the recently injured group can be viewed in Table 2. The knee was the most commonly injured region (23%), followed by the calf (20%) and foot (15%). Females had significantly lower weight, height, BMI and average training speeds than males (p < .05) (Table 1). No significant differences were found between the three injury groups for any of the demographic and training measures (age, weight, height, BMI, years running experience, quarterly annual mileage or average training speed) (p > .05) (Table 1). No significant differences were found for years running experience between the three injury status groups (p = .78).
Table 1

Participant demographics (mean ± standard deviation).

DemographicsNever Injured (n = 49)Injury Resistant (n = 49)Recently Injured (n = 49)Injury Status (P-value)Sex (P-value)Injury Status x Sex (P-value)
SexMale (n = 28)Female (n = 21)Male (n = 28)Female (n = 21)Male (n = 28)Female (n = 21)N/AN/AN/A
Age (years)43.6 ± 11.740.2 ± 8.243.6 ± 8.042.7 ± 9.243.0 ± 6.345.4 ± 6.4.435.627.244
Weight (kg)81.8 ± 10.1§59.9 ± 6.8§82.1 ± 10.7§61.5 ± 8.3§80.6 ± 9.5§61.5 ± 8.3§.877.000§.753
Height (m)1.8 ± 0.1§1.6 ± 0.1§1.8 ± 0.1§1.7 ± 0.1§1.8 ± 0.1§1.6 ± 0.1§.487.000§.395
BMI (kg/m2)26.0 ± 3.1§22.3 ± 2.0§25.7 ± 3.1§22.6 ± 2.7§25.2 ± 2.3§23.5 ± 2.7§.933.000§.189
Quarterly Annual Mileage (km)390.6 ± 246.7354.8 ± 318.0371.1 ± 254.2368.6 ± 245.0377.4 ± 227.2342.3 ± 234.3.667.157.935
Average Training Speed (km/hr)11.4 ± 2.1§9.9 ± 2.7§11.6 ± 1.7§11.0 ± 1.5§11.6 ± 1.6§10.8 ± 1.5§.361.007§.478

N: number of participants; kg: kilogram; m: metre; kg/m2: kilogram per metre squared; km: kilometre; km/hr: kilometres per hour; P-value: significance level of p < .05

§: significant difference between males and females (p < .05); N/A: not applicable.

Table 2

Breakdown of injury locations in the recently injured group.

Male: n (%)Female: n (%)All: n (%)
Knee8 (19.0%)7 (30.4%)15 (23.1%)
Calf/Achilles9 (21.4%)4 (17.4%)13 (20.0%)
Foot7 (16.7%)3 (13.0%)10 (15.4%)
Lower Back & SIJ8 (19.0%)1 (4.4%)9 (13.9%)
Posterior Thigh2 (4.8%)3 (13.0%)5 (7.7%)
Hip & Buttock2 (4.8%)2 (8.7%)4 (6.2%)
Shin3 (7.1%)1 (4.4%)4 (6.2%)
Ankle1 (2.4%)2 (8.7%)3 (4.6%)
Groin2 (4.8%)0 (0.0%)2 (3.1%)
Total 42 (100%)^23 (100%)^65 (100%)^

N: number of injuries; ^: 65 injuries between 49 runners– 36 runners sustained 1 RRI, 11 runners sustained 2 RRIs, 1 runner sustained 3 RRIs and 1 runner sustained 4 RRIs; SIJ: sacroiliac joint; All: males and females combined

^Note: percentages may not add up to 100% as values were rounded up to 1 decimal place.

N: number of participants; kg: kilogram; m: metre; kg/m2: kilogram per metre squared; km: kilometre; km/hr: kilometres per hour; P-value: significance level of p < .05 §: significant difference between males and females (p < .05); N/A: not applicable. N: number of injuries; ^: 65 injuries between 49 runners– 36 runners sustained 1 RRI, 11 runners sustained 2 RRIs, 1 runner sustained 3 RRIs and 1 runner sustained 4 RRIs; SIJ: sacroiliac joint; All: males and females combined ^Note: percentages may not add up to 100% as values were rounded up to 1 decimal place.

Impact acceleration

No significant differences were found between the dominant and non-dominant limbs for Peakaccel or Rateaccel of the tibia and sacrum (p > 0.05), and so the dominant and non-dominant limbs were pooled for subsequent analysis. The mean and standard deviation of impact acceleration results are presented in Table 3. No interaction effect was found between injury status and sex for any of the measures (tibia Peakaccel, tibia Rateaccel, sacrum Peakaccel or sacrum Rateaccel) (Table 4). A significant main effect was found for injury status for sacrum Peakaccel and sacrum Rateaccel with trivial effect sizes (Table 4). Tukey post-hoc comparisons for sacrum Peakaccel did not identify a significant difference between the three groups, however, the greater mean impact acceleration observed between the recently injured group compared to the acquired injury resistance group approached statistical significance (p = .061). Tukey post-hoc comparisons for sacrum Rateaccel indicated that the mean impact acceleration for the recently injured group was significantly greater than both the never injured group and the acquired injury resistance group. A significant main effect for sex was found for tibia Peakaccel, tibia Rateaccel, and sacrum Rateaccel with trivial effect sizes, with sacrum Peakaccel approaching significance (p = .07) (Table 4). Females demonstrated significantly greater Peakaccel and Rateaccel at the tibia and significantly greater sacrum Rateaccel than their male counterparts.
Table 3

Mean and standard deviation of Peakaccel and Rateaccel for the tibia and sacrum.

Never InjuredInjury ResistantRecently Injured
Impact AccelerationAllMalesFemalesAllMalesFemalesAllMalesFemales
Tibia Peakaccel (g)5.84 ± 1.635.54 ± 1.16§6.22 ± 2.06§6.07 ± 1.475.53 ± 1.07§6.84 ± 1.64§5.92 ± 1.615.47 ± 1.10§6.48 ± 1.97§
Range 3.8–10.33.8–8.13.8–10.33.8–10.23.8–8.33.8–10.23.6–10.23.8–8.33.6–10.2
Tibia Rateaccel (g/s)409.2± 179.9382.1 ± 123.7§445.4 ± 234.4§470.3 ± 204.3398.7 ± 239.5§571.7 ± 239.5§439.9 ± 195.0397.4 ± 148.8§494.6 ± 234.5§
Range 153.3–936.5170.0–678.2153.3–936.5187.0–886.5188.3–656.6187.0–886.5134.4–1118.5134.4–710.9138.5–1118.5
Sacrum Peakaccel (g)5.53 ± 1.605.29 ± 1.585.86 ± 1.595.34 ± 2.025.26 ± 1.835.45 ± 2.296.18 ± 1.765.82 ± 1.656.71 ± 1.83
Range 0.8–9.03.1–8.90.8–9.02.0–9.42.0–9.42.1–8.72.8–10.02.8–8.13.4–10.0
Sacrum Rateaccel (g/s)253.5 ± 140.5*229.5 ± 131.2§284.2 ± 149.2§239.4 ± 139.1*220.1 ± 128.4§265.1 ± 151.6§326.4 ± 170.9*253.9 ± 111.0§428.0 ± 190.1§
Range 34.0–739.574.1–596.034.0–739.537.1–587.337.1–587.372.9–494.1105.0–660.3105.0–482.1118.8–660.3

Peakaccel: magnitude of acceleration; Rateaccel: rate of acceleration; g: g force; g/s: g force per second; All: Inclusive of both males and females

*: significant difference between injury status groups as identified in post-hoc analysis at p < .05

§:significant difference between males and females.

Table 4

Results of the two-way ANOVA investigating the differences between injury status and sex for impact acceleration.

Injury StatusSexInjury Status x Sex interaction
Impact Acceleration P valueEffect SizeP valueEffect SizeP valueEffect Size
Tibia Peakaccel.611-.007.000*.103 (Trivial).588.008
Tibia Rateaccel.190-.024.001*.084 (Trivial).361.015
Sacrum Peakaccel.043*.045 (Trivial).072-.023.643.006
Sacrum Rateaccel.002*.086 (Trivial).000*.095 (Trivial).053.041

Peakaccel: magnitude of acceleration; Rateaccel: rate of acceleration

*: significant p value at p < .05.

Peakaccel: magnitude of acceleration; Rateaccel: rate of acceleration; g: g force; g/s: g force per second; All: Inclusive of both males and females *: significant difference between injury status groups as identified in post-hoc analysis at p < .05 §:significant difference between males and females. Peakaccel: magnitude of acceleration; Rateaccel: rate of acceleration *: significant p value at p < .05.

Discussion

This study hypothesized that runners who have never been injured would demonstrate significantly lower impact acceleration (Peakaccel and Rateaccel) compared to runners who had recently been injured, with injury resistant runners being intermediate of the two groups. It was also hypothesized that female runners would demonstrate significantly greater impact acceleration (Peakaccel and Rateaccel) compared to males. The findings partly support the primary hypothesis, with results indicating that runners who have recently been injured demonstrated significantly greater Rateaccel at the sacrum than runners who had never been injured, with runners who had acquired injury resistance being intermediate of the two groups. Although there was a significant main effect for injury status on sacrum Peakaccel, the post-hoc analysis did not reach significance (p = .06). There was no significant difference in tibia Peakaccel or Rateaccel between the three injury groups. Thus, it appears that measures at the sacrum are more sensitive to injury status than the tibia. A previous study by Schütte et al., [23] observed a similar level of difference (10.0%) in sacrum Peakaccel to our study (10.5%) between recently injured and uninjured runners, but no previous research has been conducted with respect to sacrum Rateaccel, and so comparison of these findings cannot be drawn. Based upon the findings of our study, it appears that the never injured and acquired injury resistance runners use a technique that produces lower impact acceleration rates at the sacrum. Given that the never injured group demonstrated the lowest Rateaccel at the sacrum, it seems that this low loading rate is protective against the likelihood of RRIs. For runners who have acquired injury resistance, this group may have adapted a strategy to reduce their Rateaccel when returning to running after injury, ultimately aiming to alleviate excessive load on weakened or damaged structures, and to reduce their likelihood of sustaining subsequent RRIs. Perhaps the presence of high Rateaccel in the recently injured group demonstrates a failure to adapt such a strategy and may indicate why this group has been injured most recently from the time of testing. Evidence of this has been demonstrated previously, where currently injured runners have demonstrated significantly greater vGRF loading rates compared to injury-free runners [39]. However, research to date has not captured impact loading across a continuous injury timeline (pre-injury, presence of injury and post-injury), and so this is only speculation of the potential injurious mechanisms and recovery strategies at play. It is important to consider that the recently injured group will inevitably develop into either a re-injury group or an injury-resistant group, and so future studies should track these individuals to see if there are ways to identify those who become re-injured and those who don’t. A recent study has found hinderance from a previous injury to be highly associated with the occurrence of a subsequent RRI [40], suggesting that runners may have returned to running without addressing the potential biomechanical factors that might have contributed to their initial injury. Considering the sensitivity of sacral impact accelerometers in distinguishing between injury groups in this study, there are prospects for runners to be more objectively guided in their return to running following RRIs. In contrast to the findings at the sacrum, no significant main effects for injury status on Peakaccel or Rateaccel were evident at the tibia, which partially rejects the primary hypothesis. Although there are no previous studies that have investigated tibial Rateaccel between injured and uninjured runners, there are mixed findings in the literature regarding differences between tibial Peakaccel in injured and uninjured runners. The results of this study are in agreement with some studies that found no significant difference in tibia Peakaccel between recently injured and uninjured runners [23-25]. Conversely, our findings disagree with the results of Milner et al., [3] and Ferber et al., [16], who both found Peakaccel at the tibia to be significantly greater in female runners with a history of lower limb stress fractures compared to uninjured runners. This contrast in findings may be due to two reasons. Firstly, the primary aim of our study was to compare impact acceleration in runners with a history of any overuse RRIs rather than focusing directly on specific RRIs such as lower limb stress fractures. Perhaps measures of Peakaccel at the tibia are more sensitive in differentiating between runners who have a history of local injury to the tibia itself [3], rather than differentiating between general overuse RRIs. Secondly, the secondary aim of this study was to determine the interaction effect of sex on injury status with respect to impact acceleration, necessitating the inclusion of male runners in our analysis. A secondary hypothesis of this study was that female runners would demonstrate significantly greater impact acceleration (Peakaccel and Rateaccel) at the tibia and sacrum compared to males. While there was no interaction effect between sex and injury status, sex was a main effect with significantly larger tibial Peakaccel (11–19%), tibial Rateaccel (14–30%) and sacrum Rateaccel (17–41%) evident for females compared to males. In addition, differences between females and males for sacrum Peakaccel (4–13%) approached significance (p = .07). Little research has been devoted to investigating the differences in impact acceleration between sexes during running, but the results of this study are similar to some previous findings where females have demonstrated greater Peakaccel at the tibia [41] and sacrum [42] compared to males. As stated previously, Rateaccel has not been a focus of research to date, but differences in vGRF loading rates were similarly greater in females compared to males in previous studies [3, 43, 44]. Differences in running kinematics (e.g. greater hip adduction) [45], muscle contractions (e.g. delayed gluteus medius activation) [46] and lower body alignment (e.g. greater tibia varum) [47] in females compared to males have been proposed as potential reasons for the higher impact accelerations in females [42, 48]. The factors mentioned above have been shown to relate to specific RRIs such as patellofemoral pain syndrome [49], iliotibial band friction syndrome [50] and stress fractures [51], potentially leading to an increased predisposition of specific injuries for female runners [45]. Given that the present study examined retrospective injuries, further prospective studies are required to investigate the impact acceleration differences between males and females, how this impact accelerations are affected by biomechanics, and if these factors relate to prospective injury occurrence.

Limitations

There are some limitations to this study, one of which is the retrospective nature of the analysis. Although this study provides a unique insight into novel injury groups (never injured and injury resistant runners), future research should examine the relations between segmental impact loading and RRI prospectively. Secondly, the injury history for this study was self-reported, and therefore may be subject to recall bias or inaccuracies. In efforts to minimize this, the side of injury and exact pathology of each RRI was not collated, and RRIs were grouped by general location.

Conclusion

This study found Rateaccel at the sacrum to be significantly greater in recently injured runners compared to runners with acquired injury resistance and never injured runners. These findings suggest that Rateaccel at the sacrum is an appropriate objective measure to distinguish recently injured runners, potentially informing rehabilitation goals for runners with higher rates of acceleration at the sacrum when returning to running following RRIs. Examples of gait re-training for impact acceleration attenuation have been observed through the literature [52-54], and have proven to be effective in reducing impact loading in both injured and uninjured populations. This study also found females to demonstrate significantly greater Peakaccel and Rateaccel at the tibia, and Rateaccel at the sacrum than their male counterparts. As repetitive loading is thought to be an influential factor in RRI development, females with greater impact acceleration, or poor impact attenuation capacity may therefore be at increased susceptibility to overuse RRIs (e.g. stress fractures). This may indicate a clinical use for impact accelerometers in gait re-education for impact attenuation and potential injury prevention in female runners. 18 Apr 2022
PONE-D-22-06813
Comparison of impact accelerations between injury-resistant and recently injured recreational runners
PLOS ONE Dear Dr. Burke, Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process. Please submit your revised manuscript by Jun 02 2022 11:59PM. If you will need more time than this to complete your revisions, please reply to this message or contact the journal office at plosone@plos.org. When you're ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file. Please include the following items when submitting your revised manuscript:
If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. Guidelines for resubmitting your figure files are available below the reviewer comments at the end of this letter. A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). You should upload this letter as a separate file labeled 'Response to Reviewers'. A marked-up copy of your manuscript that highlights changes made to the original version. You should upload this as a separate file labeled 'Revised Manuscript with Track Changes'. An unmarked version of your revised paper without tracked changes. You should upload this as a separate file labeled 'Manuscript'. If applicable, we recommend that you deposit your laboratory protocols in protocols.io to enhance the reproducibility of your results. Protocols.io assigns your protocol its own identifier (DOI) so that it can be cited independently in the future. For instructions see: https://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols. Additionally, PLOS ONE offers an option for publishing peer-reviewed Lab Protocol articles, which describe protocols hosted on protocols.io. Read more information on sharing protocols at https://plos.org/protocols?utm_medium=editorial-email&utm_source=authorletters&utm_campaign=protocols. We look forward to receiving your revised manuscript. Kind regards, Shazlin Shaharudin Academic Editor PLOS ONE Journal Requirements: When submitting your revision, we need you to address these additional requirements. 1. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at https://journals.plos.org/plosone/s/file?id=wjVg/PLOSOne_formatting_sample_main_body.pdf and https://journals.plos.org/plosone/s/file?id=ba62/PLOSOne_formatting_sample_title_authors_affiliations.pdf 2. Please review your reference list to ensure that it is complete and correct. If you have cited papers that have been retracted, please include the rationale for doing so in the manuscript text, or remove these references and replace them with relevant current references. Any changes to the reference list should be mentioned in the rebuttal letter that accompanies your revised manuscript. If you need to cite a retracted article, indicate the article’s retracted status in the References list and also include a citation and full reference for the retraction notice. 3. Thank you for stating the following in the Acknowledgments Section of your manuscript: "This study has emanated from research supported by Science Foundation Ireland (SFI) under grant number SFI/12/RC/2289_P2, cofounded by the European Regional Development Fund. The authors thank the participants for their time in partaking in this study." We note that you have provided funding information that is not currently declared in your Funding Statement. However, funding information should not appear in the Acknowledgments section or other areas of your manuscript. We will only publish funding information present in the Funding Statement section of the online submission form. Please remove any funding-related text from the manuscript and let us know how you would like to update your Funding Statement. Currently, your Funding Statement reads as follows: "This study has emanated from research supported by Science Foundation Ireland (SFI) under grant number SFI/12/RC/2289_P2, cofounded by the European Regional Development Fund. The authors thank the participants for their time in partaking in this study." Please include your amended statements within your cover letter; we will change the online submission form on your behalf. 4. Thank you for stating the following in your Competing Interests section: "The authors declare that they have no competing interests. The results of the study are presented clearly, honestly, and without fabrication, falsification, or inappropriate data manipulation." Please complete your Competing Interests on the online submission form to state any Competing Interests. If you have no competing interests, please state "The authors have declared that no competing interests exist.", as detailed online in our guide for authors at http://journals.plos.org/plosone/s/submit-now This information should be included in your cover letter; we will change the online submission form on your behalf. 5. We note that you have indicated that data from this study are available upon request. PLOS only allows data to be available upon request if there are legal or ethical restrictions on sharing data publicly. For more information on unacceptable data access restrictions, please see http://journals.plos.org/plosone/s/data-availability#loc-unacceptable-data-access-restrictions. In your revised cover letter, please address the following prompts: a) If there are ethical or legal restrictions on sharing a de-identified data set, please explain them in detail (e.g., data contain potentially sensitive information, data are owned by a third-party organization, etc.) and who has imposed them (e.g., an ethics committee). Please also provide contact information for a data access committee, ethics committee, or other institutional body to which data requests may be sent. b) If there are no restrictions, please upload the minimal anonymized data set necessary to replicate your study findings as either Supporting Information files or to a stable, public repository and provide us with the relevant URLs, DOIs, or accession numbers. For a list of acceptable repositories, please see http://journals.plos.org/plosone/s/data-availability#loc-recommended-repositories. We will update your Data Availability statement on your behalf to reflect the information you provide. [Note: HTML markup is below. Please do not edit.] Reviewers' comments: Reviewer's Responses to Questions Comments to the Author 1. Is the manuscript technically sound, and do the data support the conclusions? The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented. Reviewer #1: Yes Reviewer #2: Yes Reviewer #3: Yes ********** 2. Has the statistical analysis been performed appropriately and rigorously? Reviewer #1: Yes Reviewer #2: I Don't Know Reviewer #3: Yes ********** 3. Have the authors made all data underlying the findings in their manuscript fully available? The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified. Reviewer #1: Yes Reviewer #2: Yes Reviewer #3: Yes ********** 4. Is the manuscript presented in an intelligible fashion and written in standard English? PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here. Reviewer #1: Yes Reviewer #2: Yes Reviewer #3: Yes ********** 5. Review Comments to the Author Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters) Reviewer #1: The paper is generally well written and structured. The objective of this study is to determine the Peakaccel and Peakrate of the tibia and sacrum between three different groups and author has shown enough data to support the hypothesis. However, some of my comments are: 1. Participants were recruited from online survey, and how does one ensure participants were well versed with the questions from the survey especially those with medical terms (for injury) to reduce biased and error? 2. The paper compares the impact of accelerations in runners with history of any overuse RRI and not specific to injury locations directly, does this effect the overall data other than mentioned in L291 – 298? Reviewer #2: I have included my comments as an attachment with this submission as a separate file. Please check all the comments for further details. Thank you for allowing me to review the manuscript. Reviewer #3: No further comments, well done. I have just completed reading your article, everything was good and perfect. Appreciate a research article in your own good way. A token of appreciation can be how you feel can be expressed the best. It was an exceptionally well-written article and created many interesting suggestions on the subject. ********** 6. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: No Reviewer #3: Yes: FARA LIANA BINTI ZAINUDDIN [NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files.] While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email PLOS at figures@plos.org. Please note that Supporting Information files do not need this step.
Submitted filename: Reviewer Comments PONE-D-22-06813.pdf Click here for additional data file. 20 Jun 2022 Many thanks for providing such valuable feedback and review on our recently submitted manuscript to Plos One. We have tried to amend the manuscript, and have addressed all comments and feedback within the table in the following pages. We hope our responses are satisfactory, but should you need further clarification on anything, please do not hesitate to contact me. Submitted filename: Response to Reviewers.docx Click here for additional data file. 26 Jul 2022
PONE-D-22-06813R1
Comparison of impact accelerations between injury-resistant and recently injured recreational runners
PLOS ONE Dear Dr. Burke, Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process. ============================== ACADEMIC EDITOR:  
Please answer the additional questions that reviewer 2 has asked.
============================== Please submit your revised manuscript by Sep 09 2022 11:59PM. If you will need more time than this to complete your revisions, please reply to this message or contact the journal office at plosone@plos.org. When you're ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file. Please include the following items when submitting your revised manuscript:
If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. Guidelines for resubmitting your figure files are available below the reviewer comments at the end of this letter. A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). You should upload this letter as a separate file labeled 'Response to Reviewers'. A marked-up copy of your manuscript that highlights changes made to the original version. You should upload this as a separate file labeled 'Revised Manuscript with Track Changes'. An unmarked version of your revised paper without tracked changes. You should upload this as a separate file labeled 'Manuscript'. If applicable, we recommend that you deposit your laboratory protocols in protocols.io to enhance the reproducibility of your results. Protocols.io assigns your protocol its own identifier (DOI) so that it can be cited independently in the future. For instructions see: https://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols. Additionally, PLOS ONE offers an option for publishing peer-reviewed Lab Protocol articles, which describe protocols hosted on protocols.io. Read more information on sharing protocols at https://plos.org/protocols?utm_medium=editorial-email&utm_source=authorletters&utm_campaign=protocols. We look forward to receiving your revised manuscript. Kind regards, Javier Abián-Vicén, Ph.D. Academic Editor PLOS ONE Journal Requirements: Please review your reference list to ensure that it is complete and correct. If you have cited papers that have been retracted, please include the rationale for doing so in the manuscript text, or remove these references and replace them with relevant current references. Any changes to the reference list should be mentioned in the rebuttal letter that accompanies your revised manuscript. If you need to cite a retracted article, indicate the article’s retracted status in the References list and also include a citation and full reference for the retraction notice. [Note: HTML markup is below. Please do not edit.] Reviewers' comments: Reviewer's Responses to Questions Comments to the Author 1. If the authors have adequately addressed your comments raised in a previous round of review and you feel that this manuscript is now acceptable for publication, you may indicate that here to bypass the “Comments to the Author” section, enter your conflict of interest statement in the “Confidential to Editor” section, and submit your "Accept" recommendation. Reviewer #1: All comments have been addressed Reviewer #2: (No Response) ********** 2. Is the manuscript technically sound, and do the data support the conclusions? The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented. Reviewer #1: Yes Reviewer #2: Yes ********** 3. Has the statistical analysis been performed appropriately and rigorously? Reviewer #1: Yes Reviewer #2: I Don't Know ********** 4. Have the authors made all data underlying the findings in their manuscript fully available? The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified. Reviewer #1: Yes Reviewer #2: (No Response) ********** 5. Is the manuscript presented in an intelligible fashion and written in standard English? PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here. Reviewer #1: Yes Reviewer #2: Yes ********** 6. Review Comments to the Author Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters) Reviewer #1: Author able to addressed all comments from previous review accordingly. Manuscripts has been amended splendidly. Reviewer #2: Thank you for addressing the reviewer's comments. The additional comments have been attached as a separate file. ********** 7. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: No ********** [NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files.] While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email PLOS at figures@plos.org. Please note that Supporting Information files do not need this step.
Submitted filename: Reviewer Comments PONE-D-22-06813_R1.pdf Click here for additional data file. 9 Aug 2022 Many thanks for your recent response. Amendments have been made to the manuscript as per the comments of Reviewer #2. Should you have any further changes or comments, please do not hesitate to contact me. Submitted filename: Response to Reviewers.docx Click here for additional data file. 12 Aug 2022 Comparison of impact accelerations between injury-resistant and recently injured recreational runners PONE-D-22-06813R2 Dear Dr. Burke, We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements. Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication. An invoice for payment will follow shortly after the formal acceptance. To ensure an efficient process, please log into Editorial Manager at http://www.editorialmanager.com/pone/, click the 'Update My Information' link at the top of the page, and double check that your user information is up-to-date. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org. If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org. Kind regards, Javier Abián-Vicén, Ph.D. Academic Editor PLOS ONE 1 Sep 2022 PONE-D-22-06813R2 Comparison of impact accelerations between injury-resistant and recently injured recreational runners Dear Dr. Burke: I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department. If your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact onepress@plos.org. If we can help with anything else, please email us at plosone@plos.org. Thank you for submitting your work to PLOS ONE and supporting open access. Kind regards, PLOS ONE Editorial Office Staff on behalf of Dr. Javier Abián-Vicén Academic Editor PLOS ONE
  43 in total

Review 1.  Do runners who suffer injuries have higher vertical ground reaction forces than those who remain injury-free? A systematic review and meta-analysis.

Authors:  Henk van der Worp; Jelte W Vrielink; Steef W Bredeweg
Journal:  Br J Sports Med       Date:  2016-01-04       Impact factor: 13.800

2.  Biomechanical and anatomic factors associated with a history of plantar fasciitis in female runners.

Authors:  Michael B Pohl; Joseph Hamill; Irene S Davis
Journal:  Clin J Sport Med       Date:  2009-09       Impact factor: 3.638

3.  The effects of speed and surface compliance on shock attenuation characteristics for male and female runners.

Authors:  Janet S Dufek; John A Mercer; Janet R Griffin
Journal:  J Appl Biomech       Date:  2009-08       Impact factor: 1.833

4.  A description of shock attenuation for children running.

Authors:  John A Mercer; Janet S Dufek; Brent C Mangus; Mack D Rubley; Kunal Bhanot; Jennifer M Aldridge
Journal:  J Athl Train       Date:  2010 May-Jun       Impact factor: 2.860

5.  A comparison of attachment methods of skin mounted inertial measurement units on tibial accelerations.

Authors:  Caleb D Johnson; Jereme Outerleys; Adam S Tenforde; Irene S Davis
Journal:  J Biomech       Date:  2020-11-08       Impact factor: 2.712

6.  Distinct hip and rearfoot kinematics in female runners with a history of tibial stress fracture.

Authors:  Clare E Milner; Joseph Hamill; Irene S Davis
Journal:  J Orthop Sports Phys Ther       Date:  2010-02       Impact factor: 4.751

7.  Biomechanical factors associated with tibial stress fracture in female runners.

Authors:  Clare E Milner; Reed Ferber; Christine D Pollard; Joseph Hamill; Irene S Davis
Journal:  Med Sci Sports Exerc       Date:  2006-02       Impact factor: 5.411

8.  Stress fractures in athletes. A study of 320 cases.

Authors:  G O Matheson; D B Clement; D C McKenzie; J E Taunton; D R Lloyd-Smith; J G MacIntyre
Journal:  Am J Sports Med       Date:  1987 Jan-Feb       Impact factor: 6.202

9.  Injury incidence and risk factors: a cohort study of 706 8-km or 16-km recreational runners.

Authors:  Joan Dallinga; Rogier Van Rijn; Janine Stubbe; Marije Deutekom
Journal:  BMJ Open Sport Exerc Med       Date:  2019-03-07

10.  Can Directed Compliant Running Reduce the Magnitude of Variables Associated With the Development of Running Injuries?

Authors:  Ciarán P Ó Catháin; Chris Richter; Kieran Moran
Journal:  J Strength Cond Res       Date:  2022-03-01       Impact factor: 4.415

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