Convolutional Neural Network for Estimating Spatiotemporal and Kinematic Gait Parameters using a Single Inertial Sensor.

Lower limb disability severely impacts gait, thus requiring clinical interventions. Inertial sensor systems offer the potential for objective monitoring and assessment of gait in and out of the clinic. However, it is imperative such systems are capable of measuring important gait parameters while being minimally obtrusive (requiring few sensors). This work used convolutional neural networks to estimate a set of six spatiotemporal and kinematic gait parameters based on raw inertial sensor data. This differs from previous work which either was limited to spatiotemporal parameters or required conventional strap-down integration techniques to estimate kinematic parameters. Additionally, we investigated a data segmentation method which does not rely on gait event detection, further supporting its applicability in real-world settings.Preliminary results demonstrate our model achieved high accuracy on a mix of spatiotemporal and kinematic gait parameters, either meeting or exceeding benchmarks based on literature. We achieved 0.04 ± 0.03 mean absolute error for stance-time symmetry ratio and an absolute error of 4.78 ± 4.78, 4.50 ± 4.33, and 6.47 ± 7.37cm for right and left step length and stride length, respectively. Lastly, errors for knee and hip ranges of motion were 2.31 ± 4.20 and 1.73 ± 1.93°, respectively. The results suggest that machine learning can be a useful tool for long-term monitoring of gait using a single inertial sensor to estimate measures of gait quality.

Selective Collection of Exhaled Breath Condensate for Noninvasive Screening of Breath Glucose.

BACKGROUND: Although exhaled breath condensate (EBC) is a promising noninvasive sample for detecting respiratory analytes such as glucose, current EBC collection methods yield inconsistent results. METHODS: We developed a custom EBC collection device with a temperature-based algorithm to selectively condense alveolar air for reproducible EBC glucose detection. We characterized the condensate volumes and the corresponding glucose concentrations. We performed a pilot study demonstrating its use during oral glucose tolerance tests. RESULTS: The novel device selectively captured alveolar air resulting in slightly higher and less variable glucose concentrations than the overall EBC. Participants with type 2 diabetes demonstrated significantly higher blood plasma-EBC glucose ratios than normoglycemic participants. CONCLUSIONS: Temperature-based selective EBC collection allows EBC glucose measurement and is a promising sampling method to distinguish patients with and without diabetes.

Sacral Chordoma Presenting as Back Pain in the Chiropractic Clinic: A Case Report.

Cases of lumbar and gluteal pain are commonly encountered in chiropractic clinics, with a broad differential diagnosis primarily centered on musculoskeletal conditions. This report presents the second documented case of sacral chordoma diagnosed at a chiropractic clinic and emphasizes the importance of considering alternative diagnoses and interdisciplinary collaboration in patient care. A 42-year-old man presented to a chiropractic clinic with complaints of lumbar and gluteal pain. The initial conservative management based on a presumptive musculoskeletal diagnosis was ineffective. Suspicion of an alternative etiology prompted a referral for imaging, which revealed a sacral chordoma. An interdisciplinary collaboration involving orthopedic surgeons, oncologists, radiologists, and other healthcare professionals was initiated to optimize the treatment outcomes of this rare and aggressive tumor. This case report underscores the importance of maintaining a high index of suspicion in cases of musculoskeletal presentations in chiropractic clinics and the critical role of advanced imaging in establishing a definitive diagnosis. Interdisciplinary collaboration is essential for managing complex conditions such as sacral chordomas, ensuring the delivery of the highest quality of care, and optimizing patient outcomes. Chiropractors play a crucial role in identifying, referring, and contributing to the management of patients with complex presentations as part of a comprehensive multidisciplinary treatment plan.

Colorectal Cancer Presenting as Sacral Pain at a Chiropractic Clinic.

This case report describes a diagnosis of spinal pain secondary to metastatic colon cancer, highlighting the need for close monitoring and an interdisciplinary approach for this cohort. An 82-year-old female presented with acute exacerbation of chronic low back pain with a rating of 7/10. She had a history of stage III colon cancer diagnosed 17 years previously and was currently in remission. Red flags included worsening pain after four days of oral analgesics and a history of cancer. Imaging revealed an osteolytic L5 vertebral lesion with endplate disruption, consistent with metastasis. She was urgently referred to an oncologist who ordered chemotherapy and radiotherapy. The metastatic spread of malignancy to the spine can manifest as new or progressive back pain and requires prompt diagnosis and management. Magnetic resonance imaging is recommended for the detection of osseous lesions and spinal cord compression. The case report serves as an educational tool for chiropractors in recognizing and managing spinal metastasis. By sharing this case report, healthcare professionals can learn from the experiences and challenges faced during the patient's care and apply that knowledge to their practice.

Thyroid Cancer Presenting as Neck Pain at a Chiropractic Clinic.

We report an unusual case of metastatic papillary thyroid carcinoma presenting with progressive neck pain in a 58-year-old female with known bilateral thyroid nodules. Despite initial benign ultrasonographic findings and trials of conservative therapy for over 2 months, the patient's anterior neck pain and unremitting symptoms prompted concern regarding an underlying orthopedic condition. She sought chiropractic consultation, and MRI revealed pathologic vertebral fractures. Biopsy of the thyroid and vertebral bone lesions demonstrated metastatic thyroid carcinoma. The patient was diagnosed with papillary thyroid cancer. The early detection of metastatic disease is critical for optimizing oncological treatment and outcomes. This case highlights the importance of close follow-up when the initial workup or management fails, consideration of sinister pathologies in high-risk patients, and a multidisciplinary approach to complex conditions. It provides an important reminder not to attribute unresolved symptoms to benign causes without serial re-evaluation, especially in patients with known risks, such as thyroid disease. A high index of suspicion and openness to atypical disease presentations is fundamental to avoid missed opportunities for diagnosis and prompt treatment.

Undiagnosed Osteoporotic Vertebral Fractures in an Octogenarian During the Coronavirus Disease Pandemic.

Osteoporotic vertebral fractures are frequently misdiagnosed or under-recognized in the older population, leading to disease progression and reduced quality of life. This case of an 87-year-old woman with acute back pain highlights the importance of early diagnosis and management of fragility fractures. During the coronavirus disease (COVID-19) pandemic, patients with a history of well-managed osteoporosis experienced worsening symptoms of vertebral collapse due to activity limitations and prolonged immobilization. The initial diagnosis of spinal stenosis delayed appropriate treatment for four months. Serial magnetic resonance imaging revealed compression fractures at L1 and L3, and a dual-energy x-ray absorptiometry scan showed osteoporosis with a T-score of -3.2. Pharmacological therapy, including bisphosphonates, was initiated. A comprehensive rehabilitation program with a multidisciplinary approach, with bracing, and lifestyle changes helped stabilize the spine, reduce pain, and maximized function. Her condition improved with close monitoring and guidance during home exercises. This case exemplifies the necessity of a precise and timely diagnosis of osteoporotic vertebral fractures to initiate management and mitigate disease progression.

Pediatric Text Neck Syndrome.

Text neck syndrome is a growing concern in the pediatric population due to the increased use of mobile devices and screens, potentially leading to long-lasting musculoskeletal issues. This case report presents a six-year-old boy with a one-month history of cephalgia and cervicalgia, who initially received insufficient care. After nine months of chiropractic intervention, the patient reported significant improvements in pain relief, neck mobility, and neurological symptoms, supported by radiographic findings. This report emphasizes the importance of early recognition and intervention in pediatric patients, as well as the role of ergonomics, exercise, and proper smartphone usage habits in preventing text neck and maintaining spinal health.

Delayed Skin Allergy to Glucosamine Chondroitin Supplement.

Glucosamine chondroitin is a popular dietary supplement used for joint health and osteoarthritis pain and is one of the dietary supplements commonly recommended by chiropractors. Herein, we present the case of a 36-year-old woman who developed a skin rash with delayed onset after taking glucosamine and chondroitin pills for lumbar degenerative joint disease. Within 3 hours of taking the supplement, she developed an itchy rash on her torso and legs. Over the next few hours, the rash spread over her entire body, and facial swelling developed. Given the timing of the symptoms after the administration of glucosamine chondroitin, an allergic reaction was suspected. The supplement was withdrawn and the allergic reactions were treated with antihistamines and steroids for several days. This case report demonstrates the need to recognize delayed allergic reactions as a potential side effect of widely used supplements, such as glucosamine chondroitin, which can produce hypersensitivity reactions in sensitive individuals.

A Central Slip Injury in a Professional Basketball Player.

Hand injuries are extremely prevalent in sports such as ball sports. Delayed diagnosis or improperly managed injuries have the potential to prolong the athlete's return to the competition and permanently damage their abilities. We report the case of a 35-year-old male professional basketball player who presented to a chiropractor with pain and swelling of the right fifth finger two days after a basketball game. The injury occurred when a player passed the basketball and the ball hit his fifth finger "head-on". Examination revealed enlargement of the middle joint of the right fifth finger and a boutonniere deformity. He was diagnosed with a central slip injury using magnetic resonance imaging (MRI). Since there are no standard treatment guidelines for central slip injuries, multi-model chiropractic therapy was applied to the injury and adjacent sites. The patient returned to the game by the end of the third week and fully recovered within six weeks. Chiropractors must understand how to best guide athletes' clinical management of these injuries, given the inherent need for immediate and complete recovery.

Classifying Changes in Amputee Gait following Physiotherapy Using Machine Learning and Continuous Inertial Sensor Signals.

Wearable sensors allow for the objective analysis of gait and motion both in and outside the clinical setting. However, it remains a challenge to apply such systems to highly diverse patient populations, including individuals with lower-limb amputations (LLA) that present with unique gait deviations and rehabilitation goals. This paper presents the development of a novel method using continuous gyroscope data from a single inertial sensor for person-specific classification of gait changes from a physiotherapist-led gait training session. Gyroscope data at the thigh were collected using a wearable gait analysis system for five LLA before, during, and after completing a gait training session. Data from able-bodied participants receiving no intervention were also collected. Models using dynamic time warping (DTW) and Euclidean distance in combination with the nearest neighbor classifier were applied to the gyroscope data to classify the pre- and post-training gait. The model achieved an accuracy of 98.65% ± 0.69 (Euclidean) and 98.98% ± 0.83 (DTW) on pre-training and 95.45% ± 6.20 (Euclidean) and 94.18% ± 5.77 (DTW) on post-training data across the participants whose gait changed significantly during their session. This study provides preliminary evidence that continuous angular velocity data from a single gyroscope could be used to assess changes in amputee gait. This supports future research and the development of wearable gait analysis and feedback systems that are adaptable to a broad range of mobility impairments.

Neck pain and Headache Complicated by Persistent Syringomyelia After Foramen Magnum Decompression for Chiari I Malformation: Improvement with Multimodal Chiropractic Therapies.

BACKGROUND Patients with Arnold-Chiari Malformation I (CM-I) treated with foramen magnum decompression (FMD) can have ongoing neck pain, headaches, and other symptoms complicated by persistent syringomyelia, yet there is little research regarding treatment of these symptoms. CASE REPORT A 62-year-old woman with a history of residual syringomyelia following FMD and ventriculoperitoneal shunt for CM-I presented to a chiropractor with progressively worsening neck pain, occipital headache, upper extremity numbness and weakness, and gait abnormality, with a World Health Organization Quality of Life score (WHO-QOL) of 52%. Symptoms were improved by FMD 16 years prior, then progressively worsened, and had resisted other forms of treatment, including exercises, acupuncture, and medications. Examination by the chiropractor revealed upper extremity neurologic deficits, including grip strength. The chiropractor ordered whole spine magnetic resonance imaging, which demonstrated a persistent cervico-thoracic syrinx and findings of cervical spondylosis, and treated the patient using a multimodal approach, with gentle cervical spine mobilization, soft tissue manipulation, and core and finger muscle rehabilitative exercises. The patient responded positively, and at the 6-month follow-up her WHO-QOL score was 80%, her grip strength and forward head position had improved, and she was now able to eat using chopsticks. CONCLUSIONS This case highlights a patient with neck pain, headaches, and persistent syringomyelia after FMD for CM-I who improved following multimodal chiropractic and rehabilitative therapies. Given the limited, low-level evidence for these interventions in patients with persistent symptoms and syringomyelia after FMD, these therapies cannot be broadly recommended, yet could be considered on a case-by-case basis.

Low-pH seawater alters indirect interactions in rocky-shore tidepools.

Ocean acidification is expected to degrade marine ecosystems, yet most studies focus on organismal-level impacts rather than ecological perturbations. Field studies are especially sparse, particularly ones examining shifts in direct and indirect consumer interactions. Here we address such connections within tidepool communities of rocky shores, focusing on a three-level food web involving the keystone sea star predator, Pisaster ochraceus, a common herbivorous snail, Tegula funebralis, and a macroalgal basal resource, Macrocystis pyrifera. We demonstrate that during nighttime low tides, experimentally manipulated declines in seawater pH suppress the anti-predator behavior of snails, bolstering their grazing, and diminishing the top-down influence of predators on basal resources. This attenuation of top-down control is absent in pools maintained experimentally at higher pH. These findings suggest that as ocean acidification proceeds, shifts of behaviorally mediated links in food webs could change how cascading effects of predators manifest within marine communities.

Binocular Integration of Perceptually Suppressed Visual Information in Amblyopia.

Purpose: The purpose of this study was to assess whether motion information from suppressed amblyopic eyes can influence visual perception. Methods: Participants with normal vision (n = 20) and with amblyopia (n = 20; 11 anisometropic and 9 strabismic/mixed) viewed dichoptic, orthogonal drifting gratings through a mirror stereoscope. Participants continuously reported form and motion percepts as gratings rivaled for 60 seconds. Responses were binned into categories ranging from binocular integration to complete suppression. Periods when the grating presented to the nondominant/amblyopic eye was suppressed were analyzed further to determine the extent of binocular integration of motion. Results: Individuals with amblyopia experienced longer periods of non-preferred eye suppression than controls. When the non-preferred eye grating was suppressed, binocular integration of motion occurred 48.1 ± 6.2% and 31.2 ± 5.8% of the time in control and amblyopic participants, respectively. Periods of motion integration from the suppressed eye were significantly non-zero for both groups. Conclusions: Visual information seen only by a suppressed amblyopic eye can be binocularly integrated and influence the overall visual percept. These findings reveal that visual information subjected to interocular suppression can still contribute to binocular vision and suggest the use of appropriate optical correction for the amblyopic eye to improve image quality for binocular combination.

Derivative Based Gait Event Detection Algorithm Using Unfiltered Accelerometer Signals.

Wearable sensors have been investigated for the purpose of gait analysis, namely gait event detection. Many types of algorithms have been developed specifically using inertial sensor data for detecting gait events. Though much attention has turned toward machine learning algorithms, most of these approaches suffer from large computational requirements and are not yet suitable for real-time applications such as in prostheses or for feedback control. Current rules-based algorithms for real-time use often require fusion of multiple sensor signals to achieve high accuracy, thus increasing complexity and decreasing usability of the instrument. We present our results of a novel, rules-based algorithm using a single accelerometer signal from the foot to reliably detect heel-strike and toe-off events. Using the derivative of the raw accelerometer signal and applying an optimizer and windowing approach, high performance was achieved with a sensitivity and specificity of 94.32% and 94.70% respectively, and a timing error of 6.52 ± 22.37 ms, including trials involving multiple speed transitions. This would enable development of a compact wearable system for robust gait analysis in real-world settings, providing key insights into gait quality with the capability for real-time system control.

Visuoauditory Associative Memory Established with Cholecystokinin Under Anesthesia Is Retrieved in Behavioral Contexts.

Plastic change in neuronal connectivity is the foundation of memory encoding. It is not clear whether the changes during anesthesia can alter subsequent behavior. Here, we demonstrated that in male rodents under anesthesia, a visual stimulus (VS) was associated with electrical stimulation of the auditory cortex or natural auditory stimulus in the presence of cholecystokinin (CCK), which guided the animals' behavior in a two-choice auditory task. Auditory neurons became responsive to the VS after the pairings. Moreover, high-frequency stimulation of axon terminals of entorhinal CCK neurons in the auditory cortex enabled LTP of the visual response in the auditory cortex. Such pairing during anesthesia also generated VS-induced freezing in an auditory fear conditioning task. Finally, we verified that direct inputs from the entorhinal CCK neurons and the visual cortex enabled the above neural plasticity in the auditory cortex. Our findings suggest that CCK-enabled visuoauditory association during anesthesia can be translated to the subsequent behavior action.SIGNIFICANCE STATEMENT Our study provides strong evidence for the hypothesis that cholecystokinin plays an essential role in the formation of cross-modal associative memory. Moreover, we demonstrated that an entorhinal-neocortical circuit underlies such neural plasticity, which will be helpful to understand the mechanisms of memory formation and retrieval in the brain.

Changes on Tendon Stiffness and Clinical Outcomes in Athletes Are Associated With Patellar Tendinopathy After Eccentric Exercise.

OBJECTIVE: Eccentric exercise is commonly used as a form of loading exercise for individuals with patellar tendinopathy. This study investigated the change of mechanical properties and clinical outcomes and their interrelationships after a 12-week single-legged decline-board exercise with and without extracorporeal shockwave therapy (ESWT). DESIGN: Randomized controlled trial. SETTING: Outpatient clinic of a university. PARTICIPANTS: Thirty-four male in-season athletes with patellar tendinopathy for more than 3 months were randomized into exercise and combined groups. INTERVENTIONS: The exercise group received a 12-week single-legged decline-squat exercise, and the combined group performed an identical exercise program in addition to a weekly session of ESWT in the initial 6 weeks. MAIN OUTCOME MEASURES: Tendon stiffness and strain were examined using ultrasonography and dynamometry. Visual analog scale and Victoria Institute of Sports Assessment-patella (VISA-p) score were used to assess pain and dysfunction. These parameters were measured at preintervention and postintervention. RESULTS: Significant time effect but no significant group effect on the outcome measures; significant reduction in tendon stiffness (P = 0.02) and increase in tendon strain (P = 0.00); and reduction of intensity of pain (P = 0.00) and dysfunction (P = 0.00) were observed. Significant correlations between changes in tendon stiffness and VISA-p score (ρ = -0.58, P = 0.05); alteration in tendon strain, pain intensity (ρ = -0.63, P = 0.03); and VISA-p score (ρ = 0.60, P = 0.04) were detected after the exercise program. CONCLUSIONS: Eccentric exercise-induced modulation on tendon mechanical properties and clinical symptoms are associated in athletes with patellar tendinopathy.

Brief exposure to intense turbulence induces a sustained life-history shift in echinoids.

In coastal ecosystems, attributes of fluid motion can prompt animal larvae to rise or sink in the water column and to select microhabitats within which they attach and commit to a benthic existence. In echinoid (sea urchin and sand dollar) larvae living along wave-exposed shorelines, intense turbulence characteristic of surf zones can cause individuals to undergo an abrupt life-history shift characterized by precocious entry into competence - the stage at which larvae will settle and complete metamorphosis in response to local cues. However, the mechanistic details of this turbulence-triggered onset of competence remain poorly defined. Here, we evaluate in a series of laboratory experiments the time course of this turbulence effect, both the rapidity with which it initiates and whether it perdures. We found that larvae become competent with turbulence exposures as brief as 30 s, with longer exposures inducing a greater proportion of larvae to become competent. Intriguingly, larvae can remember such exposures for a protracted period (at least 24 h), a pattern reminiscent of long-term potentiation. Turbulence also induces short-term behavioral responses that last less than 30 min, including cessation of swimming, that facilitate sinking and thus contact of echinoid larvae with the substratum. Together, these results yield a novel perspective on how larvae find their way to suitable adult habitat at the critical settlement transition, and also open new experimental opportunities to elucidate the mechanisms by which planktonic animals respond to fluid motion.

Decreasing Fear of Falling in Chronic Stroke Survivors Through Cognitive Behavior Therapy and Task-Oriented Training.

Background and Purpose- Research has shown that balance training is effective for reducing the fear of falling in individuals with a history of stroke. In this study, we evaluated (1) whether cognitive behavior therapy could augment the beneficial effects of task-oriented balance training (TOBT) in reducing the fear of falling in chronic stroke survivors and (2) whether it could, in turn, reduce fear-avoidance behavior and improve related health outcomes. Methods- Eighty-nine cognitively intact subjects with mildly impaired balance ability were randomized into the following 2 groups that underwent 90-minutes interventions 2 days per week for 8 weeks: (1) cognitive behavior therapy + TOBT or (2) general health education + TOBT (control). The primary outcome was the fear of falling, and the secondary outcomes were fear-avoidance behavior, balance, fall risk, independent daily living, community integration, and health-related quality of life. The outcomes were assessed at baseline, after 4 and 8 weeks of intervention, and 3 and 12 months after completing the intervention. Results- Eighty-two subjects completed the intervention and follow-up assessments. From postintervention to 12 months after completing the intervention, the cognitive behavior therapy + TOBT participants reported greater reduction in the fear of falling and fear-avoidance behavior and greater improvements in balance and independent daily living than the general health education + TOBT participants. Conclusions- Cognitive behavior therapy should be considered as an adjuvant therapy to standard physiotherapy for cognitively intact individuals with a history of stroke. Clinical Trial Registration- URL: https://clinicaltrials.gov. Unique identifier: NCT02937532.

Correction: Effects of pulsed electromagnetic field (PEMF) on the tensile biomechanical properties of diabetic wounds at different phases of healing.

[This corrects the article DOI: 10.1371/journal.pone.0191074.].

Selective Collection and Condensation of Exhaled Breath for Glucose Detection.

Exhaled breath condensate (EBC) is a promising non-invasive sample for the detection of various analytes, such as glucose. However, the methods used to collect EBC are highly inconsistent; the variable dilution factors associated with water vapor and the inclusion of dead space air significantly impact the reliability of reported analyte concentrations in EBC. For example, current EBC glucose measurements have resulted in dilution factors ranging from 1/1000 to 1/50000 [1]. There is a need for a systematic and selective EBC collection method to ensure accurate analyte detection and quantification. Herein, we develop and characterize a low-cost, portable condenser which selectively collects exhaled breath that has been exchanged with lung fluid in a temperature-based manner. We demonstrate that for ~15 L of exhaled air, our device can condense reproducible volumes of EBC $({\lt} 130~ {\mu } \mathrm {L})$ in under 3 minutes (p > 0.05, n = 3). Furthermore, our results indicate that a higher concentration of glucose can be detected in the collected sample with selective valve opening (p < 0.05, n = 3). The development of this device enables a repeatable and robust collection method to enable the evaluation of correlations between analytes in EBC and blood.