2. Materials and Methods
2.1. Study Design
This was an observational, prospective, comparative, and cross-sectional study conducted at the Infanta Cristina University Hospital in Parla (Madrid, Spain). Sarcopenia was assessed by ultrasound, performed under the supervision of a liaison nurse, in all patients who presented to the emergency department. The results were compared across the different diagnosed pathologies.
This study was approved by the Ethics and Research Committee of the Puerta de Hierro University Hospital (ACT 245.23, 24/11/2023).
2.2. Study Population
The nutritional ultrasound program for the diagnosis of sarcopenia was implemented at the hospital in 2021. All patients presenting to the emergency department were evaluated using ultrasound, except for those who did not meet the inclusion criteria.
2.2.1. Inclusion Criteria
The study included all patients aged 18 years or older who presented to the Emergency Department of Infanta Cristina University Hospital between January and May 2023. To be eligible, patients had to be in stable clinical condition, allowing for ultrasound evaluation during their emergency department stay—either during prolonged observation or prior to hospital admission. Additionally, patients were required to have sufficient cognitive capacity to understand the information provided about the procedure and to give verbal consent for the assessment.
2.2.2. Exclusion Criteria
Patients were excluded from the study if, at the time of evaluation, they were in cardiac arrest (resuscitation bay), exhibited hemodynamic instability that precluded immediate ultrasound assessment, presented with an acute psychiatric condition that impaired cooperation, or had clinical presentations classified as high-resolution cases, where the short duration of stay in the emergency department did not allow for completion of the sarcopenia measurement protocol.
2.3. Sample Size
Assuming a 15% loss rate, a 95% confidence level, a 3% margin of error, and a 5% estimated proportion, an appropriate sample size of 150 participants was calculated.
2.4. Studied Variables
The following sociodemographic and clinical variables were collected: sex (male, female), age, nutritional ultrasound measurements of the rectus femoris (Y-axis, X-axis, and cross-sectional area), antidiabetic medication (metformin, sulfonylureas, sodium-glucose co-transporter 2 (iSGLT2) inhibitors, thiazolidinediones, dipeptidyl peptidase-4 inhibitors (iDPP-4) inhibitors, insulin, glucagon-like peptide-1 (GLP-1Ra) receptor agonists, and their respective combinations), reason for admission or observation (cardiovascular, respiratory, endocrine-metabolic, digestive, oncological, neurological, orthopedic, urological, hematological), and personal medical history (yes/no) of cardiovascular disease, digestive disease, respiratory disease, urological disease, hematological disease, neurological disease, diabetes mellitus, and active cancer.
Clinical outcomes assessed included: hospital admission (yes/no), C-reactive protein (CRP), lymphocyte count, total protein, albumin, development of complications (yes/no), type of complication (infectious, respiratory, cardiovascular), and in-hospital mortality (yes/no).
2.5. Intervention
All patients included in the study underwent a nutritional ultrasound assessment aimed at estimating their degree of sarcopenia. Prior to the procedure, each patient’s capacity to understand the purpose, implications, and rationale for their inclusion in the program was evaluated to ensure adequate informed cooperation.
The ultrasound examination was performed during the emergency department stay, either when the patient required prolonged observation or had a pending hospital admission. At the same time, relevant clinical data were collected, including the reason for admission, personal medical history, and current medications.
The muscle ultrasound was conducted using a Mindray Z50® ultrasound system equipped with a linear transducer, optimized for high-resolution imaging of superficial skeletal muscle tissue. The patient was placed in a supine position with the lower limbs relaxed to minimize muscle tension.
The anatomical reference points for the measurement were the anterior superior iliac spine (ASIS) and the superior border of the patella. The total distance between these landmarks was measured, and the probe was positioned at the junction of the distal third of this segment, a location providing optimal visualization of the rectus femoris muscle (
Figure 1).
After applying conductive gel to the skin, the transducer was placed perpendicularly to the muscle fibers in the transverse (short-axis) plane. Great care was taken to avoid any probe angulation, as oblique positioning can lead to erroneous measurements. Once the muscle architecture was clearly identified—typically including the skin, subcutaneous tissue, vastus lateralis, rectus femoris, and femoral bone interface—the image was frozen and the anteroposterior thickness of the rectus femoris (Y-axis) was measured, along with other optional parameters (X-axis, cross-sectional area).
Following the ultrasound assessment, relevant laboratory values (e.g., C-reactive protein, lymphocyte count, total protein, and albumin levels) were recorded from the electronic health records. Additionally, at one month post-admission, a retrospective review of the patients’ clinical course was conducted to identify any in-hospital complications (e.g., infections, cardiovascular or respiratory events) and to register mortality (exitus) where applicable.
2.6. Statistical Analysis
All study variables were examined to assess their distribution. Categorical variables were described using the percentage associated with each response option, while quantitative variables were summarized using the mean, standard deviation (SD), and range. Statistical analysis was performed using SPSS software, version 29 (IBM, Armonk, NY, USA).