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. 2023 Apr 25;13(9):1541. doi: 10.3390/diagnostics13091541

Table 1.

Summary of studies on ultrasonographic parameters for predicting difficult laryngoscopy or difficult intubation.

Author, Date, and Country Setting Patient Group Study Design Outcome Variable Sample Size Outcome Count Key Results
Alessandri, 2019, Italy [29] OR, elective surgery Italian adults undergoing elective ENT surgery with general anesthesia Prospective observational CL grade; Han scale 194 Difficult airway = 34 (17.5% incidence)
Difficult mask ventilation = 8 (4.1% incidence)
The best predictor of difficult airway was the minimum distance from the hyoid bone to skin surface
Altun, 2021, Turkey [31] OR, elective surgery Turkish adults undergoing an elective procedure with general anesthesia Prospective observational CL grade 140 Difficult laryngoscope = 22 (15.7% incidence) Significant correlation of US measurements (ESD, HSD, and ToTR) to predict difficult airway, as well as significant correlation of US measurements (MP + HSD or MP + ESD) combined with IL to predict difficult airway (sensitivity 91%, specificity 97%)
Ambrose, 2022, India [32] OR, elective surgery Indian adults undergoing elective surgery with general anesthesia Prospective, observational CL grade 120 Difficult intubation = 41 (34.2% incidence) Distance between skin to epiglottis, tongue thickness, and neck circumference were significantly associated with difficult intubation cases
Andruszkiewicz, 2016, Poland [33] OR, elective surgery Polish adults undergoing elective surgery Prospective observational CL grade 199 Difficult laryngoscope = 22 (11.1% incidence) Strongest predictors were HMD in extension and tongue volume. Significant predictors were (1) HMD in neutral, (2) HMD in extension, (3) HMDR2, (4) tongue cross-sectional area, and (5) tongue volume
Agarwal, 2021, India [34] OR, elective surgery Indian adults undergoing Prospective observational Difficult intubation 1043 Difficult to intubate = 58 (5.56% incidence) Skin to hyoid bone distance was most accurate to predict difficult intubation
Bindu, 2022, India [35] OR, elective surgery Indian adults with morbid obesity (BMI > 35) undergoing elective surgery with general anesthesia Prospective observational CL grade 70 Difficult laryngoscopy = 15 (21.4%) Limited condylar mobility and increased TT were two independent ultrasonographic predictors for difficult direct laryngoscopy
Bouzid, 2022, Tunisia [36] OR, elective surgery Tunisian adults undergoing general anesthesia Prospective observational CL grade; Difficult intubation 200 Difficult laryngoscopy = 41 (incidence 20.5%),
Difficult intubation = 29 (14.5%)
A combination of clinical criteria and ultrasound measurements increases the ability to predict difficult airway management
Chan, 2018, China [37] OR, elective surgery Chinese adults undergoing elective surgery with general anesthesia Prospective observational CL grade 113 Difficult laryngoscope = 39 (34.5% incidence) Pre-E/aVF ratio (>1) had better accuracy than pre-E/mVF and pre-E/pVF. Pre-E/E-VC cutoff originally intended to study was too high for the population
Daggupati, 2022, India [38] OR, elective surgery South Indian adults undergoing elective operation with general anesthesia Prospective observational CL grade 310 Difficult laryngoscope = 62 (20.0% incidence) Skin to epiglottis distance via US as part of an airway scoring system (using clinical predictors) was reliable in predicting DA (sensitivity 93%, specificity 85%)
Falcetta, 2018, Italy [16] OR, elective surgery Italian adults undergoing elective surgery with general anesthesia Prospective observational CL grade 301 Difficult laryngoscope = 28 (9.3% incidence) US measured at >2.54 cm and PEA >5.04 cm2 may predict difficult laryngoscopes
Falsafi, 2023, Iran [39] OR, elective surgery Iranian adults undergoing elective surgery with general anesthesia Prospective observational CL grade; Mallampati score 120 Difficult laryngoscopy by CL = 34 (28.3% incidence)
By Mallampati = 37 (30.8% incidence)
Neck circumference was significantly correlated with difficult laryngoscopy by CL. HMDN, HMDE, tongue thickness, OCH, and ST were significant by Mallampati
Lin, 2021, Taiwan [40] OR, elective surgery Taiwanese adults undergoing elective procedure under general anesthesia Prospective observational CL grade 47 Difficult laryngoscopy = 20 (42.6% incidence) Submental ultrasound was not predictive in difficult laryngoscopy, only difficult mask ventilation (sensitivity 50%, specificity 87%)
Moura, 2021, Brazil [41] OR, elective surgery (bariatric surgery) Obese Adults Prospective observational CL grade 100 Difficult airway = 25 (25% incidence) Skin to epiglottis distance (29.3 mm) was predictive for difficult intubation (AUC 0.656, sensitivity 66.7%, specificity 66%)
Ni, 2020, China [42] OR, elective surgery Chinese adults undergoing elective procedures with general anesthesia Prospective observational CL grade 211 Difficult laryngoscopy = 44 (20.9% incidence) Significant predictor of difficult laryngoscopies using DSE (sensitivity 81.8%, specificity 85.6%)
Prathep, 2022, Thailand [43] OR, elective surgery Obese adults in Thailand Prospective observational CL grade 88 Difficult laryngoscopy = 13 (14.8% incidence) Scoring model based on US measurements were predictive of difficult laryngoscopy (AUC 0.77)
Rana, 2018, India [44] OR, elective surgery Indian adults undergoing elective surgery with general anesthesia Prospective observational CL grade 120 Difficult airway = 28 (23.3% incidence) Significant predictors were Pre-E/E-VC ratio and HDMR2. Pre-E/E-VC was stronger
Reddy, 2016, India [45] OR, elective surgery Indian adults undergoing elective surgery with general anesthesia Prospective observational CL grade 100 Difficult laryngoscope = 14 (14% incidence) Significant predictors were skin-to-anterior commissure of VC and Pre-E/E-VC ratio
Wang, 2019, China [46] OR, elective surgery Chinese adults undergoing elective procedures with general anesthesia Prospective observational CL grade 499 Difficult laryngoscopy = 47 (9.4% incidence) Angle between the epiglottis and glottis (less than 50 degrees) had the best sensitivity (81%) and specificity (89%)
Wang, 2022, China [47] OR, elective surgery Chinese adults undergoing elective procedure under general anesthesia Prospective observational Cl grade 2254 Difficult laryngoscope = 142 (6.3% incidence)
Difficult intubation = 51 (2.3% incidence)
Study nomogram (consisting of US measurements and clinical parameters) had AUC 0.933 for difficult laryngoscopy and 0.974 for difficult intubation
Wu, 2014, China [48] OR, elective surgery Han Chinese adults aged 20–65, scheduled to undergo general anesthesia Prospective observational CL grade 203 Difficult laryngoscope = 28 (13.8% incidence) Independent predictors of difficult airway were the distance from skin to (1) hyoid bone, (2) epiglottis, and (3) anterior commissure of VC
Wu, 2022, Taiwan [49] OR, elective surgery Taiwanese adults undergoing laparoscopic sleeve gastrectomy Prospective observational CL grade 80 Difficult laryngoscopy = 17 (21% incidence) Greater neck circumference was independently associated with difficult laryngoscopy in obese patients. CSA of the tongue base may serve as an index to identify high-risk patients before tracheal intubation
Yadav, 2019, India [50] OR, elective surgery Indian adults undergoing elective procedures under general anesthesia Prospective observational CL grade 310 Difficult laryngoscopy = 35 (11.3% incidence) Tongue thickness as a predictor (sensitivity 69.6%, specificity 77%); skin to hyoid bone distance (sensitivity 68%, specificity 73%)
Yao, 2017, China [51] OR, elective surgery Han Chinese adults undergoing elective surgery with general anesthesia Prospective observational Difficult intubation; CL grade 2254 Difficult laryngoscope = 142 (6.3% incidence) Difficult intubation = 51 (2.26% incidence) Tongue thickness > 6.1 cm is an independent predictor for difficult laryngoscopy (sensitivity 0.75, specificity 0.72). Significant predictors were tongue thickness and tongue thickness/TMD ratio
Yao, 2017, China [52] OR, elective surgery Han Chinese adults undergoing elective surgery with general anesthesia Prospective observational CL grade 484 Difficult laryngoscope = 41 (8.5% incidence)
Difficult intubation = 5 (1.0% incidence)
Condylar translation was a significant predictor of difficult laryngoscopy. Condylar translation at ≤1 cm is a meaningful TMJ mobility evaluation predicting difficult laryngoscopy
Zheng, 2021, China [53] OR, elective surgery Han Chinese adults undergoing elective procedures with general anesthesia Prospective observational CL grade 230 Difficult laryngoscopy = 28 (12.2% incidence) Difficult intubation = 12 (5.2% incidence) Midsagittal tongue CSA had highest predictor value for difficult laryngoscopy (sensitivity 71%, specificity 60%) and difficult intubation (sensitivity 39%, specificity 89%)

Abbreviations: AUC, area under the curve; BMI, body mass index; CL, Cormack-Lehane; CSA, cross-sectional area; DA, difficult airway; DSE, distance from skin to epiglottis; ENT, ear, nose, and throat (otolaryngology); ESD, median distance from skin to epiglottis; HMD, hyomental distance; HMDE, hyomental distance with the head in the extended position; HMDN, hyomental distance with the head in the neutral position; HMDR2, hyomental distance in the extended position to that in the neutral position ratio; HSD, hyoid bone skin distance; OCH, oral cavity height; OR, operating room; PEA, pre-epiglottic area; Pre-E, pre-epiglottic distance; Pre-E/aVF, distance from the epiglottis to the anterior vocal folds; Pre-E/E-VC, ratio of pre-epiglottis space distance (Pre-E) and the distance between the epiglottis and the vocal folds; pre-E/pVC, ratio of pre-epiglottis space to distance between epiglottis and posterior vocal folds; ST, distance from skin to thyroid cartilage; THM, thyrohyoid membrane; TMD, thyromental distance; TMJ, temporomandibular joint; ToTR, thickness of tongue root; TT, tongue thickness; US, ultrasound; VC, vocal cords.