Pediatric Primary Tympanoplasty Outcomes With Autologous and Non-autologous Grafts

A Proof-of-Concept Computer Vision Approach for Measurement of Tympanic Membrane Perforations

OBJECTIVE

Size, an important characteristic of a tympanic membrane perforation (TMP), is commonly assessed with gross estimation via visual inspection, a practice which is prone to inaccuracy. Herein, we demonstrate feasibility of a proof-of-concept computer vision model for estimating TMP size in a small set of perforations.

METHODS

An open-source deep learning architecture was used to train a model to segment and calculate the area of a perforation and the visualized tympanic membrane (TM) in a set of endoscopic images of mostly anterior and relatively small TMPs. The model then computed relative TMP size by calculating the ratio of perforation area to TM area. Model performance on the test dataset was compared to ground-truth manual annotations. In a validation survey, otolaryngologists were tasked with estimating the size of TMPs from the test dataset. The primary outcome was the average absolute error of model size predictions and clinician estimates compared to sizes determined by ground-truth manual annotations.

RESULTS

The model's average absolute error for size predictions was a 0.8% overestimation for all test perforations. Conversely, among the 38 survey respondents, the average clinician error was a 11.0% overestimation (95% CI, 5.2-16.7%, p = 0.003).

CONCLUSIONS

In a small sample of TMPs, we demonstrated a computer vision approach for estimating TMP size is feasible. Further validation studies must be done with significantly larger and more heterogenous datasets.

LEVEL OF EVIDENCE

N/A Laryngoscope, 134:2906-2911, 2024.

Trichloroacetic acid Alloderm™ Myringoplasty as a novel option for tympanic membrane reconstruction in children

PURPOSE

A novel "Modified TCA Alloderm™ Myringoplasty" (TCA myringoplasty) technique for reconstruction of uncomplicated chronic tympanic membrane (TM) perforations is described.

MATERIALS AND METHODS

Descriptive surgical technique for TCA myringoplasty on 12 total patients from 1/1/2020 to 12/31/2020. 3 patients were excluded for incomplete records. Statistical analysis employed Wilcoxon signed-rank tests. Both structural (pre/post visual inspection and tympanogram) and functional (pre/post pure tone average, PTA) outcome measures are reported.

RESULTS

12 total ears were analyzed from 9 patients. Average age at surgery was 6 (range 3-22). Perforation size ranged from 10 to 60 %. Rate of structural success was 100 %. Functionally, postoperative PTA were significantly decreased from preoperative (mdn(range) = 18.44(13.13-24.38) vs mdn(range) = 11.25(6.25-22.50), p = .008). Only one TM required >1 procedure to achieve closure.

CONCLUSIONS

Chronic TM perforations are typically reconstructed via Type I tympanoplasties with temporalis fascia, reserving myringoplasty for favorable perforations (<25 % in size and posterior). Our novel TCA myringoplasty technique has excellent outcomes independent of size and location. We apply a chemical peel concept to a modified myringoplasty technique, obviating incisions and graft harvest. Advantages of Alloderm™ include: 1) a more rigid graft, facilitating manipulation and precise placement; 2) various size and thickness options, especially useful for dimeric tympanic membranes, tympanolysis of adhesions, and bilateral perforations; 3) no donor morbidity and harvest time; 4) autologous tissue preservation. The sole disadvantage of cost is mitigated by reduced operative time and complication management. This study revealed encouraging proof-of-concept preliminary data warranting prospective and sufficiently powered analysis, supporting the technique as a viable alternative to the gold standard.