Differentiation of Active Corneal Infections from Healed Scars Using Deep Learning

PURPOSE

To develop and evaluate an automated, portable algorithm to differentiate active corneal ulcers from healed scars using only external photographs.

DESIGN

A convolutional neural network was trained and tested using photographs of corneal ulcers and scars.

PARTICIPANTS

De-identified photographs of corneal ulcers were obtained from the Steroids for Corneal Ulcers Trial (SCUT), Mycotic Ulcer Treatment Trial (MUTT), and Byers Eye Institute at Stanford University.

METHODS

Photographs of corneal ulcers (n = 1313) and scars (n = 1132) from the SCUT and MUTT were used to train a convolutional neural network (CNN). The CNN was tested on 2 different patient populations from eye clinics in India (n = 200) and the Byers Eye Institute at Stanford University (n = 101). Accuracy was evaluated against gold standard clinical classifications. Feature importances for the trained model were visualized using gradient-weighted class activation mapping.

MAIN OUTCOME MEASURES

Accuracy of the CNN was assessed via F1 score. The area under the receiver operating characteristic (ROC) curve (AUC) was used to measure the precision-recall trade-off.

RESULTS

The CNN correctly classified 115 of 123 active ulcers and 65 of 77 scars in patients with corneal ulcer from India (F1 score, 92.0% [95% confidence interval (CI), 88.2%-95.8%]; sensitivity, 93.5% [95% CI, 89.1%-97.9%]; specificity, 84.42% [95% CI, 79.42%-89.42%]; ROC: AUC, 0.9731). The CNN correctly classified 43 of 55 active ulcers and 42 of 46 scars in patients with corneal ulcers from Northern California (F1 score, 84.3% [95% CI, 77.2%-91.4%]; sensitivity, 78.2% [95% CI, 67.3%-89.1%]; specificity, 91.3% [95% CI, 85.8%-96.8%]; ROC: AUC, 0.9474). The CNN visualizations correlated with clinically relevant features such as corneal infiltrate, hypopyon, and conjunctival injection.

CONCLUSIONS

The CNN classified corneal ulcers and scars with high accuracy and generalized to patient populations outside of its training data. The CNN focused on clinically relevant features when it made a diagnosis. The CNN demonstrated potential as an inexpensive diagnostic approach that may aid triage in communities with limited access to eye care.

Treatment of Long-term Sudden Sensorineural Hearing Loss as an Otologic Migraine Phenomenon

OBJECTIVES

To describe a cohort of patients presenting with long-term sudden sensorineural hearing loss (SSNHL) treated with prophylactic migraine and intratympanic steroid therapy.

METHODS

Patients presenting to a neurotology clinic at least 6 weeks from SSNHL onset were included. All patients received migraine prophylactic medication (nortriptyline, topiramate, and/or verapamil) and lifestyle changes for at least 6 weeks, as well as intratympanic steroid injections, if appropriate.

RESULTS

Twenty-one patients (43% female) with a mean age of 64 ± 11 years who presented 9 ± 8 months (median = 5) from symptom onset were included. Posttreatment hearing thresholds were significantly improved compared with pretreatment thresholds at 500 Hz (49 ± 19 dB versus 55 ± 20 dB, p = 0.01), 1000 Hz (52 ± 19 dB versus 57 ± 21 dB, p = 0.03), low-frequency pure-tone average (53 ± 15 dB versus 57 ± 17 dB, p = 0.01), and speech-frequency pure-tone average (57 ± 13 dB versus 60 ± 15 dB, p = 0.02). Posttreatment word-recognition-score (WRS) and speech-recognition-threshold (SRT) were also significantly improved (45 ± 28% versus 70 ± 28% and 57 ± 18 dB versus 50 ± 16 dB, respectively, both p < 0.01). Notably, ≥15% improvement in WRS and ≥10 dB improvement in SRT was observed in 13 (68%) and 8 (40%) patients, respectively. Of the 11 patients who presented with initial < 50% WRS, 8 (73%) had improved posttreatment >50% WRS with an average improvement of 39 ± 9%.

CONCLUSIONS

Migraine medications in addition to intratympanic steroid injections significantly improved SRT and hearing frequencies in 40% and 29% of SSNHL patients, respectively, while significant WRS recovery was observed in most (68%) patients. This suggests SSNHL may be an otologic migraine phenomenon, which may be at least partially reversible even after the traditional 30-day postonset window.

Online Ratings and Perceptions of Pediatric Otolaryngologists

OBJECTIVE/HYPOTHESIS

To assess and characterize online ratings and comments on pediatric otolaryngologists and determine factors that correlate with higher ratings.

STUDY DESIGN

Online database analysis.

METHODS

All American Society of Pediatric Otolaryngology (ASPO) members were queried on Healthgrades, Vitals, RateMDs, and Yelp for their online ratings and comments as of June 2020. Ratings were normalized for comparison on a five-point Likert scale. All comments were categorized based on context and positive or negative quality.

RESULTS

Of the 561 ASPO members, 489 (87%) were rated on at least one online platform. Of those rated, 410 (84%) were on Healthgrades, 429 (88%) on Vitals, 236 (48%) on RateMDs, and 72 (15%) on Yelp. Across all platforms, the average overall rating was 4.13 ± 0.03 (range, 1.00-5.00). We found significant positive correlations between overall ratings and specific ratings (P < .001) on all individual topics. In addition, the majority of all narrative comments were related to perceived physician bedside manner and clinical outcome, with negative comments correlating negatively with overall score (P < .05). Time spent with the physician was the only category in which both positive and negative comments showed significant correlation with the overall physician rating (P = .016 and P = .017, respectively). Attending a top-ranked medical school or residency program did not correlate with higher or lower ratings.

CONCLUSIONS

Online ratings and comments for pediatric otolaryngologists are largely influenced by patient and parent perceptions of physician competence, comforting bedside manner, and office and time management.

LEVEL OF EVIDENCE

N/A Laryngoscope, 2021.

Spontaneous Involution of Juvenile Nasopharyngeal Angiofibromas: Report of a Case

Juvenile nasopharyngeal angiofibroma (JNA) is a locally aggressive tumor that predominantly affects adolescent males. Surgical resection is generally considered the standard treatment for both primary and recurrent tumors, regardless of staging. The natural history of these tumors, particularly when untreated or in the setting of residual tumor, is not well characterized. In this article, we report a case of true spontaneous JNA involution. Although the involution of residual tumor after surgical resection has previously been reported, to our knowledge, this is the first documented case of spontaneous JNA involution following a period of tumor growth post-treatment. Laryngoscope, 131:1455-1457, 2021.

Adjuvant Migraine Medications in the Treatment of Sudden Sensorineural Hearing Loss

OBJECTIVES/HYPOTHESIS

To examine the hearing outcomes of patients with sudden sensorineural hearing loss (SSNHL) treated with oral and intratympanic (IT) steroid only or a combination of steroid and migraine treatment. Our hypothesis was that adjuvant migraine medications may improve outcomes in SSNHL.

METHODS

A retrospective chart review at a tertiary otology center was conducted to identify patients with SSNHL who received oral steroid and IT dexamethasone injection(s) with or without migraine medications (a combination of nortriptyline and topiramate).

RESULTS

A total of 47 patients received oral steroid and IT dexamethasone injection(s) only, and 46 patients received oral steroid and IT dexamethasone injection(s) as well as migraine lifestyle changes plus a combination of nortriptyline and topiramate. There were no significant differences in demographics and baseline audiometric data between the two groups. Both groups demonstrated improvements in pure tone average (PTA) and hearing thresholds at 250 Hz and 8000 Hz posttreatment. However, compared to steroid-only group, the adjuvant migraine medications group had significantly greater improvements in hearing thresholds at the lower frequencies (250 Hz, 500 Hz, 1000 Hz). Patients in the latter cohort also had greater improvement in PTA (P = .01) and received fewer IT injections (P = .04) PTA improvement of ≥ 10 dB was observed in 36 patients (78%) in the adjuvant migraine medications group and 22 patients (46%) in the control group (P < .001).

CONCLUSION

In multimodal treatment of SSNHL, supplementing oral and IT steroid with migraine medications may result in greater improvements in lower frequency hearing thresholds and PTA. Furthermore, adjuvant migraine treatment can lead to decrease in number of IT injections, thus reducing procedure-related risks and complications.

LEVEL OF EVIDENCE

3 Laryngoscope, 131:E283-E288, 2021.

The Use of Imaging to Detect Intracranial Tumors in Idiopathic Olfactory Dysfunction: A Systematic Review

Objectives

To review the literature regarding the use of intracranial imaging as a screening tool for idiopathic olfactory loss (IOL) and to review the incidence of identifying a sinonasal or intracranial neoplasm as a result of intracranial imaging.

Methods

A systematic review of published English-language literature was performed using PubMed, Ovid MEDLINE, Scopus, and Cochrane databases.

Results

Of the 694 available abstracts, 5 met inclusion criteria for this review. Out of 470 eligible patients, intracranial imaging identified tumors causing IOL in 8 patients (1.7%). Tumor detection rates ranged from 0% to 4.9%. Of the 470 eligible patients, intracranial imaging detected intracranial or sinonasal pathology, excluding tumors, causing IOL in 53 patients (11%). The findings ranged from 0.77% to 23%. Of the 604 eligible IOL patients, 470 (81%) underwent intracranial imaging, ranging from 53% to 100%.

Conclusions

In most cases, diagnostic imaging in IOL patients is frequently ordered. This study finds computed tomography or magnetic resonance imaging to be an important recommendation given to all patients with IOL. Although the overall rate of detecting tumor from diagnostic imaging is low, it is important to offer diagnostic imaging to this subset of patients to avoid missing tumors at an early stage.

Endocannabinoid System and the Kidneys: From Renal Physiology to Injury and Disease

Introduction: As the prevalence of kidney disease continues to rise worldwide, there is accumulating evidence that kidney injury and dysfunction, whether acute or chronic, is associated with major adverse outcomes, including mortality. Meanwhile, effective therapeutic options in the treatment of acute kidney injury (AKI) and chronic kidney disease (CKD) have been sparse. Many of the effective treatments that are routinely utilized for different pathologies in patients without kidney disease have failed to demonstrate efficacy in those with renal dysfunction. Hence, there is an urgent need for discovery of novel pathways that can be targeted for innovative and effective clinical therapies in renal disease states.

Discussion: There is now accumulating evidence that the endocannabinoid (EC) system plays a prominent role in normal renal homeostasis and function. In addition, numerous recent studies have described mechanisms through which alteration in the EC system can contribute to kidney damage and disease. These include a potential role for cannabinoid receptors in tubulo-glomerular damage and fibrosis, which are common features of AKI, interstitial nephritis, glomerulopathy, and other conditions leading to AKI and CKD.

Conclusion: These findings suggest that manipulating the EC system may be an effective therapeutic strategy for the treatment of kidney disease and injury. However, further mechanistic studies are needed to fully delineate the role of this system in various conditions affecting the kidneys. Furthermore, while most of the current literature is focused on the role of the EC system as a whole in renal pathophysiology, future studies will also need to clarify the contribution of each component of this system, including the EC mediators, in the pathogenesis of kidney disease and their potential role as part of a therapeutic strategy.