Classification of laryngeal diseases including laryngeal cancer, benign mucosal disease, and vocal cord paralysis by artificial intelligence using voice analysis

Voice change is often the first sign of laryngeal cancer, leading to diagnosis through hospital laryngoscopy. Screening for laryngeal cancer solely based on voice could enhance early detection. However, identifying voice indicators specific to laryngeal cancer is challenging, especially when differentiating it from other laryngeal ailments. This study presents an artificial intelligence model designed to distinguish between healthy voices, laryngeal cancer voices, and those of the other laryngeal conditions. We gathered voice samples of individuals with laryngeal cancer, vocal cord paralysis, benign mucosal diseases, and healthy participants. Comprehensive testing was conducted to determine the best mel-frequency cepstral coefficient conversion and machine learning techniques, with results analyzed in-depth. In our tests, laryngeal diseases distinguishing from healthy voices achieved an accuracy of 0.85-0.97. However, when multiclass classification, accuracy ranged from 0.75 to 0.83. These findings highlight the challenges of artificial intelligence-driven voice-based diagnosis due to overlaps with benign conditions but also underscore its potential.

Changing Trend in the Etiological Spectrum of Hoarseness of Voice in Rural India: A Prospective Hospital-Based Study

Hoarseness of voice is one of the common symptoms with which patient presents to an otorhinolaryngologist. Hoarseness is a symptom of diverse etiology. The aim of the study was to study the problem of hoarseness relating to its incidence and to identify the common etiologies and predisposing factors leading to hoarseness of voice. This study comprises of 70 cases of hoarseness presenting to Department of Otorhinolaryngology, VIMS, Ballari, Karnataka from October 2015 to March 2017. After taking a thorough history, a complete otolaryngological examination was carried out and supported by relevant investigations, diagnosis was reached. The incidence of hoarseness of voice was noted to be 0.21% in our study. The majority of patients were in 31-40 years and 51-60 years of age group, and male to female ratio was 3.7:1, farmers constituted single largest group (34.3%), and most of the patients were from the rural area (82.9%). Smoking was the commonest habit (54.29%) predisposing to hoarseness of voice. Maximum patients presented with hoarseness of duration of 1-3 months. Laryngeal malignancy was the commonest aetiology noted in our study (38.6%). A complaint of hoarseness may represent a serious disease and, therefore, should not be ignored, especially if present for more than 2 weeks. It needs a complete evaluation to rule out malignancy as a cause.

Laryngeal Metastatic Lesions: A Literature Review

BACKGROUND

Cancer ravages all aspects of a patient's life. In recent decades, there has been a substantial paradigm shift in the treatment of cancer with an emphasis on quality of life and patient comfort. Patients are treated holistically, a complex task given how multifaceted cancers are. Voice, a subtle indicator of patients' well-being is affected commonly by malignancies. One of the various ways by which voice is disturbed by non-laryngeal cancers is through metastasis to the larynx and adjacent areas. Metastasis to the larynx is rare but well-documented. If not diagnosed in a timely fashion, it can have devastating consequences on patients from life-threatening airway obstruction to progressive dysphonia that erodes their quality of life. Metastatic lesions of the larynx usually appear submucosal with intact overlying mucosa and are located most commonly in the supraglottis. Deep biopsies usually are needed for diagnosis, and management may entail endoscopic resection or other treatments.

OBJECTIVES

This paper reviews the literature to identify typical features of laryngeal metastatic lesions of the ten cancers that are among the most common worldwide, ie, skin, renal, breast, colorectal, lung, prostate, thyroid and liver. By summarizing their most prevalent locations in the larynx, type and appearance, the authors hope to aid physicians in their diagnostic process, particularly in cases in which laryngeal involvement is the first presenting sign of a malignancy.

Prognostic value of the maximum standardized uptake value for the locoregional control in early glottic cancer

Purpose

To evaluate the prognostic value of the pretreatment maximum standardized uptake value (SUVmax) for locoregional control (LRC) of early glottic cancer treated with primary radiotherapy.

Materials and Methods

We retrospectively reviewed the medical records of 101 patients with T1-T2N0 glottic cancer treated with helical tomotherapy between 2013 and 2016. The clinical T-stages were T1 in 87 (86.1%) and T2 in 14 (13.9%) patients. The median total dose was 63 Gy (63–67.5 Gy) in 2.25 Gy per fraction. The survival outcomes were plotted using Kaplan-Meier curves. Receiver operating characteristic curves were used to assess the optimal SUVmax cut-off value for predicting locoregional recurrence.

Results

The median follow-up period was 58 months (range, 11 to 90 months). The 5-year overall survival (OS) and locoregional recurrence-free survival rates were 96.8% and 85.4%, respectively. The median pretreatment SUVmax of the primary tumor for all 101 patients was 2.3 (range, 1.1 to 9.1). The best cut-off value for SUVmax for predicting LRC was 3.3, with a sensitivity of 78.6% and specificity of 73.6%. Univariate analysis showed that T-stage, overall treatment time (≥43 days), and high SUVmax (≥3.3) were significant predictors of LRC. Multivariate analysis showed that LRC was independently affected by a high SUVmax (≥3.3) (hazard ratio = 5.505, p = 0.020).

Conclusion

High pretreatment SUVmax (≥3.3) is a negative prognostic factor for LRC in early glottic cancer patients treated with primary radiotherapy.

Circulating immune parameters-based nomogram for predicting malignancy in laryngeal neoplasm

BACKGROUND

Malignancy prediction remains important to preoperative diagnosis and postoperative follow-up in laryngeal neoplasm.

AIM

To evaluate the circulating immune population and develop a nomogram for prediction of malignancy in patients with laryngeal neoplasm.

METHODS

A primary cohort of 156 patients was divided into laryngeal benign lesion, premalignant lesion and malignant lesion groups. Peripheral blood from patients was measured by blood routine test and flow cytometry. A nomogram was developed and applied to a validation cohort containing 55 consecutive patients.

RESULTS

Age, gender and seven circulating immune parameters exhibited significant differences between laryngeal benign lesion and premalignant lesion. The nomogram incorporated predictors, including gender, age, smoke index, proportions of monocytes, CD8+ T cells, CD4+ T cells, B cells and CD4/CD8+ T cell ratio. It showed good discrimination between laryngeal premalignant lesion and malignant lesion, with a C-index of 0.844 for the primary cohort. Application of this nomogram in the validation cohort (C-index, 0.804) still had good discrimination and good calibration. Decision curve analysis revealed that the nomogram was clinically useful.

CONCLUSION

This novel nomogram, incorporating both clinical risk factors and circulating immune parameters, could be appropriately applied in preoperative individualized prediction of malignancy in patients with laryngeal neoplasm.

Clinical Analysis of Laryngeal Spindle Cell Carcinoma

AIMS

To investigate the clinical features, treatment, and outcomes of laryngeal spindle cell carcinoma (SpCC).

METHODS

Between 2005 and 2014, patients from our hospital with SpCC of the larynx were retrospectively analyzed alongside patient data from the SEER database of America.

RESULTS

A total of 11 patients with SpCC of the larynx were diagnosed and underwent surgery in our hospital. All patients were male and all tumors were located in the glottis. The 3- and 5-year OS rates were both 54.5%. In the SEER database, 148 patients were diagnosed with SpCC of the larynx. The 3- and 5-year OS rates were 72.8 and 63.2%, respectively. According to the comparison of propensity score-matched analysis, the OS was longer in squamous cell carcinoma (SCC) of the larynx (p < 0.0001).

CONCLUSION

SpCC of the larynx is rare and typically originates in the glottis. Its prognosis is worse than that of laryngeal SCC, and surgery is a reasonable treatment strategy.

Human papilloma virus-associated metachronous squamous cell carcinoma of the larynx and uterine cervix: Case report and review of the literature

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Human papilloma virus is associated to squamous cell carcinoma of the larynx and uterine cervix.

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Laryngeal squamous cell carcinoma patients may need more frequent cervical cancer screening with Pap smear and high risk HPV.

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The role of HPV vaccine to prevent laryngeal carcinoma needs to be explore.

60 year old woman with a history of laryngeal carcinoma-HPV 16 positive, presents seven years later with an abnormal Pap smear. Cervical biopsy showed squamous cell carcinoma. Clinical stage was IB1. Patient underwent open radical hysterectomy and lymphadenectomy. Based on pathologic findings no adjuvant therapy was recommended. Uterine cervix carcinoma was also positive for HPV-16. There are no guidelines for cervical cancer screening in patients with laryngeal cancer and vice versa. Our recommendation is that patient with HPV-positive laryngeal cancer should be encouraged HPV vaccine as current guidelines, but more frequent screening, as recommended for women with specific co-morbid conditions, needs to be investigated. Research is needed to assess the role of screening for laryngeal cancer in women with cervical cancer and the effect of HPV vaccine on laryngeal cancer prevention.

Clinical outcome and comparison between squamous and non-squamous cell carcinoma of the larynx

Background: The various pathological types of non-squamous cell carcinomas (nSCCs) of the larynx accounted for about 5% laryngeal malignancies, but the knowledge regarding these pathological behaviors, therapeutic models and prognostic factors was limited.Objectives: To investigate the clinical characteristics and the survival outcomes of nSCCs of the larynx.Material and methods: A total of 106 patients diagnosed with laryngeal nSCC between 2003 and 2014 were retrospectively investigated from a cohort of 4,796 patients with laryngeal malignancies.Results: Spindle cell carcinoma, malignant salivary gland carcinoma, neuroendocrine carcinoma, non-Hodgkin's lymphomas, and carcinosarcoma accounted for the majority of the nSCCs of the larynx. In laryngeal nSCCs (excluding non-Hodgkin lymphomas), there was no significant difference in overall survival (OS) by tumor subsite (p = .818), clinical-stage (p = .051) or T stage (p = .412), but the difference in OS by N stage was statistically significant (p = .001). Upon comparison of propensity score-matched groups, the OS was longer in SCCs of the larynx (p = .0004).Conclusions and significance: Primary nSCC of the larynx is rare, and its diagnosis depends on comprehensive immunohistochemical examination, as the clinical characteristics are non-specific compared with SCC. The overall prognosis of nSCC is relatively poor compared with that of SCC in the larynx.

Comparative efficacy of six therapies for Hypopharyngeal and laryngeal neoplasms: a network meta-analysis

Background

Hypopharyngeal and laryngeal neoplasms are both fatal and hard to catch in early stages. Yet which treatment is the most efficacious one still remain unanswered. This network meta-analysis (NMA) was conducted to investigate effectiveness of six therapies being utilized in clinical practice nowadays.

Methods

PubMed and Embase were retrieved to synthesize data. Direct and indirect evidence was combined to compare efficacy of treatments. A relative ranking of the six regimens was calculated by the surface under the curve ranking area (SUCRA).

Results

A total of 28 trials with 9109 patients were included in our NMA. Five endpoints investigated included 3/5-year overall survival (3/5-OS), 3/5-year disease free survival (3/5-DFS) and 5-year overall survival rate (5-OSR). In terms of all efficacy outcomes, radiotherapy combined with surgery (RT + S) proved to be better than other therapies while radiotherapy (RT) alone also performed well. Induction chemoradiotherapy (ICRT) was the best regarding 3-DFS (SUCRA = 0.846) while current chemoradiotherapy (CCRT) ranked first in 5-DFS (SUCRA = 0.933) according to SUCRA results. No significant differences were demonstrated in 5-DFS and 5-OSR as shown in the results of NMA.

Conclusions

RT combined with surgery turned out to be optimal therapy of all the outcomes while the efficacy of RT was relatively poorer in the treatment of patients with larynx stage III-IV and hypopharynx stage II-IV. Also, the good performance of CCRT and ICRT in terms of DFS made them as secondary recommended therapies. There is no significant difference between surgery and transoral laser microsurgery (TLM) alone.

Electronic supplementary material

The online version of this article (10.1186/s12885-019-5412-z) contains supplementary material, which is available to authorized users.

[Incidence and mortality of laryngeal cancer in China, 2014]

Objective: To estimate the incidence and mortality of laryngeal cancer in China based on the cancer registration data in 2014, collected by the National Central Cancer Registry (NCCR), and to provide support data for the control and prevention of laryngeal cancer. Methods: The incident and death data of laryngeal cancer in 2014 from 339 cancer registries met the quality criteria of NCCR, and then adopted for analysis. The incident and death number, crude rate, age standardized rate, truncated rate and proportion which stratified by areas (urban/rural) and age were calculated. The nationwide incidence and mortality of laryngeal cancer in 2014 were estimated by combining with those data on national population in 2014. Chinese population census in 2000 and Segi's population were used for age-standardized incidence/mortality rates. Results: It was estimates that 23.4 thousand new cases of laryngeal cancer occurred in China in 2014. There were 20.8 thousand males and 2.6 thousand females. And 14.5 thousand occurred in urban areas, while 8.9 thousand in rural areas. The age standardized rates of incidence by world standard population (ASRs world) in male, female and both genders were 2.05/100, 000, 0.24/100, 000 and 1.14/100, 000, respectively, whereas those were 1.22/100, 000 and 1.03/100, 000 for urban and rural areas. The incidence was much higher in males than females, and slightly higher in urban areas than those in rural areas. Moreover, it was estimates that 13.2 thousand death cases of laryngeal cancer occurred in China in 2014. There were 11.5 thousand males and 1.7 thousand females. And 7.8 thousand occurred in urban areas, while 5.4 thousand in rural areas. The age standardized rates of mortality by ASRs world in male, female and both genders were 1.08/100, 000, 0.14/100, 000 and 0.60/100, 000, respectively, whereas those were 0.60/100, 000 and 0.59/100, 000 for urban and rural areas. The mortality was much higher in males than females, and slightly higher in urban areas than those in rural areas. In males, the age specific incidence and mortality of laryngeal cancer increased greatly from 40-44 and 45-44 years old, respectively, and peaked at age group of 75-79 and >85 years old. In females, the age specific incidence and mortality increased slowly from 50-54 and 60-64 years old, respectively, and peaked at age group of 80-84 and >85 years old. The trends remained similar in urban and rural areas, except for the different peak ages. Conclusions: The incidence and mortality of laryngeal cancer in China are at middle-low levels worldwide, and there are obvious differences between urban and rural areas with distinct gender disparity. Comprehensive prevention and control strategies should be carried out according to local status and age groups.

Variation in prognosis of early laryngeal carcinoma after different types of cordectomy with transoral laser microsurgery

BACKGROUND

The lack of standardized treatment is problematic in laser surgery for laryngeal cancer, and may result in an increased recurrence rate. This study analyzed the prognosis of early laryngeal carcinoma after different types of cordectomy with laser surgery.

METHODS

A cohort of 818 patients with stage Tis or T1 primary early glottic squamous cell carcinoma treated with CO₂ laser surgery was retrospectively analyzed.

RESULTS

Of the 818 patients, According to the Kaplan-Meier method, the rate of 5-year overall survival was 92.8%, and the rates for 5-year disease-specific survival and 5-year locoregional control were 96.9% and 91.3%, respectively. Among the T1 patients, type II cordectomy with laser surgery had a significant impact on the 5-year locoregional control rate, but no obvious impact on the 5-year overall survival rate.

CONCLUSIONS

There must be sufficient depth and extent of excision in T1 patientsand in early carcinoma especially those with possible microinvasive carcinoma.

Diagnosis and Management of Solitary Laryngeal Neurofibromas

Solitary laryngeal neurofibromas are exceedingly rare with only 14 cases reported in the previous literature. Herein, we reported a case of solitary laryngeal neurofibroma and reviewed all the published cases of this disease on the clinical manifestations and management options. Patients with solitary laryngeal neurofibromas can present with a variety of respiratory symptoms. Immunohistochemical examination of tumor specimen is critical for pathologic diagnosis and complete surgical resection is the optimal therapy. Endoscopic microsurgeries followed by CO₂ laser management of the surgical border may be effective on preventing recurrence. Depending on the location, size and invasiveness of the lesions, the management and prognosis vary among patients. Long-term follow-up is highlighted owing to the possibility of recurrence during a long period of time after surgery.

[Diagnostic value of enhanced CT/MRI for thyroid cartilage invasion by malignant tumor]

Objective: To evaluate the values of enhanced CT and MRI for the diagnosis of thyroid cartilage invasion by laryngeal and hypopharyngeal cancer. Methods: One hundred and ninety-seven patients with primary laryngeal or hypopharyngeal cancer treated with surgery between January 2013 and December 2014 were included in this study. All patients underwent enhanced CT and MRI before surgery. With MRI using the techniques of fast recovery fast spin echo (FRFSE), spin echo echo planar imaging (SE-EPI) and diffusion weighted imaging (DWI), thyroid cartilage invasion was evaluated and the results of postoperative histopathological examination was used as a gold standard for the determination of thyroid cartilage invasion. The sensitivity, specificity, positive predictive value and negative predictive value of enhanced CT or MRI in detecting thyroid cartilage invasion by laryngeal and hypopharyngeal cancer were evaluated. Data were analyzed with SPSS17.0 software. Results: Among 197 patients, there were 35 cases with supraglottic laryngeal cancer, 92 cases with glottic laryngeal cancer, 9 cases with subglottic laryngeal cancer, and 61 cases with hypopharyngeal cancer. Postoperative pathologycal examinations showed that 63 (32.0%) of 197 patients had thyroid cartilage invasion by tumor. Based on TNM classification of AJCC (American Joint Commission for Cancer, 2010), there were 36 cases at T2 stage, 109 cases at T3 and 52 cases at T4; 117 cases with N0, 46 cases with N1 and 34 cases with N2. The sensitivity, specificity, positive predictive value and negative predictive value of CT for the detection of thyroid cartilage invasion were respectively 57%, 86%, 65% and 81%, and those of MRI were respectively 94%, 87%, 78% and 97%. Kappa values were 0.45 for CT and 0.77 for MRI in diagnosis of thyroid cartilage invasion, with statistically significant difference (χ(2)=6.78, P<0.05). Conclusion: MRI (FRFSE and SE-EPI DWI) has more advantages than CT in the diagnosis of thyroid cartilage invasion by laryngeal or hypopharyngeal cancer.

Organ preservation with chemoradiation in advanced laryngeal cancer: The problem of generalizing results from randomized controlled trials

BACKGROUND

The primary goal of treatment in advanced laryngeal cancer is to achieve optimal oncologic outcomes while preserving function and quality of life. Combination of chemotherapy and radiation has been popularized as an alternative to surgery for patients facing total laryngectomy. However, survival analyses from large, population-based databases have not duplicated results reported from randomized trials.

METHODS

A comprehensive literature review was undertaken to try to better understand the reasons why results differ among randomized trials and population cohort studies.

RESULTS

A variety of reasons are discussed, including differences in patient staging, selection bias, complexity bias, inconsistent terminology, patient compliance and treatment expertise.

CONCLUSIONS

Personalized treatment considering all factors is critical for optimal outcomes. In general, evidence supports total laryngectomy for patients with T4 cancers. Definitive chemoradiotherapy strategies are acceptable alternatives for T3 cancers, provided that all resources for the administration of the treatment, follow-up and surgical salvage are available.

Usefulness of radiologic examinations for diagnosing level VI lymph node metastasis in patients with laryngohypopharyngeal carcinoma

The aim of this study was to estimate the usefulness of imaging modalities for diagnosing level VI lymph node metastasis in patients with laryngohypopharyngeal cancer. A retrospective review of 138 patients with squamous cell carcinoma of the larynx or hypopharynx who underwent central compartment neck dissection (CCND) was performed. Level VI metastasis occurred in 29 of 138 (21 %) patients. CT accuracy and sensitivity for level VI lymph node was 85.5 and 48.3 %, respectively. Respective values for MRI, US, and PET were 84.4 and 41.4 %, 87.7 and 44.8 %, and 81.2 and 34.5 %. CT combined with US demonstrated the best result in sensitivity (51.7 %) and negative predictive value (NPV) (88.1 %) compared to those of other imaging techniques. CT combined with US could improve sensitivity and NPV compared to CT or US alone. Considering cost-effectiveness and the highest results in all parameters compared to those of other combinations of imaging techniques, CT combined with US could be the best preoperative imaging modalities for evaluating laryngohypopharyngeal cancer. However, these imaging techniques are not absolutely reliable methods for detecting occult metastasis in the level VI due to high false-negative rates. Elective CCND should be considered in indicated patients (>N2b, T4), even if physical examinations and the radiologic findings of level VI nodes are negative.

Expression of human papillomavirus and prognosis of juvenile laryngeal papilloma

The aim of this study was to evaluate the correlation between clinical behavior and expression of human papillomavirus (HPV) in patients with juvenile laryngeal papillomatosis, in an attempt to develop an effective molecular biological method to predict prognosis. We included 37 patients with juvenile laryngeal papillomatosis in the study group and 10 cases each of juvenile vocal cord polyps and juvenile normal laryngeal mucosa as the control group. We detected HPV by immunocytochemistry and in situ hybridization, identified the virus type, and measured HPV-DNA content using a computer-assisted, color pathological image-analysis system. Additionally, we conducted a retrospective study with regard to the patients' clinical history to evaluate the prognosis. The data of the 2 groups were compared and statistically analyzed, including a correlation with prognosis. In the study group, 67.3% (25/37) were positive for HPV-Ag by immunocytochemistry; whereas 53.2%, 45.8%, and 25.4% were positive for HPV6b-DNA, HPV11-DNA, and HPV6b+11-DNA, respectively, by in situ hybridization. HPV was not detected in the control group. There was a significant difference between two groups (P < 0.05). Compared to HPV11-DNA-positive cases, those that were positive for HPV6b-DNA and HPV6b+11-DNA showed lower results on average, for age at first diagnosis and self-relief, number of surgeries, and interval between surgeries. Our findings suggest that immunocytochemistry and in situ hybridization are useful methods to evaluate the prognosis of juvenile laryngeal papilloma (JLP) and that HPV6b-positivity can be used as an index to predict the development and outcome of JLP.

The effect of midline crossing of lateral supraglottic cancer on contralateral cervical lymph node metastasis

CONCLUSION

The degree of midline crossing of lateral supraglottic cancer does not significantly change its rate of contralateral cervical metastasis. The rate of occult metastasis is too high to take the risk of contralateral regional recurrence. We support routine bilateral neck dissection even in lateral supraglottic cancers with no or minimal midline crossing.

OBJECTIVES

Data on the rate of contralateral cervical metastasis of laterally located supraglottic cancer, the effect of its degree of midline crossing on contralateral cervical metastasis, and its treatment are still controversial.

METHODS

This was a retrospective cohort, chart review involving 305 surgically treated patients with T1-3 squamous cell carcinoma of the supraglottic larynx. In all, 184 patients had bilateral neck dissection; 86 N0 contralateral necks were followed up. Thirty-five patients who needed postoperative radiation therapy because of the primary tumor or ipsilateral neck dissection specimen also received radiation therapy to the contralateral neck. The degree of midline crossing at the epiglottis was measured on a laryngectomy specimen with a ruler and expressed as 'no,' '<5 mm' or '≥5 mm.'

RESULTS

The rates of occult and overall contralateral metastasis in our series were 16% and 28%, respectively. There was no statistically significant difference between contralateral neck metastasis and recurrence rates in the neck dissection, follow-up, and irradiation groups according to the degree of midline crossing.

Basaloid squamous cell carcinoma - larynx

Basaloid squamous cell carcinoma is a rare variant of squamous cell carcinoma, Larynx has been an uncommon site of this tumour which is said to have aggressive biological behaviour with high incidence of cervical and distant metastasis along with second primary. Two cases of laryngeal basaloid squamous cell carcinoma are reported with relevant review of literature. The submucosal spread of tumour is highlighted alongwith role of preoperative radio therapy.