ABSTRACT
BACKGROUND: The therapeutic strategy for mycetoma relies heavily on the identification of the causative agents, which are either fungal or bacterial. While histopathological examination of surgical biopsies is currently the most used diagnostic tool, it requires well-trained pathologists, who are lacking in most rural areas where mycetoma is endemic. In this work we propose and evaluate a machine learning approach that semi-automatically analyses histopathological microscopic images of grains and provides a classification of the disease as eumycetoma or actinomycetoma. METHODS: The computational model is based on radiomics and partial least squares. It is assessed on a dataset that includes 890 individual grains collected from 168 patients originating from the Mycetoma Research Centre in Sudan. The dataset contained 94 eumycetoma cases and 74 actinomycetoma cases, with a distribution of the species among the two causative agents that is representative of the Sudanese distribution. RESULTS: The proposed model achieved identification of causative agents with an accuracy of 91.89%, which is comparable to the accuracy of experts from the domain. The method was found to be robust to a small error in the segmentation of the grain and to changes in the acquisition protocol. Among the radiomics features, the homogeneity of mycetoma grain textures was found to be the most discriminative feature for causative agent identification. CONCLUSION: The results presented in this study support that this computational approach could greatly benefit rural areas with limited access to specialized clinical centres and also provide a second opinion for expert pathologists to implement the appropriate therapeutic strategy.
Subject(s)
Mycetoma , Humans , Mycetoma/diagnostic imaging , Biopsy , Sudan/epidemiologyABSTRACT
BACKGROUND: Ultrasound (US)-guided fine-needle aspiration cytology (US-FNAC) has improved the diagnosis of many malignancies, infections and other diseases as it is safe, simple, quick and accurate. In mycetoma, it is assumed that this technique may have a better diagnostic yield than the conventional FNAC as it can accurately identify the optimal site for the aspiration. OBJECTIVE: To compare the diagnostic yield of conventional FNAC with US-FNAC. METHODS: This descriptive cross-sectional hospital-based study included 80 patients with clinically suspected mycetoma. RESULTS: Of the 80 patients included, 35 proved to have actinomycetoma, and 37 had eumycetoma based on surgical biopsies, histopathological examination and the culture of grains. Eight patients appeared to have no mycetoma. For actinomycetoma diagnosis, the US-guided FNAC improved sensitivity to 97% and negative predictive value (NPV) to 83% compared to the conventional FNAC, which had 63% sensitivity; and NPV of 28%. No improvement was found for specificity. For eumycetoma, the conventional FNAC had 86.5% sensitivity, 100% specificity, 100% PPV and 37.5% NPV. The US-FNAC for the diagnosis of eumycetoma had 100% sensitivity and specificity. CONCLUSIONS AND RELEVANCE: The obtained results showed that US-FNAC is better than the conventional FNAC with lower false-negative results. It can accurately distinguish between the two types of mycetoma, allowing rapid initiation of proper treatment. The technique can be used in rural areas with low resources and for epidemiological surveys as a quick screening tool for patients suspected of mycetoma.
Subject(s)
Mycetoma , Biopsy, Fine-Needle , Cross-Sectional Studies , Humans , Mycetoma/diagnostic imaging , Sensitivity and Specificity , Ultrasonography, InterventionalABSTRACT
Dermoscopy of mycetoma has white structures as the predominant feature, while white scale and yellowish structures were also consistent in our findings with available literature.
Subject(s)
Dermoscopy , Mycetoma , Humans , Mycetoma/diagnostic imaging , ResearchABSTRACT
Mycetoma is a neglected tropical disease which is endemic in Senegal. Although this subcutaneous mycosis is most commonly found on the foot, extrapodal localisations have also been found, including on the leg, knee, thigh, hand, and arm. To our knowledge, no case of blood-spread eumycetoma has been reported in Senegal. Here, we report a case of pulmonary mycetoma secondary to a Madurella mycetomatis knee eumycetoma. The patient was a 41-year-old farmer living in Louga, Senegal, where the Sudano-Sahelian climate is characterised by a short and unstable rainy season and a steppe vegetation. He suffered a trauma to the right more than 20 years previously and had received treatment for more than 10 years with traditional medicine. He consulted at Le Dantec University Hospital in Dakar for treatment of a right knee mycetoma which had been diagnosed more than 10 years ago. He had experienced a chronic cough for more than a year; tuberculosis documentation was negative. Grains collected from the knee and the sputum isolated M. mycetomatis, confirmed by the rRNA gene ITS regions nucleotide sequence analysis. An amputation above the knee was performed, and antibacterial and antifungal therapy was started with amoxicillin-clavulanic acid and terbinafine. The patient died within a month of his discharge from hospital.
Subject(s)
Knee Injuries/complications , Knee/microbiology , Lung Diseases, Fungal/microbiology , Madurella , Mycetoma/microbiology , Adult , Fatal Outcome , Humans , Lung Diseases, Fungal/diagnostic imaging , Mycetoma/diagnostic imaging , Mycetoma/etiology , SenegalABSTRACT
Mycetoma is a recognised neglected tropical disease that for a long time has been accorded inadequate attention across the globe. It is a chronic destructive inflammatory disease caused by fungi (eumycetoma) or actinomycetes (actinomycetoma). Mycetoma treatment depends on an accurate and precise diagnosis. The cornerstone for proper disease diagnosis is identification of the causative organisms, but also critical for diagnosis and management planning is determination of its extent along and across tissue planes. An initial diagnosis is made after clinical assessment. Clinical examination alone does not identify the causative organism nor does it detect the spread of disease along the different tissue planes and bone. Imaging techniques, such as radiography, ultrasonography, computed tomography scan and magnetic resonance imaging can be used to determine the extent of lesions. In this communication, the Mycetoma Research Centre, World Health Organization Collaborating Centre on Mycetoma, University of Khartoum, presents its experience and recommendations on mycetoma diagnostic imaging.
Subject(s)
Actinobacteria , Mycetoma , Humans , Magnetic Resonance Imaging , Mycetoma/diagnostic imaging , Neglected Diseases , RadiographySubject(s)
Catheterization/instrumentation , Kidney Diseases/therapy , Mycetoma/therapy , Adolescent , Child, Preschool , Female , Humans , Infant , Kidney Diseases/diagnostic imaging , Kidney Diseases/microbiology , Male , Mycetoma/diagnostic imaging , Mycetoma/microbiology , Retrospective Studies , Suction , Treatment OutcomeABSTRACT
We present the ultrasonographic morphology of an actinomycetoma of the foot at 18 and 70 MHz (high-frequency and ultrahigh-frequency ultrasound, respectively), and describe an ultrasonographic sign that may help to discriminate between eumycetoma and actinomycetoma called the "bright hyperechoic halo." To date, this is the first report on the morphology of mycetoma at 70 MHz with a clinical, ultrasonographic, and histologic correlation of the images, which provides ultrasound images that are very similar to the lower magnification of histology.
Subject(s)
Mycetoma , Foot/diagnostic imaging , Humans , Mycetoma/diagnostic imaging , UltrasonographySubject(s)
Ear Diseases/diagnosis , Ear Diseases/microbiology , Mycetoma/diagnosis , Tropical Climate , Adolescent , Ear Canal/microbiology , Ear Diseases/diagnostic imaging , Ear Diseases/surgery , Facial Paralysis/etiology , Hearing Loss/etiology , Humans , Male , Mycetoma/complications , Mycetoma/diagnostic imaging , Mycetoma/surgery , Sudan , Tomography, X-Ray ComputedABSTRACT
BACKGROUND AND OBJECTIVE: Mycetoma of the foot, commonly referred to as Madura foot, is a chronic granulomatous infection, which impacts vascularization of the affected region. This study aimed to evaluate foot mycetoma using Doppler and sonography techniques to identify the principle sonographic features and blood flow patterns associated with the condition. MATERIALS AND METHODS: This was a cross-sectional prospective single-center study conducted at the Mycetoma Research Center (MCR) in Khartoum State, Sudan. Sixty patients with Madura foot were examined using a Duplex ultrasound machine with a 7-10 MHZ linear probe. Data was analyzed using SPSS software. The distribution of demographic data was evaluated by simple descriptive statistics. Statistical tests was performed using Student's independent t-tests to compare different forms of mycetoma and Chi-square tests to examine differences in blood flow patterns between fungal (eumycetoma) and bacterial (actinomycetoma) forms of the infection. RESULTS: The presence of multiple cavities and aggregated grains were more common in eumycetoma than in actinomycetoma. The echotexture was significantly more heterogeneous in eumycetoma than in actinomycetoma (p = 0.03). Eumycetoma had higher vascularity than actinomycetoma. CONCLUSION: Mycetoma has characteristic sonographic features and patterns of vascularity, which are essential to differentiate between the fungal and bacterial forms of mycetoma.
Subject(s)
Foot Diseases/diagnostic imaging , Mycetoma/diagnostic imaging , Ultrasonography, Doppler, Color/methods , Adult , Cross-Sectional Studies , Female , Foot/blood supply , Foot Diseases/drug therapy , Foot Diseases/microbiology , Humans , Male , Mycetoma/drug therapy , Mycetoma/microbiology , Prospective Studies , Regional Blood Flow , SudanSubject(s)
Actinobacteria , Foot Diseases/diagnosis , Foot Diseases/microbiology , Mycetoma/diagnosis , Mycetoma/microbiology , Actinomadura , Adult , Anti-Bacterial Agents/therapeutic use , Foot Diseases/diagnostic imaging , Foot Diseases/drug therapy , France , Humans , Male , Mali , Mycetoma/diagnostic imaging , Mycetoma/drug therapy , RNA, Ribosomal, 16S/genetics , Travel-Related Illness , Trimethoprim, Sulfamethoxazole Drug Combination/therapeutic useABSTRACT
BACKGROUND: Mycetoma is a chronic, localized infection caused by fungi and bacteria. It usually affects the skin, subcutaneous tissue, and bone of exposed areas with deformity of the affected limb, ulcers, and fistula; however, pain is not severe, therefore the patient comes late to hospital for care. OBJECTIVE: To establish the diagnosis of mycetoma in the foot by imaging and identify the principal radiological signs. MATERIALS AND METHODS: Six patients with foot mycetoma were evaluated with plain x-ray, ultrasound, and magnetic resonance (MR) after confirming the diagnosis by histopathology and culture. RESULTS: All patients presented the MR "dot-in-circle" sign; four presented "punched out" bone lesions on plain x-ray. The six patients had fistulas, ulceration, a seropurulent exudate, edema, and a foot deformity. Four patients had N. brasiliensis infection with positive anti-Nocardia IgG antibodies, and only half presented bone lesions. CONCLUSION: Characteristic findings were foot deformity, edema, bone lesions, ulcers, fistulas and the presence of the "dot-in-circle" sign. We recommend a comprehensive study of patients with plain x-ray and MR.
Subject(s)
Foot Diseases/diagnostic imaging , Mycetoma/diagnostic imaging , Adolescent , Adult , Aged , Female , Foot Diseases/diagnosis , Foot Diseases/microbiology , Humans , Male , Middle Aged , Mycetoma/diagnosis , Mycetoma/microbiologyABSTRACT
No disponible
Subject(s)
Humans , Female , Aged , Mycetoma/diagnostic imaging , Ultrasonography/methods , Skin Diseases/diagnostic imaging , Mycetoma/pathology , Fusarium/isolation & purification , Aponeurosis , Subcutaneous Tissue/diagnostic imaging , Subcutaneous Tissue/pathologyABSTRACT
A 58-year-old agricultural worker from a remote Western province farming community in Saudi Arabia presented with a 2-year history of right plantar foot soft tissue mass. According to the patient, the swelling had gradually increased in size over a few years, but it was painless and thus had not restricted him from continuing to farm until the lesion started to affect mobility. An MRI, microbiology and histopathology reported a rare infectious agent-Actinomyces spp, otherwise referred to as Madura foot. Three-dimensional CT aided in a preoperative surgical plan which included mass excision/debulking for this challenging lesion. Full eradication was not possible, and the patient required prolonged anti-infective therapy (>6 months) along with close surveillance to map resolution of infective symptoms.
Subject(s)
Actinomyces/isolation & purification , Actinomycosis/diagnosis , Agricultural Workers' Diseases/diagnosis , Foot Diseases/diagnosis , Mycetoma/diagnosis , Actinomycosis/diagnostic imaging , Actinomycosis/surgery , Agricultural Workers' Diseases/diagnostic imaging , Agricultural Workers' Diseases/surgery , Diagnosis, Differential , Foot Diseases/diagnostic imaging , Foot Diseases/surgery , Humans , Male , Middle Aged , Mycetoma/diagnostic imaging , Mycetoma/surgery , Tomography, X-Ray ComputedSubject(s)
Eyebrows , Mycetoma/diagnostic imaging , Aged , Female , Humans , Immunocompromised Host , Subcutaneous Tissue , UltrasonographyABSTRACT
Stereotactic needle biopsy, a standard of care for acquiring deep-seated pathology, has limitations and risks in some situations. We present an uncommon case with basal ganglia dematiaceous mycetoma. Due to the firm consistency of the lesion, the initial stereotactic needle biopsy failed to provide a diagnosis. In a second operation, transtubular excisional biopsy was successfully performed to remove the entire mycetoma. We reviewed recent case series of transtubular approaches to deep-seated brain lesions and suggest this method could be a rescue for a non-diagnostic stereotactic needle biopsy and even may be the approach of choice in some cases.