Maxillary osteomyelitis secondary to mucormycosis, a sequel of COVID-19: a clinical case report

Introduction: One of the consequences of COVID-19 is the incidence of mucormycosis in the jaws and subsequent osteomyelitis in patients with undiagnosed or uncontrolled comorbidities, such as diabetes mellitus and associated immunosuppression. Case Report: A 52-year-old male patient with a history of COVID-19 two months ago presented a painful ulcerative lesion of insidious onset in the palatal raphe measuring approximately 2 mm. He referred to numbness of the palatal region of one month of evolution. During the physical examination, purulent content, multiple pustules in the anterior maxillary buccal mucosa, and mobility of upper anterior teeth were observed. The CT revealed isodense bilateral images in maxillary and ethmoidal sinuses, bone sequestrations, and partial loss of anterior vestibular cortical bone. Laboratory tests revealed no abnormality, except for HbH1c: 10.2gr/dl. The patient was hospitalized for control of newly diagnosed diabetes mellitus. Maxillary incisional biopsy was performed, and microscopic analysis showed a mixed inflammatory infiltrate, fibrin deposits with eosinophilic and birefringent ribbon-like hyphae, branched at right angles, compatible with maxillary osteomyelitis secondary to mucormycosis. The treatment started with antifungal and intravenous antibiotics, followed by surgical cleaning under general anesthesia. The patient progressed favorably. Conclusion(s): Immunosuppression resulting from COVID-19 and/or uncontrolled systemic diseases can condition the appearance of rare opportunistic microorganisms causing infections such as mucormycosis. Early diagnosis and treatment make a difference in the morbidity and mortality of patients.

Spectrum of Fungal Infections in a Tertiary Care Centre of North India: Pre-COVID and COVID Scenario and Implications.

Background Rhino orbital mucormycosis is a rare and very aggressive entity. A sudden rise of this entity has been noticed with the insurgence of the COVID-19 pandemic both among immunocompromised and immuno-competent patients. This study was done to determine any possible correlation between these two deadly diseases. Materials and Methods This was a retrospective observational study done in the pathology department of a tertiary care center in North India over a three-year period (January 2019 - December 2021). Patient details along with relevant clinical data were retrieved from the patient's record file. Hematoxylin and eosin-stained slides of diagnosed cases were taken from the department records. Results A total of 45 patients (34 males, 11 females) were included in the study, seven of which were ophthalmic exenteration specimens. The mean age of the patients was 52.68 years. Fifteen cases showed COVID-19 reverse transcription-polymerase chain reaction (RT-PCR) positivity. Histopathology revealed the presence of mucormycosis in all the cases. There were six cases showing granuloma formation and 14 cases revealed mixed fungal infection. Optic nerve involvement was seen in six cases of exenteration specimens. Conclusions The present study showed a sudden resurgence of secondary fungal infections, especially during the second wave of the COVID-19 pandemic. Associated co-morbid conditions and injudicious use of steroids and antibiotics have been the cause of depressed immunity leading to the infections. One must be aware of such co-infections to facilitate timely medical management to reduce morbidity and mortality.

Vitamin A Deficiency, COVID-19, and Rhino-Orbital Mucormycosis (Black Fungus): An Analytical Perspective.

Mucormycosis is a rare but serious opportunistic fungal disease characterized by rhino-orbito-cerebral and pulmonary involvement. It is mainly seen in people with secondary immunosuppression, isolated vitamin A deficiency, measles, and AIDS patients. It showed a rise during the second wave of the COVID-19 epidemic in the spring of 2021 in India, especially in diabetic COVID-19 patients. Vitamin A deficiency is known to cause nutritional immunodeficiency and hence leading the way to increased opportunistic fungal, bacterial, and viral infections. In the eye, it causes keratitis, night blindness, xerophthalmia, conjunctivitis, Bitot spots, keratomalacia, and retinopathy. It also causes decreased tear secretion and deterioration of the anatomical/physiological defense barrier of the eye. The negative impact of vitamin A deficiency has been previously demonstrated in measles, AIDS, and COVID-19. We think that mucormycosis in COVID-19 might be rendered by vitamin A deficiency and that vitamin A supplementation may have preventive and therapeutic values against mucormycosis and other ocular symptoms associated with COVID-19. However, any vitamin A treatment regimen needs to be based on laboratory and clinical data and supervised by medical professionals.

Case Reports on Black Fungus of the Gastrointestinal Tract: A New Complication in COVID-19 Patients.

Gastrointestinal mucormycosis is a rare disease with a significant mortality rate, even when promptly diagnosed and treated. An unusual complication was observed in India during the second wave of coronavirus disease 2019 (COVID-19). Two incidences of gastric mucormycosis were found. A 53-year-old male patient with a history of COVID-19 one month earlier came into the intensive care unit. After admission, the patient developed hematemesis, which was initially treated with blood transfusions and digital subtraction angiography embolization. Esophagogastroduodenoscopy (EGD) revealed a large ulcer with a clot in the stomach. During an exploratory laparotomy, the proximal stomach was necrotic. Histopathological examination confirmed mucormycosis. The patient was started on antifungals, but despite rigorous therapy, the patient died on the tenth postoperative day. Another patient, an 82-year-old male with a history of COVID-19, arrived with hematemesis two weeks earlier and was treated conservatively. EGD revealed a large white-based ulcer with abundant slough along the larger curvature of the body. Mucormycosis was verified by biopsy. He was treated with amphotericin B and isavuconazole. He was discharged after two weeks in a stable condition. Despite quick detection and aggressive treatment, the prognosis is poor. In the second case, prompt diagnosis and treatment saved the patient's life.

Opportunistic Respiratory Pathogens in Symptomatic Non- Covid-19 Adults during a Presumptive Influenza Season

Intro: It is hypothesized that metagenomics could contribute to the effective sentinel surveillance of emerging infections to identify plausible cause of respiratory symptoms in the population. Method(s): This study forms part of a longitudinal household cohort study involving the collection of respiratory symptoms and vaccination history in Hong Kong. As a pilot, selected households were provided with swab collection kit for collecting nasopharyngeal and throat samples when there was an influenza-like illness (ILI) during a 4-month presumptive period of the year's winter influenza season. Sequence-Independent Single Primer Amplification (SISPA) and nanopore metagenomic sequencing were performed. After basecalling, demultiplexing, and quality filtering, taxonomic classification was done. Unclassified and host reads were removed and only taxon with over 0.1% abundance were included in the analysis. Finding(s): Between December 2021 and April 2022, of 101 collection kits delivered, 36 (36%) participants returned the samples. Two (6%) had previous COVID-19 diagnosis and almost all (97%) received at least one dose of COVID-19 vaccination. Metagenomics sequencing was performed on 13 samples collected from participants when ILI was present. Of the 1,592,219 reads obtained, 5308 taxa were identified and 136 had over 0.1% abundance, including 128 bacteria, 6 fungi, and 1 virus, which was a bacteriophage. The five most abundant genera of bacteria included Neisseria (19%), Streptococcus (10%), Haemophilus (9%), Veillonella (3%), and Rothia (3%). Haemophilus parainfluenzae was the most abundant species with 97,542 (6%) reads, followed by Neisseria meningitides (5%). Other bacteria identified included Rothia mucilaginosa, Acinetobacter baumannii, Lautropia mirabilis, Veillonella atypica, Streptococcus salivarius, and Streptococcus pneumonia. Inter-participant abundance profile was significantly different (p<0.001). Conclusion(s): The absence of viral infections identified echoed the extremely low proportion (3/21986, or 0.01%) of respiratory specimens testing positive for influenza virus by the government laboratory during the same period. The metagenomic profile could be useful for identifying the likely ILI-causing pathogen.Copyright © 2023

A Rare Case of Isolated Renal Mucormycosis in an Immunocompetent Individual: Post Covid-19 Infection

Intro: Mucormycosis is known to effect patients with immunocompromised status from a variety of causes such as diabetes mellitus, hematologic malignancy, and HIV infection. Most common form of presentation is rhinocerebral infection. However, isolated presentation of renal mucormycosis is rare. With the ongoing COVID-19 pandemic and use of high-dose steroids and antibiotics, there have been increasing reports of bacterial and fungal coinfections in COVID-19 positive patients. We report a rare case of isolated renal mucormycosis, post COVID-19 infection, in a healthy individual presenting as unilateral right non-functioning pyonephrotic kidney. Method(s): A conscious, well oriented, afebrile 37 years old female patient presented with the complaints of right flank pain for one month. Patient was diagnosed as a case of post COVID-19 renal infarct with perinephric collection, right non-functioning pyonephrotic kidney. She had no previous comorbidities. Routine investigations, chest X-ray and CT scan were done. Finding(s): CT scan findings reveal a large right perinephric hyperdense collection inseparable from right kidney involving the internal oblique, psoas and quadratus lumborum muscles. Right simple nephrectomy was done and specimen was sent for histopathology and fungal culture. Histopathology report showed necrotizing granulomatous inflammation with broad, aseptate, irregularly branched fungal hyphae morphologically resembling Mucor species and fungal culture also confirmed Mucor species.Copyright © 2023

Rhino-Orbito-Cerebral Mucormycosis—The Bane of the ‘Black Fungus'

Rhino-orbito-cerebral mucormycosis (ROCM) is an infection of the nasal passages and orbit caused by ubiquitous fungi of the order Mucorales. These fungi are known to affect patients with phagocyte and neutrophil dysfunction. Patients with uncontrolled diabetes, solid-organ, haematological malignancies and organ transplant recipients on immunosuppressive therapy are especially susceptible. The disease is being seen with alarming frequency in patients with COVID-19 infection or those who have recently recovered from it. Poor glycaemic control due to the indiscriminate use of steroids has been strongly implicated. Patients present with periocular pain, oedema, numbness or skin discoloration along with symptoms of the nasal blockade. Direct microscopy of a deep nasal swab taken from the involved mucosa reveals broad aseptate or pauci-septate fungal hyphae, clinching the diagnosis. CT scan of the paranasal sinuses and orbit would reveal a hyperdense lesion involving the nasal turbinates and sinuses with extension into the orbit. Lack of contrast enhancement indicates necrosis of the tissues. The treatment involves administration of systemic antifungals (Amphotericin B, Posaconazole and isavuconazole) and aggressive surgical debridement of involved tissues. In spite of all measures, the mortality rate is about 46% in these patients. Strict diabetic control and judicious prescription and monitoring of systemic steroids in the setting of COVID-19 infection, keeping a high index of suspicion with early detection of the disease can go a long way in improving the prognosis. © The Author(s), under exclusive licence to Springer Nature Singapore Pte Ltd. 2021.

Expect the Unexpected: Invasive Central Nervous System (Cns) Aspergillosis in Non-Neutropenic Patients - a Case Series of 15 Patients from India

Intro: Invasive aspergillosis of CNS is a severe form of aspergillosis & is associated with high mortality. Most of these cases are suspected & diagnosed in neutropenic patients. We hereby describe a series of 15 patients with CNS aspergillosis in non-neutropenic patients from a tertiary care hospital in India. Method(s): All patients with clinical & radiological features suggestive of CNS aspergillosis were screened for microbiological evidence of invasive aspergillosis, either by demonstration of hyphae by microscopy or histology, culture or galactomannan assay. Patients demographic details, clinical features, risk factors, diagnosis, management & outcome details were documented. Finding(s): A total of 15 patients were found to have CNS aspergillosis, 5 isolated CNS infections & 10 showing concomitant CNS & pulmonary aspergillosis in one between January 2021 to July 2022. The average age was 41.46+/-14.6y, with majority being male. Among the risk factors, most common ones were fungal sinusitis (46.6%), steroid use (40%), COVID-19 (33.3%). One patient had history of endoscopic sinus repair, another had h/o lung abscess. Most common symptoms of CNS aspergillosis were headache (73.3%), fever (60%), altered sensorium (53.3%) & seizures (47.6%). Radiologically, the common findings included ring enhancing lesion, s/o cerebral abscesses were observed in four patients. Direct microscopy s/o fungal hyphae were reported in 5 patients, with 4 culture positives. Average serum galactomannan was 1, while CSF galactomannan showed better sensitivity with mean CSF galactomannan being 2.53. Almost all patients were treated with Voriconazole based on weight, but showed high mortality of 60% even after initiation of therapy. Complete resolution were seen in only two patients, while 4 patients remaining static in improvement during 6 months follow up. Conclusion(s): Invasive CNS aspergillosis must be suspected even with nonneutropenic patients with newer emerging risk factors like steroid use, COVID-19 & h/o fungal sinusitis presenting with clinical & radiological manifestations.Copyright © 2023

Novel role of 18F- FDG PET/CT in rhinosinonasal mucormycosis in the era of covid-19 infection

Objectives: In the Covid-19 era, there was a surge in the cases of a life-threatening infection of rhinosinonasal mucormycosis. Mucormycosis, popularly known as black fungus, is an infection caused by mycetes mucorales, an aseptate hyphae. Presently, computed tomography (CT) and magnetic resonance imaging (MRI) are commonly used imaging modalities for the management of patients with rhinosinonasal mucormycosis. The present study was aimed to evaluate the role of 18F- FDG PET/CT in the detection of recurrent or residual disease in post-surgical or post antifungal therapy in these patients for further management. Method(s): A total of 10 patients were included in this pilot study of Covid-19 positive patients and histologically proven mucormycosis (by KOH mount). 18F- FDG PET/CT was performed to assess the disease status in 6 postoperative/ post debridement patients and response to antifungal therapy in 4 patients, at an interval of 40 (range = 27-66) days post intervention. Result(s): The mean age of the patients was 45.0 +/- 11.65 years. The male: female ratio was 9:1. The common clinical presentation was ipsilateral facial or orbital pain and swelling. Covid-19 infection was positive in all the patients except one who had CT finding with HRCT score of 10/25 and hence was considered as post Covid-19 infection. Six out of 10 patients were diabetic on oral hypoglycaemic agents or insulin. All patients had a baseline CT/MRI for staging the initial extent of the disease. Surgical debridement was done in 6 out of the 10 patients followed by antifungal therapy (Liposomal Amphotericin B and Pozaconazole). Remaining four patients were treated with antifungal therapy. PET/CTwas performed after an average of 40 days of surgical/medical intervention, in whom clinical symptoms persisted or worsened even on antifungal therapy. 18F-FDG PET/CT showed metabolically active residual disease in all the patients with a mean SUVmax of 9.78 +/- 4.03. Conclusion(s): In the era of ongoing Covid-19 infection, black fungus has been a debilitating disease with high mortality and morbidity. Present study demonstrated that 18F-FDG PET/CT can be an efficient imaging tool for an early surgical/ medical treatment response assessment and restaging.

Endogenous fungal endophthalmitis following COVID-19 infection with microbiological and molecular biological correlation - A report of two cases.

This case report describes three eyes of two patients, who were diagnosed to have endogenous fungal endophthalmitis post coronavirus disease 2019 (COVID-19) infection. Both patients underwent vitrectomy with intravitreal anti-fungal injection. Intra-ocular samples confirmed the fungal etiology by conventional microbiological investigations and polymerase chain reaction in both cases. The patients were treated with multiple intravitreal and oral anti-fungal agents; however, vision could not be salvaged.

Effect of nurse-led intervention on knowledge and preventive behavior of diabetic pregnant women regarding COVID-19 associated mucromycosis infection in mid-delta region of Egypt.

BACKGROUND: Black fungus (mycoses) is an opportunistic invasive infection that predominantly occurred among immunosuppressed persons. It has been recently detected in COVID-19 patients. The pregnant diabetic woman is susceptible to such infections and needs recognition for protection. This study aimed to evaluate the effect of the nurse-led intervention on the knowledge and preventive practice of diabetic pregnant women regarding fungal mycosis during the COVID-19 pandemic. METHOD: This quasi-experimental study was conducted at maternal health care centers in Shebin El-Kom, Menoufia Governorate, Egypt. The study recruited 73 diabetic pregnant women through a systematic random sampling of pregnant women attending the maternity clinic during the period of the study. A structured interview questionnaire was used to measure their knowledge regarding Mucormycosis and COVID-19 manifestations. The preventive practices were assessed through an observational checklist of hygienic practice, insulin administration, and blood glucose monitoring for the prevention of Mucormycosis infection. RESULTS: The study revealed a statistically significant increment in the participants' knowledge, preventive practice, personal hygiene, and diabetes self-care scores (9.56 ± 1.75 ,3.6 ± 1.18, 3.18 ± 1.29 post-intervention) comparable to (6.19 ± 1.66, 1.97 ± 1.35, 0.89 ± 1.38 pre-intervention) respectively. There was a significant improvement in the overall COVID-19 protective score against Mucormycosis (from 2.66 ± 1.74 to 4.53 ± 1.43). CONCLUSION: Nursing educational sessions had a positive effect on pregnant women's awareness and preventive behavior. Hence, it is recommended to integrate nurse-led intervention targeting the preventive practice against COVID-19-associated Mucormycosis infection (CAM) as routine services for diabetic pregnant women during antenatal care.

Post-Covid mucormycosis presenting as retropharyngeal abscess: a rare case report

Background: Post-Covid retropharyngeal mucormycosis is a rare presentation, and no case has been reported in literature until date. Case presentation: A-32-year-old female post Covid presented to our OPD with history of dysphagia and with a history of steroid intake. Radiology confirmed it as retropharyngeal abscess. Endoscopic-guided aspiration was done. HPE (histopathological examination) revealed classic broad aseptate hyphae of mucormycosis. Patient was managed conservatively with broad-spectrum antifungal. Conclusion(s): Retropharyngeal mucormycosis is a rare entity in Covid era. Rapid diagnosis and management are needed to save life of an individual, or results could be fatal.Copyright © 2022, The Author(s).

Occupational Health Hazard Identification and Risk Assessment with Introduction of Biomass in Coal Based Captive Power Plant

Introduction: Occupational Health should aim at the Promotion and Maintenance of the highest degree of physical, mental, and social well-being of all the employees. A pilot project was taken up due to acute shortages of coal during the COVID Pandemic, on industrial level, mixing of biomass with coal at a ratio of 20:80 respectively was considered as a good raw material. With introduction of biomass, workers were exposed to different organic substances either directly through dermal route or respirable dust with risk of becoming victims to Occupational diseases. Objective(s): The objective of the study is to identify and mitigate occupational health hazard of various nature prevailing at workplace after introduction of new raw materials;to safeguard the workforce from discomfort and occupational illness and to provide healthy working environment at RIL-Hazira. Method(s): Walk through survey was initiated by team of industrial hygienist and medical officer along with the process engineer. Subsequent workplace evaluation was done according to ACGIH screening criteria for respirable dust & VOC monitoring. To measure airborne respirable contaminants, we have considered housekeeping staff, operator, field executive, Boiler operation engineer which were found more likely to be at the risk of airborne contaminant exposure. To identify the concentration of contaminants, personal air sampler (SKC Make) was used for collection of respirable dust samples for different job category of workers. NIOSH 600 method was used for exposure assessment and samples were collected by using PVC filter used at the flow rate of 2.5 lpm. The composition of biomass pellets was received from biomass team & chemical analysis of biomass was done at our laboratory. Occupational Diseases known to be caused by organic agricultural compounds used as fuel were taken into account such as Bagasossis, farmer's lung & other hypersensitivity pneumonias, non-tubercular mycobacterial infections, infections caused by various fungi & bacteria. Prevention & Control measures were taken during the project such as modification of process, local exhaust ventilation, worker education on different diseases, personal hygiene, use of PPE, good housekeeping. Result(s): Through effective Risk assessment, Hazard Identification and measures taken to mitigate Occupational health hazards, no occupational health disease was reported after implementation of the change in process in a total of 55 identified workers. Moving forward these workers will be periodically monitored. The amount of total respirable dust was reduced by approx. 10- 25% at different location of the plant after control measures taken. This project also brought huge monetary benefits to the plant. Leading forward as the pilot project for introduction of biomass was a great success it has been planned to be scaled up to 40% mixture of biomass.

Modified coptisine derivatives as an inhibitor against pathogenic Rhizomucor miehei, Mycolicibacterium smegmatis (Black Fungus), Monkeypox, and Marburg virus by molecular docking and molecular dynamics simulation-based drug design approach.

During the second phase of SARS-CoV-2, an unknown fungal infection, identified as black fungus, was transmitted to numerous people among the hospitalized COVID-19 patients and increased the death rate. The black fungus is associated with the Mycolicibacterium smegmatis, Mucor lusitanicus, and Rhizomucor miehei microorganisms. At the same time, other pathogenic diseases, such as the Monkeypox virus and Marburg virus, impacted global health. Policymakers are concerned about these pathogens due to their severe pathogenic capabilities and rapid spread. However, no standard therapies are available to manage and treat those conditions. Since the coptisine has significant antimicrobial, antiviral, and antifungal properties; therefore, the current investigation has been designed by modifying coptisine to identify an effective drug molecule against Black fungus, Monkeypox, and Marburg virus. After designing the derivatives of coptisine, they have been optimized to get a stable molecular structure. These ligands were then subjected to molecular docking study against two vital proteins obtained from black fungal pathogens: Rhizomucor miehei (PDB ID: 4WTP) and Mycolicibacterium smegmatis (PDB ID 7D6X), and proteins found in Monkeypox virus (PDB ID: 4QWO) and Marburg virus (PDB ID 4OR8). Following molecular docking, other computational investigations, such as ADMET, QSAR, drug-likeness, quantum calculation and molecular dynamics, were also performed to determine their potentiality as antifungal and antiviral inhibitors. The docking score reported that they have strong affinities against Black fungus, Monkeypox virus, and Marburg virus. Then, the molecular dynamic simulation was conducted to determine their stability and durability in the physiological system with water at 100 ns, which documented that the mentioned drugs were stable over the simulated time. Thus, our in silico investigation provides a preliminary report that coptisine derivatives are safe and potentially effective against Black fungus, Monkeypox virus, and Marburg virus. Hence, coptisine derivatives may be a prospective candidate for developing drugs against Black fungus, Monkeypox and Marburg viruses.

Adverse Drug Reaction of Antifungals in the Management of Black Fungus: A Tertiary Care Centre Experience.

In India, COVID-19 has led to a surge in cases of a potentially fatal fungal infection called mucormycosis, popularly known as "black fungus." Intravenous amphotericin B is the only available drug for salvage therapy. Efforts to improve its therapeutic efficacy and decrease its nephrotoxicity have focussed on the reformulation of AmB in three new lipid formulations such amphotericin B lipid complex (Abelcet), amphotericin B colloidal dispersion (Amphotec), and liposomal amphotericin B (AmBisome). The aim of this study is (1) to evaluate the adverse drug reaction of various formulations of amphotericin B used for the treatment of rhinooculocerebralmucormycosis in Indian population. (2) to evaluate the adverse drug reaction of injectable form of posaconazole. This prospective observational study was done on a random sample of 110 patients who got admitted for the management of rhinooculocerebral mucormycosis in a tertiary care centre of middle india… The patients were assessed for the adverse reactions following the administration of various antifungal medication and the findings were analysed. All the 110 patients had received two forms of Amphotericin B (liposomal Amphotericin B and Amphotericin B lipid complex) and Posaconazole injection. 60 patients had received all three forms of Amphotericin B. Out of the 110 patients who received Liposomal amphotericin B, only 2 patients developed adverse drug reaction while in 110 patients who received Amphotericin B Lipid complex, 7 patients had adverse drug effects. Lyophilised amphotericin B had been administered to 60 patients in which 51 patients developed adverse drug reaction and in them one patient went to congestive cardiac failure. Injection posaconazole had been administered to 110 patients in which 72 patients developed drug reaction. In spite of its proven track record of Amphotericin B, its well-known side effects and toxicity will sometimes require discontinuation of therapy despite a life-threatening systemic fungal infection. Lipid formulations of AmB are better tolerated than AmB deoxycholate but infusional drug reactions have been reported in lipid formulation too. So improved strategies for the management of infusion related adverse events are required.

Modified Convolutional Neural Network Architecture with XGBoost for Mucormycosis Detection and compare performance with XGBoost

Patients with coronavirus illness 2019, especially those in India, are more likely to see an increase in rhino-orbital mucormycosis. A well-known risk factor during COVID-19 infection and mucormycosis is diabetes mellitus (DM). With roughly 0.15 instances per 1000 people, mucormycosis is almost 82 times more common in India than it is in Western nations. Additionally, this fungus expanded quickly across numerous states, leading some of them to designate this illness an epidemic. Finding a solution for this potentially fatal fungal infection requires the aid of modern technologies, including artificial intelligence and data learning. In this paper, we combine a modified convolutional learning neural network with an XGBoost classifier to propose a unique black fungus detection method. Under the right circumstances, the CNNXGB model is made simpler by lowering the no of attributes since it is not essential to re-adjust the weight values throughout a back propagation cycle. On testing data, the mean classification performance is 98.26%, far better than current approaches. © 2023 IEEE.

Mucormycosis Detection using Hybrid Convolutional Neural Network with Support Vector Machine and Compare the performance with Support Vector Machine

Based on the patient's underlying condition, mucormycosis, often known as a black fungus illness, is an uncommon but severe disease with a high fatality rate. The large second wave of the COVID-19 epidemic has presented a challenge for the Indian healthcare system from this life-threatening powerful threat. The fungus family Mucorales causes mucormycosis, which affects numerous bodily organs. This fungal opportunistic illness spreads quickly. Recently, this unusual fungus has been infecting covid sufferers in India at greater rates than before. In India, the frequency of this black fungus illness amongst covid-19 as well as post-covid-19 patients is now on the rise. Finding a solution for this potentially fatal fungal infection requires the aid of modern technologies, including artificial intelligence and data learning. In this article, we present a unique hybrid model for black fungus identification that combines support vector machine classifier and convolutional learning network. Under the proper circumstances, the CNNSVM model is made simpler by minimizing the amount of variables because it is not important to constantly the weighting factors in a back propagation cycle. Additionally, it was shown that the SVM classifier was the best merging equivalent when the CNN was employed as a feature extractor, offering the highest accuracy-related synergy effect. On testing data, the mean classification performance was 99.3%, which is a significant improvement over current techniques. © 2023 IEEE.

A Novel Deep Learning based Black Fungus Detection using the Bagging Ensemble with K-Nearest Neighbor

Machine learning is widely employed, and broadly speaking, scientists consider applying it everywhere. Around the same period, we can see that India has been devastated by the second corona wave. In a single day, more than 4 lakh instances arrive. Meanwhile, reports of the arrival of a new, fatal fungus called Mucormycosis emerged (Black fungus). Additionally, this fungus expanded quickly throughout numerous states, leading some of them to designate this illness an epidemic. People with weak immunity functions, including those who have had the corona virus and some of whom are still recovering, are more likely to get a black fungus infection since their bodies can't successfully fight it off. Bagging Ensemble with K-Nearest Neighbor is a modified machine learning approach that will be developed in this study (BKNN). The traditional methods, including K-Nearest Neighbor ensemble with bagging classification, are the basis for the suggested methodology. After the image processing techniques, including pre-processing and segmentation, were reviewed, the accuracy score for this classifier was 96.4 percent, which would have been the highest of all the findings. This paper described how machine learning was beneficial during the Corona era, much as it would be beneficial during epidemics like mucormycosis. The last section of this essay presents accurate, graphical evidence for all items addressed, along with explicit specifications. © 2022 IEEE.

Black Fungus Classification using Adaboost with SVM-based classifier and Compare accuracy with Support Vector Machine

India recognize a severe public health issue in addition to the COVID-19 outbreak and the growing percentage of patients with related mucormycosis from 2021. An uncommon condition known as mucormycosis is brought on by fungus in the family Mucorales. Mucormycosis is a fairly uncommon illness that is caused by common environmental moulds that may be found in soil and decomposing organic materials. Spores develop into hyphae in a susceptible individual, which subsequently infect nearby tissue, including blood vessels, leading to hemorrhagic infarction. Doctors have offered many hypotheses on this. The issue is if black fungus is present in other countries given how uncontrolled it is growing in India. Patients in India with weakened immune systems are more susceptible to illnesses other than corona virus infection. The revised machine learning strategy which will be created in this work is Adaboost with an Support Vector Machine-based classifier (ASVM). Due of the difficulties in learning SVM and the differential in variety as well as efficiency over straightforward SVM classifiers, ASVM classifier is frequently believed to violate the Boosting principle. The Adaboost classifier used in the study gradually replaces SVM as the primary classifier when the weight value of the training sample changes. On testing data, the mean accuracy of the classification was 97.1%, which was much higher than that of SVM classifiers without Adaboost. © 2022 IEEE.

Regional spread of Candida auris.

The geographical routes and time schedule of spread of C. auris - the fungus first identified in 2009 are discussed. Data on the increasing frequency of C. auris infections and rapid dissemination of the fungus from the regions of origin - southern Asia, eastern Asia, southern Africa and southern America - towards different regions of all continents except Antarctica, especially after 2016, are presented. Three different clades are encountered in Great Britain, all four clades - in the USA. South Asian clade is currently present in Russia: the introduction was associated with labor migration from Middle Asia. The necessity of C. auris surveillance, essential for the establishment of sources and routes of transmission and dissemination of different clades is emphasized. A window of possibilities is still present to prevent further spread of the fungus with the ability to cause outbreaks of hospital infections including intensive care departments. Rapid implementation of preventive measures during the pandemic of COVID-19 are needed taking into account introduction of fungus in new countries and clinics, as well as increased frequency of C. auris infections in some hospitals for patients infected with SARS-CoV-2 virus.Copyright © 2021, Interregional Association for Clinical Microbiology and Antimicrobial Chemotherapy. All rights reserved.