ABSTRACT
BACKGROUND: Vocal biomarker-based machine learning approaches have shown promising results in the detection of various health conditions, including respiratory diseases, such as asthma. OBJECTIVE: This study aimed to determine whether a respiratory-responsive vocal biomarker (RRVB) model platform initially trained on an asthma and healthy volunteer (HV) data set can differentiate patients with active COVID-19 infection from asymptomatic HVs by assessing its sensitivity, specificity, and odds ratio (OR). METHODS: A logistic regression model using a weighted sum of voice acoustic features was previously trained and validated on a data set of approximately 1700 patients with a confirmed asthma diagnosis and a similar number of healthy controls. The same model has shown generalizability to patients with chronic obstructive pulmonary disease, interstitial lung disease, and cough. In this study, 497 participants (female: n=268, 53.9%; <65 years old: n=467, 94%; Marathi speakers: n=253, 50.9%; English speakers: n=223, 44.9%; Spanish speakers: n=25, 5%) were enrolled across 4 clinical sites in the United States and India and provided voice samples and symptom reports on their personal smartphones. The participants included patients who are symptomatic COVID-19 positive and negative as well as asymptomatic HVs. The RRVB model performance was assessed by comparing it with the clinical diagnosis of COVID-19 confirmed by reverse transcriptase-polymerase chain reaction. RESULTS: The ability of the RRVB model to differentiate patients with respiratory conditions from healthy controls was previously demonstrated on validation data in asthma, chronic obstructive pulmonary disease, interstitial lung disease, and cough, with ORs of 4.3, 9.1, 3.1, and 3.9, respectively. The same RRVB model in this study in COVID-19 performed with a sensitivity of 73.2%, specificity of 62.9%, and OR of 4.64 (P<.001). Patients who experienced respiratory symptoms were detected more frequently than those who did not experience respiratory symptoms and completely asymptomatic patients (sensitivity: 78.4% vs 67.4% vs 68%, respectively). CONCLUSIONS: The RRVB model has shown good generalizability across respiratory conditions, geographies, and languages. Results using data set of patients with COVID-19 demonstrate its meaningful potential to serve as a prescreening tool for identifying individuals at risk for COVID-19 infection in combination with temperature and symptom reports. Although not a COVID-19 test, these results suggest that the RRVB model can encourage targeted testing. Moreover, the generalizability of this model for detecting respiratory symptoms across different linguistic and geographic contexts suggests a potential path for the development and validation of voice-based tools for broader disease surveillance and monitoring applications in the future.
Subject(s)
Asthma , COVID-19 , Pulmonary Disease, Chronic Obstructive , Respiratory Insufficiency , Humans , Female , Aged , COVID-19/diagnosis , Cough/diagnosis , Asthma/diagnosis , Pulmonary Disease, Chronic Obstructive/diagnosisABSTRACT
The ancient Indian system of medicine, Ayurveda has a treatment for symptom complexes of a variety of diseases. One such combination of Ayurvedic medications has potential for use in COVID 19 infection, and hence a prospective study was conducted with this formulation as an add-on, in COVID positive patients in a dedicated COVID hospital. The objective of the study was to evaluate the additional benefit of an Ayurvedic regime in COVID positive patients on the basis of rate of clinical improvement. The Ayurvedic formulation was administered as an add-on to Standard of Care (SoC) in patients with mild to moderate symptoms, in this prospective, open-label, comparative study. Control group received SoC only. Patients receiving Dasamoolkaduthrayam Kashaya and Guluchyadi Kwatham in tablet form in addition to the SoC showed a faster recovery from breathlessness with reduced ageusia. Patients on the treatment group could be discharged earlier than those from the control group. Addition of Dasamoolkaduthrayam Kashaya and Guluchyadi Kwatham to SoC appeared to accelerate recovery of patients hospitalized for COVID 19 infection, in terms of reduction of symptoms and duration of hospital stay.
ABSTRACT
Background and Purpose:Severe acute respiratory syndrome coronavirus 2 (SARS-COV2) infection induces a prothrombotic state frequently associated with arterial ischemic strokes. Cerebral venous sinus thrombosis (CVST) is also reported with corona virus disease-19 (COVID-19) but a large cohort study is lacking. Our aim was to study the characteristics, treatment response, and outcomes of CVST occurring in association with COVID-19 (COVID-CVST) and the causal relationship with COVID-19.Methods:Data of 34 patients admitted in COVID facility and suffering from CVST and SARS-COV2 infection was studied with respect to their clinic-radiological and lab features, predisposing factors, treatment, and outcome.Observations and Results:15 patients with CVST were detected positive for COVID but remained asymptomatic for the same. 14 patients had CVST along with symptoms of COVID, whereas 5 had CVST after recovery from COVID, at an average of 18 days after COVID-19. 4 patients were on aspirin as prophylaxis against thrombo-embolic events. The number of males exceeded females (22:12), conventional risk factors were seen in only 8 patients (postpartum state-3, alcohol abuse-2 and anemia-3), whereas the majority (26/34) showed none of them. The mean serum homocysteine level was normal and antiphospholipid antibody was tested normal in the assessed subjects. D-dimer and C reactive protein were elevated in all. 4 symptomatic patients who suffered from severe pneumonia died because of systemic complications.Conclusion:COVID-19 predisposes to CVST and the outcome is related to the severity of COVID pneumonia. CVST related to COVID occurs during or after a few weeks of COVID pneumonia and can also be seen in asymptomatic SARS-COV2 infection. COVID-19 can occur independently or in association with traditional thrombotic risk factors which increase the risk and severity of CVST in COVID. If recognized early, CVST associated with COVID can usually be treated effectively to achieve a very good outcome.
ABSTRACT
It has been 18 months now since the world-wide outbreak of COVID 19 (Corona Virus Disease 19) and still the ongoing research is being done for disease specific medicines. During June 2020 to August 2020, an attempt was made to explore if an add-on Ayurveda regimen comprising of Dasamoolkadutrayadi Kashayam and Guluchyadi Kwatham in tablet forms can be prescribed along with standard of care; which has established the clinical evidence that there is advantage of accelerated symptomatic recovery, early discharge from hospital, reducing the duration of hospital stay. After informed consent the patients were followed up over 9 months after discharged from hospital. The purpose of the present extended study was to find the impact of disease even though patients were discharged after appropriate treatment and if there were any late effects in the add-on Ayurveda treatment group after 9 months as it was one of the first few formal studies world-wide; since there was no long term follow up data available. The study concluded that no additional late effects or symptoms or complications which were known in Post COVID phase; were observed in study group who received the add-on Ayurveda regimen as compared to the control group with conventional standard of care.
ABSTRACT
Background: There has been an increase an alarming rise in invasive mycoses during COVID-19 pandemic, especially during the second wave. Aims: Compare the incidence of invasive mycoses in the last three years and study the risk factors, manifestations and outcomes of mycoses in the COVID era. Methodology: Multicentric study was conducted across 21 centres in a state of western India over 12-months. The clinico-radiological, laboratory and microbiological features, treatment and outcomes of patients were studied. We also analysed yearly incidence of rhino-orbito-cerebral mycosis. Results: There was more than five-times rise in the incidence of invasive mycoses compared to previous two-years. Of the 122 patients analysed, mucor, aspergillus and dual infection were seen in 86.9%, 4.1%, and 7.4% respectively. Fifty-nine percent had simultaneous mycosis and COVID-19 while rest had sequential infection. Common presenting features were headache (91%), facial pain (78.7%), diplopia (66.4%) and vison loss (56.6%). Rhino-orbito-sinusitis was present in 96.7%, meningitis in 6.6%, intracranial mass lesions in 15.6% and strokes in 14.8%. A total of 91.8% patients were diabetic, while 90.2% were treated with steroids during COVID-19 treatment. Mortality was 34.4%. Conclusion: Invasive fungal infections having high mortality and morbidity have increased burden on already overburdened healthcare system. Past illnesses, COVID-19 itself and its treatment and environmental factors seem responsible for the rise of fungal infection. Awareness and preventive strategies are the need of hours and larger studies are needed for better understanding of this deadly disease.
ABSTRACT
OBJECTIVES: To describe the demographics and evaluate the clinical outcomes of hypoxic coronavirus disease-2019 (COVID-19) patients treated with different immunomodulatory (IM) drugs in a resource-limited setting. MATERIALS AND METHODS: We conducted a retrospective cohort study of these patients admitted to our hospital between March 22 and May 31, 2020. Data were abstracted from multiple electronic data sources or patient charts to provide information on patient characteristics, clinical, laboratory variables, and outcomes. RESULTS: A total of 134 patients met the inclusion criteria and were followed up till June 7, 2020. The median age of the patients was 55.6 years (range 20-89 years) and 68% were men. At least one comorbidity was seen in 72% of the patients with diabetes (44%) and hypertension (46%) being the most common. At triage, fever (82%), shortness of breath (77%), and cough (61%) were the most common presenting symptoms. A PaO2/FiO2 ratio less than 300 was seen in 60%, and 4.5% required invasive mechanical ventilation within 72 hours of hospital admission. Five immunomodulatory agents (hydroxychloroquine, methylprednisolone, colchicine, etoricoxib, and tocilizumab) were administered in different combinations. Overall, in-hospital mortality was 26.9%, and 32% required mechanical ventilation. Around 69% of patients were discharged home. Five variables (SpO2, PaO2/FiO2 ratio, leucocytosis, lymphopenia, and creatinine) on admission were found to be significant in the patients who died. CONCLUSION: Our study provides the characteristics and outcomes of hypoxic COVID-19 patients treated with IM drugs in varied combination. Five independent variables were strong predictors of mortality. HOW TO CITE THIS ARTICLE: Mahale N, Rajhans P, Godavarthy P, Narasimhan VL, Oak G, Marreddy S, et al. A Retrospective Observational Study of Hypoxic COVID-19 Patients Treated with Immunomodulatory Drugs in a Tertiary Care Hospital. Indian J Crit Care Med 2020;24(11):1020-1027.
ABSTRACT
BACKGROUND AND AIM: India is facing the pandemic of coronavirus disease (COVID-19) just like the whole world. The private sector is the backbone of a healthcare facility in India. Presently, only a few major hospitals in the country are actively dealing with the COVID-19 patients while others are facing troubles due to lack of manpower, management, and required experience to face the pandemic. Despite the lockdown, the cases are ever increasing and each and every hospital in the country should be prepared to face this pandemic the world has never seen before. As one of the largest multispecialty hospitals and a designated COVID center, we have developed and adopted some strategies for better preparedness to face the surge of this pandemic. We would like to share our experience and hope that the strategies laid down and adopted by us will help many other acute care facilities in many parts of India. MATERIALS AND METHODS: Different strategies are adopted to deal with the crisis situation of the COVID-19 pandemic. Our adopted strategies were directed to mitigate the challenges of administration, hospital space organization, management of staff and supplies, maintenance of standard of care, and specific COVID care and ethics during this pandemic. RESULTS: Based on strategies adopted by us, we feel more confident and prepared to deal with COVID-19 pandemic. CONCLUSION: Our approach for preparing for the COVID-19 pandemic may not be the best one but we believe that the basic managerial principles we adopted will guide many other institutions to find their path in tackling the pandemic in the best possible way. HOW TO CITE THIS ARTICLE: Jog S, Kelkar D, Bhat M, Patwardhan S, Godavarthy P, Dhundi U, et al. Preparedness of Acute Care Facility and a Hospital for COVID-19 Pandemic: What We Did! Indian J Crit Care Med 2020;24(6):385-392.