1
|
Rouhani S, Mozaffari F. Comprehensive analytics of COVID-19 vaccine research: From topic modeling to topic classification. Artif Intell Med 2024; 157:102980. [PMID: 39332065 DOI: 10.1016/j.artmed.2024.102980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Revised: 06/10/2024] [Accepted: 09/09/2024] [Indexed: 09/29/2024]
Abstract
COVID-19 vaccine research has played a vital role in successfully controlling the pandemic, and the research surrounding the coronavirus vaccine is ever-evolving and accruing. These enormous efforts in knowledge production necessitate a structured analysis as secondary research to extract useful insights. In this study, comprehensive analytics was performed to extract these insights, which has moved the boundaries of data analytics in secondary research in the vaccine field by utilizing topic modeling, sentiment analysis, and topic classification based on the abstracts of related publications indexed in Scopus and PubMed. By applying topic modeling to 4803 abstracts filtered by this study criterion, 8 research arenas were identified by merging related topics. The extracted research areas were entitled "Reporting," "Acceptance," "Reaction," "Surveyed Opinions," "Pregnancy," "Titer of Variants," "Categorized Surveys," and "International Approaches." Moreover, the investigation of topics sentiments variations over time led to identifying researchers' attitudes and focus in various years from 2020 to 2022. Finally, a CNN-LSTM classification model was developed to predict the dominant topics and sentiments of new documents based on the 25 pre-determined topics with 75 % accuracy. The findings of this study can be utilized for future research design in this area by quickly grasping the structure of the current research on the COVID-19 vaccine. Through the findings of current research, a classification model was developed to classify the topic of a new article as one of the identified topics. Also, vaccine manufacturing firms will achieve a niche market by having a schema to invest in the gap of fields that have yet to be concentrated in extracted topics.
Collapse
Affiliation(s)
- Saeed Rouhani
- Department of IT Management, College of Management, University of Tehran, Tehran, Iran.
| | - Fatemeh Mozaffari
- Department of IT Management, College of Management, University of Tehran, Tehran, Iran.
| |
Collapse
|
2
|
Dan C, Sahai A, Dan D, Sahai A, Trehan R. Thrombotic Thrombocytopenic Purpura Following Pfizer-BioNTech COVID-19 Vaccination in a Patient With Multiple Myeloma: Case Report and Literature Review. Cureus 2023; 15:e46784. [PMID: 37954740 PMCID: PMC10633882 DOI: 10.7759/cureus.46784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/10/2023] [Indexed: 11/14/2023] Open
Abstract
The vaccines developed to prevent infection and mitigate morbidity and mortality in patients with COVID-19 demonstrated high efficacy in clinical trials but were associated with adverse events, most of which were mild and transient. However, some adverse events were rather serious, with grave prognoses. Of note, a few cases of autoimmune hematological conditions such as thrombotic thrombocytopenic purpura (TTP), immune thrombocytopenic purpura (ITP), and vaccine-induced immune thrombotic thrombocytopenia (VITT) were reported. TTP following Pfizer-BioNTech mRNA vaccination is exceptionally rare, with very scant literature. This case report describes an interesting case of a 61-year-old woman who presented 22 days after receiving the third dose of the Pfizer-BioNTech mRNA COVID-19 vaccine with malaise, bloody stools, and jaundice. Her medical history was significant for multiple myeloma previously treated with autologous bone marrow transplant and in remission with chemotherapy. She also had a history of chronic heart failure with preserved ejection fraction (HFpEF) and neuropathy treated with daily vitamins. The diagnosis was predicted by her classic presentation and was clinched by low ADAMTS13 activity. She was treated with plasmapheresis, steroids, and monoclonal antibodies. Intriguingly, her hospital stay was further complicated by an episode of generalized tonic-clonic seizure requiring intubation and mechanical ventilation for airway protection. Albeit infrequent, COVID-19 vaccine-associated TTP is associated with substantial morbidity and mortality. Hence, early diagnosis and treatment are essential in patients presenting with thrombocytopenia after COVID-19 vaccination.
Collapse
Affiliation(s)
- Chitramalya Dan
- Hematology and Oncology, Greater Washington Oncology Associates, Silver Spring, USA
| | - Akshat Sahai
- Cardiology, Texas A&M College of Medicine, Houston, USA
- Hematology and Oncology, Greater Washington Oncology Associates, Silver Spring, USA
| | - Deepmalya Dan
- Internal Medicine, College of Medicine and Sagore Dutta Hospital, Kolkata, IND
| | - Anmol Sahai
- Internal Medicine, Saraswathi Institute of Medical Sciences, Hapur, IND
| | - Ram Trehan
- Hematology and Oncology, Greater Washington Oncology Associates, Silver Spring, USA
| |
Collapse
|
3
|
Shateri Amiri B, Radkhah H, Taslimi R, Shahbazi Dastjerdi Z, Khadembashiri MM, Gholizadeh Mesgarha M, Rahimipour Anaraki S. Thrombotic thrombocytopenic purpura following ChAdOx1 nCov-19 vaccination: A case report. IDCases 2023; 32:e01795. [PMID: 37214181 PMCID: PMC10196846 DOI: 10.1016/j.idcr.2023.e01795] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 05/07/2023] [Indexed: 05/24/2023] Open
Abstract
Vaccine-associated thrombotic thrombocytopenic purpura (TTP) is a rare type of acquired TTP recently reported after COVID-19 vaccination. Merely four cases are ascribed to the ChAdOx1 nCoV-19 vaccine in the medical literature till the preparation of this study. In this case report, we describe a 43-year-old man who developed symptoms of TTP four days after receiving the second dose of the ChAdOx1 nCoV-19 vaccine. Peripheral blood smear demonstrated multiple schistocytes. Given a high plasmic score, he received plasma exchange, corticosteroids, and rituximab, and later, low ADAMTS 13 activity and high-titer ADAMTS inhibition antibody confirmed the diagnosis of COVID-19 vaccine-associated TTP. COVID-19 vaccine-associated TTP is an infrequent consequence of SARS-CoV-2 vaccination but with a substantial mortality rate which must be considered as one of the crucial differential diagnoses of post-COVID-19 vaccine thrombocytopenia besides vaccine-induced immune thrombotic thrombocytopenia and Immune thrombocytopenic purpura.
Collapse
Affiliation(s)
- Bahareh Shateri Amiri
- Department of Internal Medicine, School of Medicine, Hazrat-e Rasool General Hospital, Iran University of Medical Sciences, Islamic Republic of Iran
- Department of Internal Medicine, School of Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Department of Internal Medicine, Imam Khomeini Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Students’ Scientific Research Center, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Islamic Republic of Iran
| | - Hanieh Radkhah
- Department of Internal Medicine, School of Medicine, Hazrat-e Rasool General Hospital, Iran University of Medical Sciences, Islamic Republic of Iran
- Department of Internal Medicine, School of Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Department of Internal Medicine, Imam Khomeini Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Students’ Scientific Research Center, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Islamic Republic of Iran
| | - Reza Taslimi
- Department of Internal Medicine, School of Medicine, Hazrat-e Rasool General Hospital, Iran University of Medical Sciences, Islamic Republic of Iran
- Department of Internal Medicine, School of Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Department of Internal Medicine, Imam Khomeini Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Students’ Scientific Research Center, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Islamic Republic of Iran
| | - Zahra Shahbazi Dastjerdi
- Department of Internal Medicine, School of Medicine, Hazrat-e Rasool General Hospital, Iran University of Medical Sciences, Islamic Republic of Iran
- Department of Internal Medicine, School of Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Department of Internal Medicine, Imam Khomeini Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Students’ Scientific Research Center, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Islamic Republic of Iran
| | - Mohamad Mehdi Khadembashiri
- Department of Internal Medicine, School of Medicine, Hazrat-e Rasool General Hospital, Iran University of Medical Sciences, Islamic Republic of Iran
- Department of Internal Medicine, School of Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Department of Internal Medicine, Imam Khomeini Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Students’ Scientific Research Center, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Islamic Republic of Iran
| | - Milad Gholizadeh Mesgarha
- Department of Internal Medicine, School of Medicine, Hazrat-e Rasool General Hospital, Iran University of Medical Sciences, Islamic Republic of Iran
- Department of Internal Medicine, School of Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Department of Internal Medicine, Imam Khomeini Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Students’ Scientific Research Center, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Islamic Republic of Iran
| | - Shiva Rahimipour Anaraki
- Department of Internal Medicine, School of Medicine, Hazrat-e Rasool General Hospital, Iran University of Medical Sciences, Islamic Republic of Iran
- Department of Internal Medicine, School of Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Department of Internal Medicine, Imam Khomeini Hospital, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Students’ Scientific Research Center, Tehran University of Medical Sciences, Tehran, Islamic Republic of Iran
- Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Islamic Republic of Iran
| |
Collapse
|
4
|
Scholkmann F, May CA. COVID-19, post-acute COVID-19 syndrome (PACS, "long COVID") and post-COVID-19 vaccination syndrome (PCVS, "post-COVIDvac-syndrome"): Similarities and differences. Pathol Res Pract 2023; 246:154497. [PMID: 37192595 DOI: 10.1016/j.prp.2023.154497] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 04/25/2023] [Accepted: 05/01/2023] [Indexed: 05/18/2023]
Abstract
Worldwide there have been over 760 million confirmed coronavirus disease 2019 (COVID-19) cases, and over 13 billion COVID-19 vaccine doses have been administered as of April 2023, according to the World Health Organization. An infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) can lead to an acute disease, i.e. COVID-19, but also to a post-acute COVID-19 syndrome (PACS, "long COVID"). Currently, the side effects of COVID-19 vaccines are increasingly being noted and studied. Here, we summarise the currently available indications and discuss our conclusions that (i) these side effects have specific similarities and differences to acute COVID-19 and PACS, that (ii) a new term should be used to refer to these side effects (post-COVID-19 vaccination syndrome, PCVS, colloquially "post-COVIDvac-syndrome"), and that (iii) there is a need to distinguish between acute COVID-19 vaccination syndrome (ACVS) and post-acute COVID-19 vaccination syndrome (PACVS) - in analogy to acute COVID-19 and PACS ("long COVID"). Moreover, we address mixed forms of disease caused by natural SARS-CoV-2 infection and COVID-19 vaccination. We explain why it is important for medical diagnosis, care and research to use the new terms (PCVS, ACVS and PACVS) in order to avoid confusion and misinterpretation of the underlying causes of disease and to enable optimal medical therapy. We do not recommend to use the term "Post-Vac-Syndrome" as it is imprecise. The article also serves to address the current problem of "medical gaslighting" in relation to PACS and PCVS by raising awareness among the medical professionals and supplying appropriate terminology for disease.
Collapse
Affiliation(s)
- Felix Scholkmann
- University Hospital Zurich, University of Zurich, 8091 Zurich, Switzerland.
| | - Christian-Albrecht May
- Department of Anatomy, Faculty of Medicine Carl Gustav Carus, TU Dresden, 01307 Dresden, Germany
| |
Collapse
|
5
|
Emna B, Kmira Z, Hajer BI, Nadia S, Yossra D, Amina B, Yosra BY, Haifa R, Abderrahim K. Acquired hemophilia A following COVID-19 vaccine: a case report. J Med Case Rep 2023; 17:125. [PMID: 36973766 PMCID: PMC10041501 DOI: 10.1186/s13256-023-03850-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Accepted: 02/26/2023] [Indexed: 03/29/2023] Open
Abstract
BACKGROUND In the literature, reported cases of Acquired hemophilia A (AHA) induced by COVID-19 vaccination occurred after Adenoviral Vector Deoxyribonucleic Acid (DNA)- and SARS-CoV-2 Messenger Ribonucleic acid (mRNA)-Based vaccines. Here, and to the best of our knowledge, we report the first case of AHA occurring after an inactivated Sinovac-coronavac COVID-19 vaccine. CASE PRESENTATION A 69-year-old Tunisian male patient consulted for severe left leg pain limiting physical mobility due to a 5*6 cm large ecchymosis located at the left inner thigh, having spontaneously appeared 5 days prior consultation and without notion of trauma. The patient had no known personal medical history. He had received the second dose of CoronaVac-SinoVac vaccine 30 days prior to consultation. Further physical examination revealed the presence of two other ecchymoses: one at the inner face of the right forearm, starting at the wrist reaching the elbow and the other at the left flank of the abdomen. Diagnosis of AHA was based on clinical presentation and confirmed with prolonged a PTT, Factor VIII deficiency and the presence of an FVIII inhibitor. The patient was successfully treated with corticosteroids and low dose Rituximab. CONCLUSION Clinicians should consider AHA in front of prolonged aPTT with or without spontaneous bleedings even after inactivated virus COVID-19.
Collapse
Affiliation(s)
- Bouselama Emna
- Department of Clinical Hematology, Farhat Hached University Hospital, Sousse, Tunisia
| | - Zahra Kmira
- Department of Clinical Hematology, Farhat Hached University Hospital, Sousse, Tunisia
| | - Ben Ismail Hajer
- Department of Clinical Hematology, Farhat Hached University Hospital, Sousse, Tunisia
| | - Sassi Nadia
- Department of Clinical Hematology, Farhat Hached University Hospital, Sousse, Tunisia
| | - Dhaha Yossra
- Laboratory of Hematology, Sahloul University Hospital, Sousse, Tunisia
| | - Bouatay Amina
- Laboratory of Hematology, Sahloul University Hospital, Sousse, Tunisia
| | - Ben Youssef Yosra
- Department of Clinical Hematology, Farhat Hached University Hospital, Sousse, Tunisia
| | - Regaieg Haifa
- Department of Clinical Hematology, Farhat Hached University Hospital, Sousse, Tunisia
| | - Khelif Abderrahim
- Department of Clinical Hematology, Farhat Hached University Hospital, Sousse, Tunisia
| |
Collapse
|
6
|
Boskabadi SJ, Ala S, Heydari F, Ebrahimi M, Jamnani AN. Acute pancreatitis following COVID-19 vaccine: A case report and brief literature review. Heliyon 2023; 9:e12914. [PMID: 36685416 PMCID: PMC9840226 DOI: 10.1016/j.heliyon.2023.e12914] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 01/07/2023] [Accepted: 01/09/2023] [Indexed: 01/15/2023] Open
Abstract
Vaccination is the most effective way to overcome COVID-19 morbidity and mortality. However, Covid-19 vaccines may cause potential adverse effects. We reported a 28-year-old healthy woman who was referred to the emergency department with a chief complaint of severe abdominal pain, nausea and hemoptysis. She has received two doses of COVID-19 vaccine (Sinopharm BIBP). Similar this time, three days after the injection of the second dose of the Sinopharm BIBP COVID-19 vaccine, abdominal and flank pain appeared, for which she has referred to the emergency department. After necessary tests and pancreatitis was confirmed, we started fluid therapy, plasmapheresis, gemfibrozil and insulin for patient management. The COVID-19 vaccines may lead to acute pancreatitis. The mechanism of pancreatitis caused by COVID-19 vaccines is unclear. Acute pancreatitis can develop after COVID-19 vaccination. This process can even happen a few months later. Therefore, to better diagnosis and prevention of long-term complications, it is necessary to measuring the lipase or amylase in patients that received COVID-19 vaccine if abdominal pain was occurred.
Collapse
Affiliation(s)
- Seyyed Javad Boskabadi
- Department of Clinical Pharmacy, Faculty of Pharmacy, Mazandaran University of Medical Sciences, Sari, Iran
| | - Shahram Ala
- Professor of Clinical Pharmacy, Department of Clinical Pharmacy, Faculty of Pharmacy, Mazandaran University of Medical Sciences, Sari, Iran,Corresponding author. Campus of Mazandaran University of Medical Sciences, Department of Clinical Pharmacy, Faculty of Pharmacy, Km 18 Khazarabad Road, Khazar sq., Mazandaran Province, Sari, 48471, Iran
| | - Fatemeh Heydari
- Department of Anesthesiology and Critical Care Medicine, Imam Khomeini Hospital, Mazandaran University of Medical Sciences, Sari, Iran
| | - Mahbobeh Ebrahimi
- Gastroenterology and Hepatology Department of Internal Medicine, Faculty of Medicine, Mazandaran University of Medical Sciences, Sari, Iran
| | - Alireza Nikzad Jamnani
- Department of Anesthesiology and Critical Care Medicine, Imam Khomeini Hospital, Mazandaran University of Medical Sciences, Sari, Iran
| |
Collapse
|
7
|
Favaloro EJ, Pasalic L, Lippi G. Autoimmune Diseases Affecting Hemostasis: A Narrative Review. Int J Mol Sci 2022; 23:ijms232314715. [PMID: 36499042 PMCID: PMC9738541 DOI: 10.3390/ijms232314715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Revised: 11/20/2022] [Accepted: 11/24/2022] [Indexed: 11/26/2022] Open
Abstract
Hemostasis reflects a homeostatic mechanism that aims to balance out pro-coagulant and anti-coagulant forces to maintain blood flow within the circulation. Simplistically, a relative excess of procoagulant forces can lead to thrombosis, and a relative excess of anticoagulant forces can lead to bleeding. There are a wide variety of congenital disorders associated with bleeding or thrombosis. In addition, there exist a vast array of autoimmune diseases that can also lead to either bleeding or thrombosis. For example, autoantibodies generated against clotting factors can lead to bleeding, of which acquired hemophilia A is the most common. As another example, autoimmune-mediated antibodies against phospholipids can generate a prothrombotic milieu in a condition known as antiphospholipid (antibody) syndrome (APS). Moreover, there exist various autoimmunity promoting environments that can lead to a variety of antibodies that affect hemostasis. Coronavirus disease 2019 (COVID-19) represents perhaps the contemporary example of such a state, with potential development of a kaleidoscope of such antibodies that primarily drive thrombosis, but may also lead to bleeding on rarer occasions. We provide here a narrative review to discuss the interaction between various autoimmune diseases and hemostasis.
Collapse
Affiliation(s)
- Emmanuel J. Favaloro
- Haematology, Institute of Clinical Pathology and Medical Research (ICPMR), Sydney Centres for Thrombosis and Haemostasis, NSW Health Pathology, Westmead Hospital, Westmead, Sydney, NSW 2145, Australia
- School of Dentistry and Medical Sciences, Faculty of Science and Health, Charles Sturt University, Wagga Wagga, NSW 2678, Australia
- School of Medical Sciences, Faculty of Medicine and Health, University of Sydney, Westmead Hospital, Westmead, Sydney, NSW 2145, Australia
- Correspondence: ; Tel.: +61-2-8890-6618
| | - Leonardo Pasalic
- Haematology, Institute of Clinical Pathology and Medical Research (ICPMR), Sydney Centres for Thrombosis and Haemostasis, NSW Health Pathology, Westmead Hospital, Westmead, Sydney, NSW 2145, Australia
- Westmead Clinical School, University of Sydney, Westmead, Sydney, NSW 2006, Australia
| | - Giuseppe Lippi
- Section of Clinical Biochemistry, University of Verona, 37129 Verona, Italy
| |
Collapse
|