Tweets Analysis - Keyword: @JACCJournals
Overview
Total number of tweets analysed
1,402
Earliest tweet was on
2023-02-11
Latest tweet was on
2023-02-21
Tweets covering
10 days
Average age of authors' accounts
7 years
Summarization
A nationwide study conducted by the National Center for Advancing Translational Sciences and published in the Journal of the American College of Cardiology (JACCJournals) found that covid vaccination was associated with significantly reduced incidence of heart attacks and strokes. Partial and complete vaccination was also found to result in a lower risk of MACE. Besides providing insights into the impact of Covid-19 vaccination, the JACCJournals also publishes reviews and statements on other aspects of cardiovascular diseases such as Inhibidores de la Neprilisina en IC, Outcomes of Medical Therapy Plus PCI for Multivessel or Left Main CAD, Bleeding Events After TranscatheterAortic Valve Replacement, Rheumatic Heart Disease, Nutritional Heart Disease and Cardiomyopathies, Survival After Septal Reduction in Patients, Two-stent Virtual Bifurcation PCI, volunteer responder activation in out-of-hospital cardiac arrest and a 22-year-old female collegiate volleyball player presenting for preparticipation cardiovascular screening.
Topic Modeling
- Covid vaccination and its effects: Reduced incidence of heart attacks and strokes, Lower risk of MACE, Impact of Vaccination on Major Adverse Cardiovascular Events.
- Inhibidores de la Neprilisina: BNP, ANP, bradicinina, adrenomedulina, sustancia P, ICC de FEVIr y FEVIc, IAM y ICC avanzada.
- Cardiology: Interventional Cardiology, Management of Complications During Percutaneous Coronary Intervention, Rheumatic Heart Disease, Nutritional Heart Disease, Cardiomyopathies, Medical Therapy Plus PCI for Multivessel or Left Main CAD, Outcomes.
- Research and Reporting: Studies from NIH and CDC, Studies from other 98% of the worlds scientists and virologists, Data from Pay-to-See studies from The Science, Incidence in the “first two weeks” after getting injected, Bleeding Events After TranscatheterAortic Valve Replacement.
- Other topics: Volunteer responder activation in out-of-hospital cardiac arrest, Post I/M Diclofenac sodium injection, Preparticipation cardiovascular screening.
Emotional Analysis
The tweets express a range of emotions, from excitement and enthusiasm to skepticism and doubt. Many of the tweets focus on the positive findings of medical studies, such as the reduced incidence of heart attacks and strokes after Covid vaccination, and the potential benefits of Interventional Cardiology and medical therapy for Multivessel or Left Main CAD. However, there is also a sense of uncertainty about the effectiveness of the vaccine and the research conducted by the NIH and CDC. Some of the tweets express concern over the potential side effects of the vaccine, such as cardiac arrhythmias, neuropathies, and severe debilitating tinnitus. Overall, the tweets demonstrate a mix of optimism and caution regarding the medical advancements being made.
Trend Analysis
- Covid vaccinations reduce risk of heart attacks and strokes
- Impact of Vaccinations on Major Adverse Cardiovascular Events
- Inhibitors of Neprilisin in IC
- Advanced Training Statement on Interventional Cardiology
- Practical approach to management of complications during Percutaneous Coronary Intervention
Types of Tweets
Number of Retweets
343
Percentage of total tweets
24%
Number of Original tweets
138
Percentage of total tweets
9%
Number of tweets that contain Mentions
1,402
Percentage of total tweets
100%
Number of tweets that were Replies
903
Percentage of total tweets
64%
Number of tweets that were Quotes
85
Percentage of total tweets
6%
Number of tweets that contain Hashtags
302
Percentage of total tweets
21%
Top 5 devices used to tweet
Source | Count |
---|---|
Twitter for iPhone | 593 |
Twitter Web App | 395 |
Twitter for Android | 336 |
GoliBot | 29 |
Twitter for iPad | 21 |
What devices were used to tweet

Top 10 accounts with highest followers count
Username | Name | Bio | Followers count |
---|---|---|---|
EricTopol | Eric Topol | physician-scientist, author, editor https://t.co/vwstu2BYrC Ground Truths: https://t.co/YhatcCa3jA | 685,026 |
EM_RESUS | Sam Ghali, M.D. | ER Doctor | Resuscitation | Airway | Cardiovascular Emergencies | ECGs | Emergency Radiology | Trauma | Critical Care | #FOAMed | Patient Advocate | 345,014 |
ACCinTouch | American College of Cardiology | Official American College of Cardiology account. Join us to transform cardiovascular care & improve heart health. Find us: @JACCJournals @Cardiology | 130,268 |
nih_nhlbi | NIH NHLBI | Official Twitter account of the NHLBI. Leading @NIH institute on heart, lung, blood, & sleep disorders research. Privacy/comment policy: https://t.co/ZmlSJVOcAH | 77,775 |
Dr_Khan | DR. ADNAN KHAN | Chief Executive #SharifMedicalCity/Director #SMRC/EditorInChief #JSMDC | Health Economics #LSE #EHA #ESC | #Amcolian | #Aitchisonian | Physician PM #NawazSharif | 63,371 |
kallmemeg | Meaghan Kall | Epidemiologist @UKHSA, mom, wife. Born 🇺🇸 Migrated 🇬🇧. Tweet about HIV & COVID-19. #Nature10 scientist. 🏳️🌈 Personal acct, obvs. | 60,764 |
mmamas1973 | Mamas A. Mamas | Professor of Interventional Cardiology @KeeleUniversity. Research interests: CV Epidemiology. AE Circulation: Cardiovascular Interventions. TCTMD. EAPCI. Hiking | 57,127 |
drclairetaylor | Dr Claire Taylor | Doctor|Special interest in Long Covid,POTS,ME/CFS&MCAS| neuroscientist🧠Long Covid kids champion|WHN expert advisor|long Covid clinic🏴Views my own | 54,280 |
IlindelatorreMD | Dr. Ilin Gilberto de la Torre M. | Médico Internista 𖦸 Clinical trials, metanálisis, revisiones, big data. Confíe en los datos, no en las opiniones. Anécdotas son solo eso, trátelas como tales. | 47,446 |
pash22 | Ash Paul | Public Hlth Dr,interested in evid-based health services commissioning,clinical leadership & hlth policy.My views are my own,RTs are no endorsements | 30,467 |
Top 10 accounts with highest friends count
Username | Name | Bio | Followers count |
---|---|---|---|
mmamas1973 | Mamas A. Mamas | Professor of Interventional Cardiology @KeeleUniversity. Research interests: CV Epidemiology. AE Circulation: Cardiovascular Interventions. TCTMD. EAPCI. Hiking | 35,476 |
pash22 | Ash Paul | Public Hlth Dr,interested in evid-based health services commissioning,clinical leadership & hlth policy.My views are my own,RTs are no endorsements | 33,489 |
JohnWest_JAWS | John West 🕯💙🇺🇦 | #antigrowthcoalition - because Truss asked for it. @JohnWest_JAWS@mastodonapp.uk | 16,681 |
SABOURETCardio | SABOURETCardiologist | President of CNCF. Member of the ACTION-Group. Associate Editor at Minerva Cardio-Angiology+Archives Med.Science-Scientific Director atAxis TV. tweets on my own | 12,386 |
dyannleroy | 𝐃𝐲𝐚𝐧𝐧 𝐋𝐞𝐑𝐨𝐲 | #I𝐒𝐭𝐚𝐧𝐝𝐖𝐢𝐭𝐡𝐔𝐤𝐫𝐚𝐢𝐧𝐞 #𝐁𝐋𝐌 #𝐃𝐞𝐦𝐂𝐚𝐬𝐭 dyannleroy@spoutible.com | 12,238 |
ErinMichos | Erin D. Michos, M.D. | Johns Hopkins Medicine. Associate Professor, Cardiology. Co-Editor in Chief @AJPCardio. #WomenHeartHealth #CardioObstetrics #cvPrev #echofirst She/her #BeKind | 9,676 |
VonRosenchild | VonVictor V. Rosenchild | HubBucket® CEO | 🇺🇸 @HubBucket @HubBucketBioMed @HubBucketBioT @HubRadiology @HubDiscovery @HubBucketSST @HubBucketGreen @HubBucketNYC @HubBaseDB @HubDataSparks @HubDataCore | 9,615 |
fikkumamoto | Italo Kumamoto | Cardiologista Hospital Memorial S Francisco Presidente do Instituto Felipe Kumamoto Joao Pessoa #HF #Atherosclerosis #CCS 🇧🇷🇯🇵♥️ | 9,027 |
gina_lundberg | Gina Lundberg MD FACC FAHA | Professor @EmoryDeptofMed Clin Director @EmoryWomenHeart Center Chair #ACCWIC #JACCCASEREPORTS Tweets my own | 6,987 |
MondaEmanuele | Emanuele Monda | MD | PhD Student at Vanvitelli University (Naples - Italy) | Affiliate Academic Visitor at UCL (London - UK) | Media Task Force Member #ESC Council CV Genomics | 6,342 |
Most active users
Username | Bio | Number of tweets |
---|---|---|
LauraAllen55 | MSc Forensic Psychology. Editor. ‘Now, is he a god? I dunno if he’s a god. I mean, he ate a cat, so....’ | 31 |
Goli_Bot | Cardiology related information. No medical advice intended. | 29 |
wordfinga | I came... I saw... The rest is on-going... | 25 |
DrMAbdurRauf1 | FCPS,FACC,FESC, MEAPCI Consultant Intervention Cardiologist, Researcher, Assistant Professor, General Secretary Heart Failure Scientific Society | 20 |
PharmaCaresForU | Most people love animals - to rear and slaughter for food. Most elites see common folk as animals, so... Be more than cattle: explore outside the fenced areas | 18 |
lisenkiene | Accountant with 18 years experience incl 6 yrs with the KPMG and 7 yrs with the US Department of State (the US Embassy Vilnius, Lithuania) | 16 |
EZancanaroMD | Minimally invasive & Robotic & Hybrid cardiac surgery. InterventionalCardiology #JACCCaseReports @JACCJournals @EACTS @STS #EAPCI member @PCRONLINE member | 15 |
MarcusCRF300 | The Dogfather, studying senior leadership in healthcare. | 14 |
RobGoodall6 | After nine years you know what I realize? Ignorance is bliss. | 14 |
catameep | Greymuzzle Ghost Cat; fursuiter; he/him; Astrophysics + other sciences, photography, plushies, wildlife, esp. cougars/mtn. lions/pumas, sneps & all felines | 11 |
Tweets per day

Top 10 tweets with highest Retweet count
ID | Text | Retweet count |
---|---|---|
1627704283817975816 | Covid vaccination is associated with significantly reduced incidence of heart attacks and strokes during follow-up. Results of a nationwide @ncats_nih_gov study https://t.co/YsfQ3Olqj0 @JACCJournals https://t.co/H8YvtDAOyJ | 1184 |
1627768361001295872 | @EricTopol @ncats_nih_gov @JACCJournals Here is the article from @JACCJournals Impact of Vaccination on Major Adverse Cardiovascular Events in Patients With COVID-19 Infection Partial and complete vaccination is associated with a lower risk of MACE (major adverse cardiac events) after SARS-CoV-2 infection. https://t.co/VddFcpnQI6 | 139 |
1625564638191489047 | Inhibidores de la Neprilisina en IC.💊💥🫀 ✨️Repaso de la evidencia actual sobre ARNi, revisión por @JACCJournals💯👌 🟢Neprilisina✂️➡️BNP, ANP, bradicinina, adrenomedulina, sustancia P ✅️ICC de FEVIr y FEVIc⬇️☠️ ✅️ICA⬇️☠️ ❎️IAM y ICC avanzada↔️☠️ https://t.co/TSQ20bVRDI https://t.co/QOAl29uAdW | 115 |
1624851231201009666 | A Practical Approach to the Management of Complications During Percutaneous Coronary Intervention | State-Of-The-Art Review @jaccjournals #MustRead #CardioTwitter https://t.co/MgN9P13Fjy #1/3: Management Algorithms for #CornaryPerforation https://t.co/8zNBBoT8YH | 84 |
1626322597259448322 | Out today!! 2023 ACC/AHA/SCAI Advanced Training Statement on Interventional Cardiology https://t.co/HbTfH5xYOK @ACCinTouch @JACCJournals @SCAI @AHAScience @adnanalkhouli @ColumbiaCardio @HeartValveCntr https://t.co/NT4vKFp0Pm | 82 |
1626612440552075264 | Rheumatic Heart Disease JACC Focus Seminar 2/4 @JACCJournals https://t.co/ZB8M8mytcv https://t.co/yBxW2uBkSx | 71 |
1625887671296851969 | Nutritional Heart Disease and Cardiomyopathies JACC Focus Seminar 4/4 @JACCJournals https://t.co/Ms2oaWVcSP https://t.co/Lfe4cogBsP | 59 |
1627102631796654083 | Outcomes of Medical Therapy Plus PCI for Multivessel or Left Main CAD Ineligible for Surgery: @JACCJournals Agree with the results: this is what we see in practice 4-point Summary below... 👇👇👇 https://t.co/fbi5DizyaR | 48 |
1625574485205127169 | Happy to share our newest study in @JACCJournals focusing on volunteer responder activation in out-of-hospital cardiac arrest 💔 The odds for bystander defibrillation increase when more volunteer responders arrive before EMS 🏃♂️⚡️🚑 Thank you @DrCheskes for a great Editorial! https://t.co/5DyjuxglGR | 39 |
1626250054385422336 | Phase 2 Study of Aficamten in Patients With Obstructive Hypertrophic Cardiomyopathy @JACCJournals https://t.co/IOIWwcwLEg https://t.co/iIR7VaXbzA | 36 |
Top 10 tweets with highest Like count
ID | Text | Like count |
---|---|---|
1627704283817975816 | Covid vaccination is associated with significantly reduced incidence of heart attacks and strokes during follow-up. Results of a nationwide @ncats_nih_gov study https://t.co/YsfQ3Olqj0 @JACCJournals https://t.co/H8YvtDAOyJ | 3747 |
1627768361001295872 | @EricTopol @ncats_nih_gov @JACCJournals Here is the article from @JACCJournals Impact of Vaccination on Major Adverse Cardiovascular Events in Patients With COVID-19 Infection Partial and complete vaccination is associated with a lower risk of MACE (major adverse cardiac events) after SARS-CoV-2 infection. https://t.co/VddFcpnQI6 | 365 |
1625564638191489047 | Inhibidores de la Neprilisina en IC.💊💥🫀 ✨️Repaso de la evidencia actual sobre ARNi, revisión por @JACCJournals💯👌 🟢Neprilisina✂️➡️BNP, ANP, bradicinina, adrenomedulina, sustancia P ✅️ICC de FEVIr y FEVIc⬇️☠️ ✅️ICA⬇️☠️ ❎️IAM y ICC avanzada↔️☠️ https://t.co/TSQ20bVRDI https://t.co/QOAl29uAdW | 320 |
1626322597259448322 | Out today!! 2023 ACC/AHA/SCAI Advanced Training Statement on Interventional Cardiology https://t.co/HbTfH5xYOK @ACCinTouch @JACCJournals @SCAI @AHAScience @adnanalkhouli @ColumbiaCardio @HeartValveCntr https://t.co/NT4vKFp0Pm | 241 |
1624851231201009666 | A Practical Approach to the Management of Complications During Percutaneous Coronary Intervention | State-Of-The-Art Review @jaccjournals #MustRead #CardioTwitter https://t.co/MgN9P13Fjy #1/3: Management Algorithms for #CornaryPerforation https://t.co/8zNBBoT8YH | 193 |
1627769724716175377 | @EricTopol @ncats_nih_gov @JACCJournals Interestingly, the Pfizer vaccine is what caused my cardiac arrhythmias, neuropathies, and severe debilitating tinnitus. But no one seems to be researching and reporting on those of us who developed this post vaccine syndrome. I also never had covid infection to date and have… https://t.co/bvKRxzVgHU | 177 |
1626612440552075264 | Rheumatic Heart Disease JACC Focus Seminar 2/4 @JACCJournals https://t.co/ZB8M8mytcv https://t.co/yBxW2uBkSx | 168 |
1625887671296851969 | Nutritional Heart Disease and Cardiomyopathies JACC Focus Seminar 4/4 @JACCJournals https://t.co/Ms2oaWVcSP https://t.co/Lfe4cogBsP | 138 |
1627102631796654083 | Outcomes of Medical Therapy Plus PCI for Multivessel or Left Main CAD Ineligible for Surgery: @JACCJournals Agree with the results: this is what we see in practice 4-point Summary below... 👇👇👇 https://t.co/fbi5DizyaR | 132 |
1627724387813302272 | @EricTopol @ncats_nih_gov @JACCJournals So at this point we have two choices. We can either use the NIH and CDC funded studies, which we know are intertwined with pharma’s goals, or the studies from the other 98% of the worlds scientists and virologists. Pretty sure I’m going with the 98% -thanks. | 112 |
Top 3 Languages Used In Tweets

Top 10 Hashtags used
Hashtag | Count |
---|---|
#cardiotwitter | 123 |
#jacccasereports | 45 |
#jacc | 28 |
#cardiology | 25 |
#cardioed | 24 |
#medtwitter | 20 |
#pci | 17 |
#heartfailure | 16 |
#whycmr | 14 |
#jacchf | 14 |
Top 10 Hashtags Used In Tweets

Top 10 mentions
Mention | Count |
---|---|
@jaccjournals | 1414 |
@erictopol | 661 |
@ncats_nih_gov | 660 |
@jgrapsa | 116 |
@mmamas1973 | 111 |
@gina_lundberg | 101 |
@bakhshihooman | 74 |
@minnowwalsh | 67 |
@ezancanaromd | 66 |
@latambifclub | 65 |
Top 10 mentions

Wordcloud of Tweets

Emojis
Average number of emojis used per tweet
49
Emojis used in tweets
Emoji | Count | Emoji Text |
---|---|---|
🤣 | 37 | rolling_on_the_floor_laughing |
😂 | 34 | face_with_tears_of_joy |
👇 | 31 | backhand_index_pointing_down |
👉 | 28 | backhand_index_pointing_right |
➡️ | 27 | right_arrow |
🫀 | 26 | anatomical_heart |
✅ | 26 | check_mark_button |
⬇️ | 24 | down_arrow |
💊 | 22 | pill |
⬆️ | 21 | up_arrow |
Emojis groups
Emoji Group | Count |
---|---|
People & Body | 175 |
Symbols | 169 |
Smileys & Emotion | 166 |
Objects | 93 |
Travel & Places | 36 |
Activities | 35 |
Flags | 8 |
Animals & Nature | 4 |
Food & Drink | 4 |