personalizedmedicine, Twitter, 3/25/2022 2:52:08 AM, 273673


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personalizedmedicine_2022-03-24_19-43-00.xlsx
personalizedmedicine_2022-03-24_19-43-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 25, 2022
Short Description:
personalizedmedicine via NodeXL https://bit.ly/3JGMxYq
@precisionmedbot
@hephaistos_ai
@insightrx
@rafael52987
@irmaraste
@journalofnucmed
@pmedcast
@permedcoalition
@dhpsp
@journalbio

Top hashtags:
#personalizedmedicine
#digitalhealth
#precisionmedicine
#datascience

Description:
Description
The graph represents a network of 1,375 Twitter users whose tweets in the requested range contained "personalizedmedicine", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 March 2022 at 02:45 UTC.

The requested start date was Friday, 25 March 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 113-day, 0-hour, 54-minute period from Wednesday, 01 December 2021 at 00:15 UTC to Thursday, 24 March 2022 at 01:09 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1375
Unique Edges : 1030
Edges With Duplicates : 3330
Total Edges : 4360
Number of Edge Types : 5
Retweet : 1131
MentionsInRetweet : 1872
Replies to : 41
Mentions : 783
Tweet : 533
Self-Loops : 574
Reciprocated Vertex Pair Ratio : 0.0410490307867731
Reciprocated Edge Ratio : 0.0788608981380066
Connected Components : 240
Single-Vertex Connected Components : 111
Maximum Vertices in a Connected Component : 723
Maximum Edges in a Connected Component : 3328
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.396308
Graph Density : 0.000966521106259098
Modularity : 0.394891
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,375 Twitter users whose tweets in the requested range contained "personalizedmedicine", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 March 2022 at 02:45 UTC.

The requested start date was Friday, 25 March 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 113-day, 0-hour, 54-minute period from Wednesday, 01 December 2021 at 00:15 UTC to Thursday, 24 March 2022 at 01:09 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : personalizedmedicine
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[61] https://medicaltransformationcenter.com/personalized-medicine/
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272877
[14] https://www.marketsandmarkets.com/Market-Reports/single-cell-analysis-market-171955254.html
[11] https://www.pmedcast.com/2022/02/02/episode037-making-personalized-medicine-available-to-every-patient-with-christopher-wells/
[9] https://bioeng2022.helmholtz-muenchen.de
[7] https://www.ukri.org/news/uk-biobank-sequences-whole-genomes-of-200000-participants/
[6] https://www.belewdrugs.com/belews-news
[6] https://hgserver1.amc.nl:443/
[5] https://medisapiens.com/articles/why-curating-phenotypic-data-is-crucial-to-advancing-genomic-medicine/
[5] https://event.on24.com/wcc/r/3615147/520A0A78EFAC216B07E6940BBA91B3A6

Top URLs in Tweet in G1:
[61] https://medicaltransformationcenter.com/personalized-medicine/
[14] https://www.marketsandmarkets.com/Market-Reports/single-cell-analysis-market-171955254.html
[11] https://www.pmedcast.com/2022/02/02/episode037-making-personalized-medicine-available-to-every-patient-with-christopher-wells/
[6] https://www.belewdrugs.com/belews-news
[5] https://event.on24.com/wcc/r/3615147/520A0A78EFAC216B07E6940BBA91B3A6
[4] https://www.marketsandmarkets.com/Market-Reports/asia-pacific-single-cell-analysis-market-257201069.html
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272877
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41397-022-00266-8
[3] https://www.researchgate.net/publication/348974797_Value_and_Unmet_Needs_in_Non-Invasive_Human_Papillomavirus_HPV_Testing_for_Oropharyngeal_Cancer?_iepl%5BgeneralViewId%5D=6EsZSiHW4D52RMf3lcrgqZyae5uJvVgmVET0&_iepl%5Bcontexts%5D%5B0%5D=searchReact&_iepl%5BviewId%5D=S2Oca5urgwCDzH336MOdfNECfgVub1OXH1jo&_iepl%5BsearchType%5D=publication&_iepl%5Bdata%5D%5BcountLessEqual20%5D=1&_iepl%5Bdata%5D%5BinteractedWithPosition1%5D=1&_iepl%5Bdata%5D%5BwithoutEnrichment%5D=1&_iepl%5Bposition%5D=1&_iepl%5BrgKey%5D=PB%3A348974797&_iepl%5BtargetEntityId%5D=PB%3A348974797&_iepl%5BinteractionType%5D=publicationTitle
[3] https://www.pmedcast.com/2022/01/12/episode036-sepsis-ngs-with-philip-stevens/

Top URLs in Tweet in G2:
[3] https://pgenetic.com/is-personalized-medicine-for-you/
[2] https://crgconferences.com/precisionmedicine/
[2] https://answers.childrenshospital.org/personalized-drugs/
[2] https://integratedconnects.com/
[2] https://www.healthcareitnews.com/news/cios-5-year-plans-precision-medicine-and-emerging-technologies
[2] https://www.worldpharmanews.com/research/5942-with-personalized-medicine-a-shelved-cancer-drug-could-get-another-shot
[2] https://phys.org/news/2022-03-scientists-genetic-sequencing.html
[1] https://www.linkedin.com/slink?code=eGMxdneP
[1] https://www.linkedin.com/slink?code=eijbvTHw
[1] https://www.genengnews.com/topics/translational-medicine/regenerative-medicine-tissue-engineering/3d-printing/wound-healing-gets-a-boost-from-3d-printed-platelet-rich-plasma/

Top URLs in Tweet in G3:
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272877
[3] https://aipocrates.org/2021/12/19/retroceder-nunca-rendirse-jamas/
[3] https://innovativepublishing.actonsoftware.com/acton/media/3356/medtech-intelligence-volume-14-issue-05
[2] https://medium.com/@drpravinbadhe/personalized-medicine-9938b497e1ad
[1] https://twitter.com/rafael52987/status/1502982272152133633
[1] https://twitter.com/rafael52987/status/1495385786300219396
[1] https://twitter.com/rafael52987/status/1499514062874546177
[1] https://twitter.com/rafael52987/status/1499791914329071618
[1] https://twitter.com/rafael52987/status/1499825387232239625
[1] https://twitter.com/rafael52987/status/1500963043945156610

Top URLs in Tweet in G4:
[3] https://www.drugdiscoverytrends.com/the-role-of-the-democratized-research-network-in-optimizing-precision-dosing/
[2] https://www.clinicalomics.com/topics/precision-medicine-topic/new-biosensors-precisely-monitor-drug-levels-in-serum/
[2] https://lsc-pagepro.mydigitalpublication.com/publication/?m=67409&i=737233&p=18&ver=html5&utm_content=198169911&utm_medium=social&utm_source=twitter&hss_channel=tw-1240331875421491201
[2] https://projectpace.eu/do-new-privacy-laws-place-more-hurdles-on-the-path-to-precision-medicine/
[2] https://precision-medicine.magnusconferences.com/register
[1] https://bioivt.com/biofluids-blood-derived?utm_content=201751626&utm_medium=social&utm_source=twitter&hss_channel=tw-2633616379
[1] https://info.bioivt.com/ai-solutions?utm_content=200558660&utm_medium=social&utm_source=twitter&hss_channel=tw-2633616379
[1] https://info.bioivt.com/ds-biofluids-inventory?utm_content=200983954&utm_medium=social&utm_source=twitter&hss_channel=tw-2633616379
[1] https://www.outsourcing-pharma.com/Article/2022/02/03/memorial-sloan-kettering-announces-100m-for-cancer-research
[1] https://www.medscape.com/viewarticle/964858

Top URLs in Tweet in G5:
[3] https://doi.org/10.1186/s12891-020-03741-0
[3] https://ccforum.biomedcentral.com/articles/10.1186/s13054-021-03822-z
[3] https://medisapiens.com/articles/why-curating-phenotypic-data-is-crucial-to-advancing-genomic-medicine/
[3] https://www.globaldata.com/globaldata-predicts-future-healthtech-unicorns/
[2] https://www.oncoact.nl/
[2] https://www.hartwigmedicalfoundation.nl/en/database/
[2] https://twitter.com/ecuppen/status/1493952892805472257
[2] https://pubmed.ncbi.nlm.nih.gov/30808556/
[2] https://genomsys.com/contact-us-at-medlab-middle-east/?utm_source=LinkedIn&utm_medium=MedLab+-+Meeting&utm_campaign=post+58
[2] https://medium.com/authority-magazine/the-future-is-now-gary-conkright-of-physiq-on-how-their-technological-innovation-will-shake-up-the-98171e793f6c

Top URLs in Tweet in G6:
[1] http://s3.amazonaws.com/rdcms-snmmi/files/production/public/FileDownloads/Pathways-February-2022.pdf
[1] http://www.snmmi.org/NewsPublications/NewsDetail.aspx?ItemNumber=39568
[1] https://jamanetwork.com/journals/jamaoncology/fullarticle/2789165
[1] https://jnm.snmjournals.org/content/early/2021/08/12/jnumed.121.262468
[1] https://doi.org/10.2967/jnumed.121.263262
[1] https://doi.org/10.2967/jnumed.121.263561
[1] https://doi.org/10.2967/jnumed.121.262239
[1] https://doi.org/10.2967/jnumed.121.263618
[1] https://doi.org/10.2967/jnumed.121.263758
[1] https://therapy.snmmi.org/SNMMI-THERAPY/2022_Therapeutics_Conference_/SNMMI-THERAPY/2021_Therapeutics_Conference_Pages/2021_Therapeutics_Conference.aspx?hkey=d088077c-bbff-4de6-98ad-8e0c83f78630

Top URLs in Tweet in G7:
[2] https://blogs.3ds.com/northamerica/top-tech-trends-fueling-advances-in-life-sciences-and-healthcare/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272877
[1] https://blogs.3ds.com/northamerica/digital-solutions-for-cell-and-gene-therapy/
[1] https://blogs.3ds.com/perspectives/come-experience-the-virtual-twin-of-the-human-body-at-ces-2022/
[1] https://twitter.com/IrmaRaste/status/1470617381714153472
[1] https://twitter.com/IrmaRaste/status/1461042955385511939
[1] https://twitter.com/IrmaRaste/status/1504305680840372224
[1] https://twitter.com/irmaraste/status/1470617381714153472
[1] http://www.sciencedirect.com/science/authShare/S0168365922000980/20220302T113500Z/1?md5=34d8f81ee987ddacb80d3edff1b3cf10&dgcid=author
[1] https://linkinghub.elsevier.com/retrieve/pii/S0168365922000980

Top URLs in Tweet in G8:
[6] https://www.ukri.org/news/uk-biobank-sequences-whole-genomes-of-200000-participants/
[6] https://hgserver1.amc.nl:443/
[5] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=http%3A%2F%2Flink.springer.com%2Fbook%2F10.1007%2F978-3-030-93056-1
[4] https://www.biobanking.com/artificial-intelligence-the-new-age-of-biobanking-and-medical-research/
[1] https://www.festivalofgenomics.com/day1
[1] https://www.nature.com/articles/s41598-021-02683-4
[1] https://www.genengnews.com/commentary/point-of-view/could-biobanks-be-the-new-frontier-for-digital-health-research/
[1] https://www.bcplatforms.com/bc-platforms-adds-japans-mitsubishi-space-software-to-its-global-data-network/?utm_content=198500616&utm_medium=social&utm_source=twitter&hss_channel=tw-2348499854
[1] https://youtu.be/Ku_5ukWG_2M?utm_content=198276517&utm_medium=social&utm_source=twitter&hss_channel=tw-2348499854
[1] https://pubmed.ncbi.nlm.nih.gov/35005036/

Top URLs in Tweet in G9:
[2] https://www.healthinsight.ca/health-care-industry-news/participants-make-trials-possible/
[1] https://www.personalizedmedicinecoalition.org/News/Press_Releases/Seventh_Annual_Edition_of_PMCs_Personalized_Medicine_at_FDA_Finds_Field_Expanding_Across_Disease_States_Shows_Personalized_Medicines_Accounting_for_More_Than_a_Third_of_Newly_Approved_Drugs
[1] https://pmc.informz.net/informzdataservice/onlineversion/pub/bWFpbGluZ0luc3RhbmNlSWQ9MzUwMjIzNA==
[1] https://pmc.informz.net/informzdataservice/onlineversion/pub/bWFpbGluZ0luc3RhbmNlSWQ9MzUxNzk4Mw==
[1] https://pmc.informz.net/informzdataservice/onlineversion/pub/bWFpbGluZ0luc3RhbmNlSWQ9MzUzMzU3OA==
[1] https://pmc.informz.net/informzdataservice/onlineversion/pub/bWFpbGluZ0luc3RhbmNlSWQ9MzUzNjEyOQ==
[1] https://pmc.informz.net/informzdataservice/onlineversion/pub/bWFpbGluZ0luc3RhbmNlSWQ9MzU3NjAyMg==
[1] https://friendsofcancerresearch.org/sites/default/files/2021-11/Dr.%20Califf%20Letter%20of%20Support%202021.pdf?eType=EmailBlastContent&eId=44444444-4444-4444-4444-444444444444
[1] https://www.statnews.com/2021/11/16/personalized-medicine-goes-far-beyond-genetics/
[1] https://videocast.nih.gov/livew.asp?live=44155

Top URLs in Tweet in G10:
[1] https://academic.oup.com/cardiovascres/article/117/14/2742/6174689

Top Domains
Top Domains in Tweet in Entire Graph:
[136] twitter.com
[61] medicaltransformationcenter.com
[26] linkedin.com
[23] marketsandmarkets.com
[19] pmedcast.com
[18] genomsys.com
[15] doi.org
[15] nodexlgraphgallery.org
[12] nih.gov
[10] helmholtz-muenchen.de

Top Domains in Tweet in G1:
[61] medicaltransformationcenter.com
[22] marketsandmarkets.com
[19] pmedcast.com
[8] twitter.com
[8] personalizemymedicine.com
[7] linkedin.com
[6] belewdrugs.com
[5] healthcareitnews.com
[5] on24.com
[4] nature.com

Top Domains in Tweet in G2:
[13] twitter.com
[9] linkedin.com
[5] clinicallabmanager.com
[3] pgenetic.com
[2] crgconferences.com
[2] youtube.com
[2] childrenshospital.org
[2] integratedconnects.com
[2] nejm.org
[2] yahoo.com

Top Domains in Tweet in G3:
[83] twitter.com
[10] nodexlgraphgallery.org
[4] aipocrates.org
[3] actonsoftware.com
[2] medium.com
[1] doi.org
[1] digitalpatientsafety.com
[1] scipedia.com
[1] biorxiv.org
[1] biobanking.com

Top Domains in Tweet in G4:
[3] bioivt.com
[3] drugdiscoverytrends.com
[3] pharmacytimes.com
[3] magnusconferences.com
[2] devdiscourse.com
[2] clinicalomics.com
[2] managedhealthcareexecutive.com
[2] mydigitalpublication.com
[2] projectpace.eu
[1] outsourcing-pharma.com

Top Domains in Tweet in G5:
[18] genomsys.com
[7] twitter.com
[3] pnas.org
[3] doi.org
[3] nih.gov
[3] biomedcentral.com
[3] medisapiens.com
[3] globaldata.com
[2] oncoact.nl
[2] hartwigmedicalfoundation.nl

Top Domains in Tweet in G6:
[5] doi.org
[2] snmmi.org
[1] amazonaws.com
[1] jamanetwork.com
[1] snmjournals.org

Top Domains in Tweet in G7:
[4] 3ds.com
[4] twitter.com
[1] nodexlgraphgallery.org
[1] sciencedirect.com
[1] elsevier.com
[1] raconteur.net
[1] medicalxpress.com

Top Domains in Tweet in G8:
[6] ukri.org
[6] amc.nl
[5] springer.com
[4] biobanking.com
[3] linkedin.com
[1] festivalofgenomics.com
[1] nature.com
[1] genengnews.com
[1] bcplatforms.com
[1] youtu.be

Top Domains in Tweet in G9:
[5] informz.net
[3] doi.org
[3] healthinsight.ca
[2] nih.gov
[1] personalizedmedicinecoalition.org
[1] friendsofcancerresearch.org
[1] statnews.com
[1] linkedin.com

Top Domains in Tweet in G10:
[1] oup.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1150] personalizedmedicine
[273] digitalhealth
[212] precisionmedicine
[179] datascience
[142] healthcare
[139] publichealth
[139] patientsafety
[112] ai
[82] medicine
[81] healthtech



Top Hashtags in Tweet in G1:
[231] personalizedmedicine
[36] cancer
[35] precisionmedicine
[27] healthcare
[21] research
[19] transformlouisville
[14] biotechnology
[13] ai
[12] medicine
[12] telehealth

Top Hashtags in Tweet in G2:
[133] personalizedmedicine
[21] precisionmedicine
[13] healthcare
[10] health
[9] genetics
[7] genomics
[6] biotech
[6] medicine
[6] digitalhealth
[5] oncology

Top Hashtags in Tweet in G3:
[214] digitalhealth
[202] personalizedmedicine
[164] datascience
[134] publichealth
[132] patientsafety
[76] dhpsp
[76] colombia
[74] ecuador
[72] 5g
[71] peru

Top Hashtags in Tweet in G4:
[62] personalizedmedicine
[38] precisionmedicine
[27] pharmacokinetic
[17] oncology
[11] precisiondosing
[11] pharmacokinetics
[9] pharmacogenetics
[7] genomics
[7] datascience
[6] artificialintelligence

Top Hashtags in Tweet in G5:
[65] personalizedmedicine
[24] genomics
[22] precisionmedicine
[14] genomsys
[12] squadgoals
[11] mpegg
[11] dna
[8] bioinformatics
[8] organonachip
[8] arthritis

Top Hashtags in Tweet in G6:
[10] personalizedmedicine
[3] nuclearmedicine
[3] nucmed
[3] prostatecancer
[2] petimaging
[2] cancer
[2] petct
[1] precisiononcology
[1] snmmi
[1] machinelearning

Top Hashtags in Tweet in G7:
[44] personalizedmedicine
[29] cell
[29] gene
[11] healthcare
[10] healthtech
[9] digitalhealth
[8] 3dprinting
[6] ces2022
[5] digitaltwins
[5] healthequity

Top Hashtags in Tweet in G8:
[22] personalizedmedicine
[16] bioinformatics
[11] biobank
[10] drugdiscovery
[9] fog2022
[8] bioengineering
[8] drugdesign
[7] drugdevelopment
[6] medicine
[6] health

Top Hashtags in Tweet in G9:
[30] personalizedmedicine
[3] leukodystrophy
[3] nhlbi
[3] lymphangioleiomyomatosis
[2] freeaccess
[1] tricon
[1] rddnih
[1] rdcrn
[1] lungdisease
[1] rarediseases

Top Hashtags in Tweet in G10:
[26] research
[1] cvd
[1] organonchip
[1] personalizedmedicine
[1] cardiovascularresearch

Top Words
Top Words in Tweet in Entire Graph:
[1150] #personalizedmedicine
[273] #digitalhealth
[212] #precisionmedicine
[200] more
[179] #datascience
[177] medicine
[174] personalized
[166] rafael52987
[142] #healthcare
[139] #publichealth

Top Words in Tweet in G1:
[231] #personalizedmedicine
[65] more
[51] call
[45] find
[40] read
[40] pmedcast
[36] #cancer
[35] #precisionmedicine
[35] dr
[34] personalized

Top Words in Tweet in G2:
[133] #personalizedmedicine
[63] î
[30] medicine
[29] personalized
[21] #precisionmedicine
[17] more
[14] patients
[13] #healthcare
[13] health
[11] based

Top Words in Tweet in G3:
[214] #digitalhealth
[202] #personalizedmedicine
[164] #datascience
[154] rafael52987
[134] #publichealth
[132] #patientsafety
[81] publichealthbot
[76] #dhpsp
[76] #colombia
[74] #ecuador

Top Words in Tweet in G4:
[90] insightrx
[62] #personalizedmedicine
[49] precision
[38] #precisionmedicine
[38] patient
[33] model
[32] dosing
[31] 2021
[30] using
[29] research

Top Words in Tweet in G5:
[65] #personalizedmedicine
[42] genomsys
[26] more
[24] #genomics
[22] #precisionmedicine
[19] find
[18] 2021
[17] recap
[17] 2022
[16] shares

Top Words in Tweet in G6:
[65] journalofnucmed
[34] treatment
[34] psma
[27] therapy
[24] 617
[24] administered
[24] immediately
[24] following
[24] androgen
[24] deprivation

Top Words in Tweet in G7:
[44] #personalizedmedicine
[37] irmaraste
[33] digital
[32] solutions
[32] gene
[32] therapy
[29] cellular
[29] #cell
[29] #gene
[29] therapies

Top Words in Tweet in G8:
[22] #personalizedmedicine
[16] #bioinformatics
[14] data
[11] read
[10] genomics
[10] #drugdiscovery
[9] great
[9] festival
[9] biodata
[9] #fog2022

Top Words in Tweet in G9:
[30] #personalizedmedicine
[21] personalized
[20] medicine
[14] today
[14] permedcoalition
[11] pmc
[9] 2021
[7] edition
[7] public
[7] issue

Top Words in Tweet in G10:
[26] editor
[26] choice
[26] state
[26] art
[26] review
[26] organ
[26] chip
[26] technology
[26] including
[26] latest

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[161] #digitalhealth,#personalizedmedicine
[133] #personalizedmedicine,#patientsafety
[127] #publichealth,#datascience
[104] #datascience,#digitalhealth
[101] personalized,medicine
[82] #precisionmedicine,#personalizedmedicine
[75] publichealthbot,#publichealth
[74] #colombia,#ecuador
[71] #ecuador,#peru
[69] #5g,publichealthbot

Top Word Pairs in Tweet in G1:
[40] #personalizedmedicine,call
[26] read,more
[25] visit,website
[21] single,cell
[19] call,today
[18] personalized,medicine
[18] cell,analysis
[14] call,visit
[14] website,find
[13] thinking,#personalizedmedicine

Top Word Pairs in Tweet in G2:
[43] î,î
[18] personalized,medicine
[11] #precisionmedicine,#personalizedmedicine
[6] î,îµï
[5] îµï,î
[5] #personalizedmedicine,#health
[4] precision,medicine
[4] #personalizedmedicine,#genetics
[4] îµ,î
[4] read,more

Top Word Pairs in Tweet in G3:
[150] #digitalhealth,#personalizedmedicine
[131] #personalizedmedicine,#patientsafety
[124] #publichealth,#datascience
[103] #datascience,#digitalhealth
[74] #colombia,#ecuador
[74] publichealthbot,#publichealth
[71] #ecuador,#peru
[68] #5g,publichealthbot
[65] #peru,#bolivia
[58] #bolivia,#venezuela

Top Word Pairs in Tweet in G4:
[31] precision,dosing
[27] patient,dosed
[27] dosed,minute
[27] minute,using
[27] using,precision
[27] dosing,platform
[27] platform,2021
[27] 2021,tripled
[27] tripled,number
[27] democratized,research

Top Word Pairs in Tweet in G5:
[17] #personalizedmedicine,#precisionmedicine
[15] genomsys,shares
[15] 2021,recap
[14] recap,outlook
[14] find,more
[12] outlook,2022
[12] #precisionmedicine,#squadgoals
[11] opinion,piece
[11] shares,2021
[11] #genomsys,#genomics

Top Word Pairs in Tweet in G6:
[24] psma,617
[24] 617,administered
[24] administered,immediately
[24] immediately,following
[24] following,androgen
[24] androgen,deprivation
[24] deprivation,therapy
[24] therapy,highly
[24] highly,effective
[23] journalofnucmed,treatment

Top Word Pairs in Tweet in G7:
[32] digital,solutions
[32] gene,therapy
[29] solutions,cellular
[29] cellular,gene
[29] therapy,#cell
[29] #cell,#gene
[29] #gene,therapies
[29] therapies,part
[29] part,#personalizedmedicine
[27] irmaraste,digital

Top Word Pairs in Tweet in G8:
[9] festival,genomics
[9] genomics,biodata
[9] biodata,#fog2022
[9] drug,discovery
[8] #bioengineering,#drugdesign
[8] #drugdesign,#bioinformatics
[8] #bioinformatics,researchers
[8] researchers,developed
[8] developed,machine
[8] machine,learning

Top Word Pairs in Tweet in G9:
[15] personalized,medicine
[7] edition,personalized
[6] medicine,today
[5] today,shows
[5] today,personalized
[5] medicine,issue
[5] issue,unites
[5] unites,industry
[5] industry,leaders
[5] leaders,provide

Top Word Pairs in Tweet in G10:
[26] editor,choice
[26] choice,state
[26] state,art
[26] art,review
[26] review,organ
[26] organ,chip
[26] chip,technology
[26] technology,including
[26] including,latest
[26] latest,#research

Top Replied-To
Top Replied-To in Entire Graph:
@livescience_t
@kargerhcp
@cnnradiolaplata
@docpino2
@mauriciojaramil
@garyphysiq
@profcolin
@pmm_2022
@jbarbosapr
@physiq

Top Replied-To in G1:
@pmm_2022

Top Replied-To in G3:
@livescience_t
@kargerhcp
@cnnradiolaplata
@dhpsp
@_inpst
@cstntn24
@stefaniaarciell
@_atanas_
@publichealthbot
@mauriciojaramil

Top Replied-To in G5:
@rtlnieuws
@physiq
@garyphysiq

Top Replied-To in G7:
@glfceo
@jbarbosapr

Top Mentioned
Top Mentioned in Entire Graph:
@rafael52987
@publichealthbot
@insightrx
@journalofnucmed
@_inpst
@stefaniaarciell
@sciencecommuni2
@livescience_t
@dhpsp
@rajeevksingla

Top Mentioned in G1:
@pmedcast
@permedcoalition
@premaslifesc
@gajanans7
@rafael52987
@gimjournal
@yagensky
@abzuai
@pmm_2022
@patrick_j_short

Top Mentioned in G2:
@rtsafe
@pharmaexcipient

Top Mentioned in G3:
@rafael52987
@publichealthbot
@_inpst
@stefaniaarciell
@sciencecommuni2
@livescience_t
@dhpsp
@rajeevksingla
@harvinder_garg
@alexbetts

Top Mentioned in G4:
@insightrx
@geraldfinken
@bioivt
@om1inc
@inside_pm
@eprojectpace
@thenci
@himss
@drugdiscoverdev
@uw

Top Mentioned in G5:
@genomsys
@pnasnews
@pregenerate_inc
@physiq
@hartwigmedical
@liaonet
@medlabseries
@vumc_vclic
@adamatw
@mdpiopenaccess

Top Mentioned in G6:
@journalofnucmed
@snm_mi
@jamaonc
@thomashopemd
@calaisjeremie

Top Mentioned in G7:
@irmaraste
@evankirstel
@unc
@jcrneditors
@dassault3ds
@raconteur
@3dsnorthamerica
@enricomolinari
@johnnosta
@jolaburnett

Top Mentioned in G8:
@biobankingcom
@act_ai_driven
@rockefelleruniv
@royalvoxpost
@secondcellbio
@r2_microarray
@gcordovas
@kenchecicki
@uthealthbiomed
@samplix

Top Mentioned in G9:
@permedcoalition
@mediaplanetca
@fda
@califf001
@pennmedicine
@statnews
@triconference
@childrensphila
@thebethesdalabs
@fsgpme

Top Mentioned in G10:
@cvr_tomaszguzik
@esc_journals

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@chidambara09
@hrblock_21
@thedeveloperbot
@morolswediu
@evankirstel
@rosenchild
@jfsebastian146
@animesh1977
@artificialbra1n

Top Tweeters in G1:
@education_24x7
@valenciaplaza
@manifattura40
@zolpidembot
@hephaistos_ai
@odobehave
@singlecellmedia
@nature
@familytreetips2
@luisartolu

Top Tweeters in G2:
@animesh1977
@fatimacherkasov
@johnkops
@davrola
@arweaveapi
@tacitwr
@tweetingnn
@jpa
@alanjcard
@uthealth_sbmi

Top Tweeters in G3:
@cybersec_feeds
@thedeveloperbot
@morolswediu
@jfsebastian146
@coderretweet
@fabriciosx
@noticiascaracol
@botsecx
@aprogrammerbot
@codewithtwitchi

Top Tweeters in G4:
@hrblock_21
@dancas2
@hdpr2016
@tomy2875
@satyajit1910
@dlspace108
@pastorannisha
@gdprai
@christinelem007
@ene3112

Top Tweeters in G5:
@marciasgreen
@rtlnieuws
@superteamup
@productier1
@cytosine_37
@dnaed_tech
@liaonet
@trab_bot
@medium
@authoritymgzine

Top Tweeters in G6:
@clearwaterbk
@palac10s49
@aleneziahmed1
@immunonucmed
@alokdoctor
@jamaonc
@medicalscitech
@drjavallejo
@ankushjaj
@saronita2008

Top Tweeters in G7:
@evankirstel
@gezgintrk
@trippbraden
@akwyz
@drferdowsi
@drjdrooghaag
@ralexjimenez
@johnnosta
@haroldsinnott
@glfceo

Top Tweeters in G8:
@chidambara09
@rosenchild
@artificialbra1n
@ml_tweet_bot
@andrewmorrisuk
@hubbucket
@compchembiobot
@autismbucks1
@royalvoxpost
@gcordovas

Top Tweeters in G9:
@torontostar
@statnews
@margiesherlock
@us_fda
@pennmedicine
@childrensphila
@mediaplanetca
@triconference
@dserhsinglai
@califf001

Top Tweeters in G10:
@diezmikel_
@cardiomedicos
@weloveyouallah1
@cardioacademic
@alialghobishi
@tiagopecanha
@esc_journals
@augustouchida
@fabiorsatti
@bppnoituccmx


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