personalizedmedicine, Twitter, 12/2/2022 3:26:44 AM, 285331


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personalizedmedicine_2022-12-01_19-20-06.xlsx
personalizedmedicine_2022-12-01_19-20-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2022
Short Description:
personalizedmedicine via NodeXL https://bit.ly/3VItpPn
@precisionmedbot
@snm_mi
@rafael52987
@permedcoalition
@thehdsr
@dhpsp
@binfotrends
@godfrey_g_
@dnaed_tech
@journalofnucmed

Top hashtags:
#personalizedmedicine
#digitalhealth
#datascience
#dhpsp
#machinelearning

Description:
Description
The graph represents a network of 1,322 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, 02 December 2022 at 03:22 UTC.

The requested start date was Friday, 02 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 121-day, 13-hour, 30-minute period from Monday, 01 August 2022 at 02:34 UTC to Wednesday, 30 November 2022 at 16:05 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 : 1322
Unique Edges : 1052
Edges With Duplicates : 3275
Total Edges : 4327
Number of Edge Types : 5
Retweet : 1171
MentionsInRetweet : 1813
Mentions : 785
Tweet : 519
Replies to : 39
Self-Loops : 535
Reciprocated Vertex Pair Ratio : 0.0636904761904762
Reciprocated Edge Ratio : 0.119753777280358
Connected Components : 214
Single-Vertex Connected Components : 103
Maximum Vertices in a Connected Component : 787
Maximum Edges in a Connected Component : 3430
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.413047
Graph Density : 0.00102327008947744
Modularity : 0.380023
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,322 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, 02 December 2022 at 03:22 UTC.

The requested start date was Friday, 02 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 121-day, 13-hour, 30-minute period from Monday, 01 August 2022 at 02:34 UTC to Wednesday, 30 November 2022 at 16:05 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:
[104] https://medicaltransformationcenter.com/personalized-medicine/
[14] https://pmandthepatient.org/
[14] https://aipocrates.org/2022/09/04/como-construir-un-departamento-de-inteligencia-artificial-clinica/
[13] https://doi.org/10.2967/jnumed.121.262305
[12] http://www.snmmi.org/NewsPublications/NewsDetail.aspx?ItemNumber=41881
[10] https://aipocrates.org/2022/08/28/ia-peer-review/
[7] https://www.investdnalabs.com/
[7] https://collections.plos.org/call-for-papers/personalized-medicine/?utm_medium=social&utm_source=twitter&utm_campaign=cfpcollections&utm_content=personalizedmedicine
[6] https://biomedicine.conferenceseries.com/registration.php
[5] https://www.marketsandmarkets.com/Market-Reports/metabolomics-technology-market-900.html

Top URLs in Tweet in G1:
[104] https://medicaltransformationcenter.com/personalized-medicine/
[14] https://aipocrates.org/2022/09/04/como-construir-un-departamento-de-inteligencia-artificial-clinica/
[10] https://aipocrates.org/2022/08/28/ia-peer-review/
[3] https://twitter.com/rafael52987/status/1574371319982039043
[3] https://twitter.com/rafael52987/status/1579834472127926272
[3] https://www.ikanbiotech.com/personalized-medicine/
[3] https://journals.lww.com/oncology-times/Fulltext/2022/08200/Mediator_Probe_PCR_for_Personalized_MRD_Monitoring.12.aspx
[3] https://www.healtheconomics.com/industry-news/improving-health-outcomes-with-personalization
[2] https://twitter.com/rafael52987/status/1555905037129465857
[2] https://twitter.com/rafael52987/status/1567338126808342529

Top URLs in Tweet in G2:
[2] https://xtalks.com/genedrives-genetic-test-can-prevent-hearing-loss-in-babies-through-personalized-treatment-3038/?utm_source=social&utm_medium=news
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-03676-7
[1] https://www.themarker.com/magazine/2022-08-02/ty-article-magazine/.highlight/00000181-d8e1-dc50-a99f-ddfddae70000
[1] https://venturebeat.com/2022/07/27/4-healthcare-ai-trends-cvs-health-data-scientist-shares-details/
[1] https://www.labiotech.eu/trends-news/stage-two-cancer-tumors-cell-profiling-taiwan-biotech-taipei-commercial-solid/
[1] https://twitter.com/epigenetiks/status/1558091415720280066
[1] https://moleculetomarketpod.com/episodes/the-orphan-drug-entrepreneur/
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5622722/
[1] https://xtalks.com/interview-with-asaf-zviran-ceo-of-cancer-genomics-company-c2i-genomics-xtalks-life-science-podcast-ep-74/?utm_source=social&utm_medium=podcast
[1] http://www.intelligent-oncology.org/events/

Top URLs in Tweet in G3:
[6] https://biomedicine.conferenceseries.com/registration.php
[5] https://www.marketsandmarkets.com/Market-Reports/metabolomics-technology-market-900.html
[2] https://www.mdpi.com/1422-0067/23/18/10605
[2] https://bit.ly/3Ukol2Z
[2] https://www.marketsandmarkets.com/Market-Reports/asia-pacific-single-cell-analysis-market-257201069.html
[2] https://www.frontiersin.org/articles/10.3389/fimmu.2022.989556/full?&utm_source=Email_to_authors_&utm_medium=Email&utm_content=T1_11.5e1_author&utm_campaign=Email_publication&field=&journalName=Frontiers_in_Immunology&id=989556
[2] https://biomedicine.conferenceseries.com/abstract-submission.php
[1] https://www.healthcaretriangle.com/3-ways-a-neutral-zone-could-propel-personalized-medicine-real-time-example-of-data-collaboration-from-roche/?utm_source=SM&utm_medium=SM&utm_campaign=Neutral+Zone+-+Roche+Blog
[1] https://www.globaldata.com/media/disruptor/nanopore-sequencing-accelerates-genomics-for-personalized-treatment/
[1] https://openknowledgemaps.org/map/7770ed6bdc0a14dc612770edbadeca85

Top URLs in Tweet in G4:
[13] https://doi.org/10.2967/jnumed.121.262305
[12] http://www.snmmi.org/NewsPublications/NewsDetail.aspx?ItemNumber=41881
[1] https://doi.org/10.2967/jnumed.122.264832
[1] https://doi.org/10.2967/jnumed.122.264394
[1] https://doi.org/10.2967/jnumed.122.264567
[1] https://doi.org/10.2967/jnumed.122.264835
[1] https://bit.ly/3BacbSn
[1] https://www.snmmi.org/NewsPublications/NewsDetail.aspx?ItemNumber=42104
[1] http://www.snmmi.org/MIRD2022
[1] https://www.youtube.com/watch?v=x7uAjMOMf6Q&list=PL688nqC6jPHd-QBqhYW6yxF3F27mXT7tW&index=2&t=134s


Top URLs in Tweet in G5:
[12] https://pmandthepatient.org/
[3] https://fishawack.com/news/6-trends-shaping-the-future-of-personalized-medicine?utm_source=twitter&utm_medium=social
[2] https://fishawack.com/news/in-the-precision-medicine-era-the-line-between-products-and-services-is-blurred
[2] https://Pharm2Market.app/
[2] https://www.fiercebiotech.com/research/change-heart-individual-genetic-factors-can-lead-different-heart-failure-paths-researchers
[1] https://lp.diaceutics.com/understanding-the-challenges-the-precision-medicine-industry-faces-in-ensuring-every-patient-receives-the-right-therapy-for-them-a-nsclc-case-study/
[1] https://twitter.com/Diaceutics/status/1594689343377051648
[1] https://pmc.informz.net/informzdataservice/onlineversion/pub/bWFpbGluZ0luc3RhbmNlSWQ9MzcxMTg3MQ==
[1] https://pmandthepatient.org/sessions/biology-and-beyond/
[1] https://rallyformedicalresearch.org/

Top URLs in Tweet in G6:
[2] https://buff.ly/3sI05MA
[2] https://www.empiricancer.com/e-slice
[1] https://creakyjoints.org/research/vacation-difficult-with-arthritis/
[1] https://www.arthritis.org/health-wellness/healthy-living/daily-living/life-hacks-tips/8-tips-for-pain-free-travel
[1] https://houston.innovationmap.com/biohouston-rice-alliance-texas-life-science-forum-2658618713.html
[1] https://aacrjournals.org/cancerdiscovery/article/12/2/290/678492/Functional-Precision-Medicine-Putting-Drugs-on
[1] https://twitter.com/vivanglobal?s=11&t=byxOy92hkLEj45h91XdHTg
[1] https://www.mdpi.com/1718-7729/29/10/572

Top URLs in Tweet in G7:
[3] https://ww2.amstat.org/meetings/jsm/2022/onlineprogram/ActivityDetails.cfm?SessionID=223094
[2] https://hdsr.mitpress.mit.edu/pub/pv2y77y3/release/1
[1] https://hdsr.mitpress.mit.edu/pub/dsu525z7/release/1
[1] https://hdsr.podbean.com/e/personalized-treatments-is-that-possible-and-what-can-data-science-tell-us/
[1] https://hdsr.mitpress.mit.edu/pub/g00qkur7
[1] https://hdsr.mitpress.mit.edu/pub/nqvadq0w/release/1
[1] https://hdsr.mitpress.mit.edu/pub/sfzyu2c5/release/2
[1] https://hdsr.mitpress.mit.edu/pub/b6efwlql/release/1
[1] https://twitter.com/ericjdaza/status/1554172003556282368
[1] https://twitter.com/TheHDSR/status/1567918505089171456

Top URLs in Tweet in G8:
[1] https://ecancer.org/en/news/22426-unleashing-the-power-of-public-health-genomics-and-diagnostics-and-treatment-for-all-at-the-launch-event-of-can-heal#.Y4d82NckBHk.twitter
[1] https://ecpc.org/pmam18/
[1] https://twitter.com/WHO_Europe/status/1568580532094500864
[1] https://www.youtube.com/shorts/RZjUdLXEzMw?app=desktop

[1] https://news.yahoo.com/us-therapy-wipes-cervical-cancer-two-women-005449170.html
[1] https://twitter.com/IRPatNIH/statuses/473867645352435713

Top URLs in Tweet in G9:
[2] https://seas.yale.edu/departments/biomedical-engineering/ms-personalized-medicine-applied-engineering
[1] https://twitter.com/YaleSEAS/status/1572634038225219587
[1] https://www.youtube.com/watch?v=h8xSmK7yo20&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-03676-7

Top Domains
Top Domains in Tweet in Entire Graph:
[127] twitter.com
[104] medicaltransformationcenter.com
[25] aipocrates.org
[20] doi.org
[18] pmandthepatient.org
[15] youtube.com
[14] nature.com
[14] snmmi.org
[14] lung-health.org
[12] linkedin.com

Top Domains in Tweet in G1:
[104] medicaltransformationcenter.com
[82] twitter.com
[25] aipocrates.org
[6] medigy.com
[4] linkedin.com
[3] ikanbiotech.com
[3] lww.com
[3] healtheconomics.com
[2] digitalpatientsafety.com
[2] lnkd.in

Top Domains in Tweet in G2:
[7] twitter.com
[7] nature.com
[5] linkedin.com
[3] xtalks.com
[2] m2gen.com
[2] prnewswire.com
[2] statnews.com
[2] smh.re
[1] themarker.com
[1] venturebeat.com

Top Domains in Tweet in G3:
[10] marketsandmarkets.com
[8] conferenceseries.com
[4] twitter.com
[2] mdpi.com
[2] bit.ly
[2] gatech.edu
[2] frontiersin.org
[2] prnewswire.com
[1] healthcaretriangle.com
[1] globaldata.com

Top Domains in Tweet in G4:
[17] doi.org
[14] snmmi.org
[2] bit.ly
[2] youtube.com

Top Domains in Tweet in G5:
[16] pmandthepatient.org
[6] fishawack.com
[3] informz.net
[2] twitter.com
[2] youtube.com
[2] pharm2market.app
[2] fiercebiotech.com
[1] diaceutics.com
[1] rallyformedicalresearch.org
[1] on24.com

Top Domains in Tweet in G6:
[2] buff.ly
[2] empiricancer.com
[1] creakyjoints.org
[1] arthritis.org
[1] innovationmap.com
[1] aacrjournals.org
[1] twitter.com
[1] mdpi.com

Top Domains in Tweet in G7:
[7] mit.edu
[3] amstat.org
[2] twitter.com
[1] podbean.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] ecancer.org
[1] ecpc.org
[1] youtube.com
[1] yahoo.com

Top Domains in Tweet in G9:
[2] yale.edu
[1] twitter.com
[1] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1148] personalizedmedicine
[229] digitalhealth
[134] datascience
[114] dhpsp
[100] machinelearning
[99] meded
[90] capchat
[89] telemednow
[87] precisionmedicine
[86] smarthit



Top Hashtags in Tweet in G1:
[432] personalizedmedicine
[211] digitalhealth
[126] datascience
[111] dhpsp
[91] meded
[85] capchat
[84] telemednow
[84] machinelearning
[83] smarthit
[82] patientsafety

Top Hashtags in Tweet in G2:
[116] personalizedmedicine
[16] precisionmedicine
[9] oncology
[7] medicine
[7] cancer
[7] research
[7] healthcare
[6] compoundingpharmacy
[6] compounding
[5] hormonereplacementtherapy

Top Hashtags in Tweet in G3:
[50] personalizedmedicine
[22] genomics
[9] drugdiscovery
[8] healthcare
[8] biotechnology
[8] immunology
[7] covid19
[7] biomedicine2022
[7] toronto
[7] canada

Top Hashtags in Tweet in G4:
[28] prostatecancer
[18] snmmi
[14] nuclearmedicine
[13] personalizedmedicine
[3] nucmed
[3] rptherapy
[1] molecularimaging
[1] netcancer
[1] jnuclmed
[1] dosimetry

Top Hashtags in Tweet in G5:
[62] personalizedmedicine
[10] precisionhealth
[6] precisionmedicine
[4] fishawackhealth
[3] fh
[3] pmc
[2] pmconf
[2] uxdesign
[2] genetics
[2] heartfailure

Top Hashtags in Tweet in G6:
[38] personalizedmedicine
[14] crispr
[12] ai
[11] precisiononcology
[10] startup
[9] sequencing
[9] arthritis
[7] ipsc
[7] tpd
[7] ml

Top Hashtags in Tweet in G7:
[12] personalizedmedicine
[5] datascience
[3] hdsrpodcast
[3] jsm2022
[3] nof1
[3] sced
[3] wearables
[1] clinicaltrials
[1] als
[1] digitalhealth

Top Hashtags in Tweet in G8:
[10] personalizedmedicine
[2] somaticepitype
[2] epigenetic
[2] privateoption
[1] publichealth
[1] genomics
[1] biomarkers
[1] bonemarrow
[1] cancer
[1] aids

Top Hashtags in Tweet in G9:
[9] personalizedmedicine
[6] appliedengineering
[4] orthotwitter
[3] engineering
[3] 3d
[2] medtwitter
[2] medstudenttwitter
[2] medschool
[1] premed
[1] medicaldevice

Top Hashtags in Tweet in G10:
[11] personalizedmedicine
[4] jointphday
[1] personalizedhealth

Top Words
Top Words in Tweet in Entire Graph:
[1142] #personalizedmedicine
[229] #digitalhealth
[209] more
[203] rafael52987
[170] health
[166] personalized
[134] #datascience
[117] medicine
[114] #dhpsp
[108] call

Top Words in Tweet in G1:
[432] #personalizedmedicine
[211] #digitalhealth
[196] rafael52987
[126] #datascience
[111] #dhpsp
[93] health
[92] call
[91] #meded
[85] #capchat
[84] #telemednow

Top Words in Tweet in G2:
[116] #personalizedmedicine
[18] personalized
[18] more
[17] medicine
[16] #precisionmedicine
[13] eth
[12] cancer
[11] patients
[11] help
[10] treatment

Top Words in Tweet in G3:
[50] #personalizedmedicine
[22] #genomics
[19] more
[17] personalized
[16] research
[15] cancer
[13] read
[13] medicine
[11] 2022
[10] launch

Top Words in Tweet in G4:
[45] journalofnucmed
[32] snm_mi
[31] therapy
[31] psma
[29] dosimetry
[28] #prostatecancer
[26] imaging
[25] radiopharmaceutical
[23] pet
[22] role

Top Words in Tweet in G5:
[62] #personalizedmedicine
[49] permedcoalition
[26] patient
[24] pmc
[16] today
[16] summit
[15] patients
[15] conference
[12] medicine
[11] hc

Top Words in Tweet in G6:
[38] #personalizedmedicine
[18] genomics
[17] drug
[14] #crispr
[12] right
[12] #ai
[11] #precisiononcology
[11] biotech2k1
[10] more
[10] #startup

Top Words in Tweet in G7:
[33] thehdsr
[28] issue
[20] trials
[16] data
[15] special
[15] introduces
[14] personalized
[14] single
[12] paper
[12] #personalizedmedicine

Top Words in Tweet in G8:
[10] #personalizedmedicine
[4] agingdoc1
[3] decisions
[3] profile
[3] genetic
[3] month
[3] guide
[3] november
[3] awareness
[3] pm

Top Words in Tweet in G9:
[15] ms
[10] drdanielwiznia
[10] learn
[9] follow
[9] personalized
[9] 16
[9] applied
[9] wed
[9] medicine
[9] engineering

Top Words in Tweet in G10:
[11] #personalizedmedicine
[9] health
[8] high
[8] quality
[8] research
[8] forward
[8] data
[8] bring
[8] decisively
[8] actors

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[137] #digitalhealth,#personalizedmedicine
[87] #meded,#telemednow
[83] #telemednow,#capchat
[80] #personalizedmedicine,#patientsafety
[79] personalized,medicine
[76] #healthcareai,#smarthit
[76] #smarthit,#imagingai
[75] #personalizedmedicine,#bigdata
[72] #globalhealth,#meded
[72] publichealthbot,#publichealth

Top Word Pairs in Tweet in G1:
[133] #digitalhealth,#personalizedmedicine
[82] #meded,#telemednow
[80] #personalizedmedicine,#patientsafety
[78] #telemednow,#capchat
[73] #smarthit,#imagingai
[73] #healthcareai,#smarthit
[72] publichealthbot,#publichealth
[71] #personalizedmedicine,#bigdata
[70] #publichealth,#datascience
[68] #globalhealth,#meded

Top Word Pairs in Tweet in G2:
[11] personalized,medicine
[6] #precisionmedicine,#personalizedmedicine
[5] #custommedications,#personalizedmedicine
[5] #compounding,#custommedications
[4] #hormonereplacementtherapy,#hormonereplacement
[4] learn,more
[4] #womenshealthandwellness,#hormonereplacementtherapy
[4] #personalizedmedicine,#precisionmedicine
[4] #hormonereplacement,#compounding
[3] #womenshealth,#womenshealthandwellness

Top Word Pairs in Tweet in G3:
[11] read,more
[9] ferrari,alberta
[9] 25,2022
[9] bioaro's,launch
[9] met,number
[9] event,thankful
[9] 24,25
[9] thank,ferrari
[9] number,life
[9] hosting,bioaro's

Top Word Pairs in Tweet in G4:
[26] psma,imaging
[21] profkherrmann,drmhofman
[21] #prostatecancer,profkherrmann
[21] elila74,stefanofanti4
[21] metastatic,#prostatecancer
[21] role,psma
[21] drmhofman,elila74
[21] imaging,metastatic
[20] journalofnucmed,role
[14] radiopharmaceutical,therapy

Top Word Pairs in Tweet in G5:
[11] personalized,medicine
[10] #personalizedmedicine,#precisionhealth
[10] discussed,needed
[10] needed,move
[10] permedcoalition,conference
[10] pmc,today
[10] #precisionhealth,forward
[10] move,#personalizedmedicine
[10] conference,discussed
[9] dramyabernethy,permedcoalition

Top Word Pairs in Tweet in G6:
[8] dr,julie
[8] ceo,dr
[8] julie,rosser
[7] javlemilind,mdandersonnews
[7] mdandersonnews,providing
[7] updates,#cholangiocarcinoma
[7] right,javlemilind
[7] #cholangiocarcinoma,greatdebatescme
[7] greatdebatescme,#gdugi2022
[7] providing,updates

Top Word Pairs in Tweet in G7:
[15] special,issue
[14] issue,introduces
[12] thehdsr,special
[8] introduces,personalized
[8] fascinating,paper
[8] paper,issue
[8] science,scientific
[8] data,science
[8] investigation,individual
[8] personalized,data

Top Word Pairs in Tweet in G8:
[3] genetic,profile
[3] awareness,month
[3] month,pm
[3] #personalizedmedicine,awareness
[3] guide,decisions
[3] pm,uses
[3] november,#personalizedmedicine
[3] decisions,made
[3] profile,guide
[3] individual's,genetic

Top Word Pairs in Tweet in G9:
[9] pm,learn
[9] engineering,follow
[9] nov,16
[9] learn,ms
[9] 16,pm
[9] personalized,medicine
[9] ms,personalized
[9] applied,engineering
[9] join,wed
[9] medicine,applied

Top Word Pairs in Tweet in G10:
[8] bring,forward
[8] health,data
[8] research,hospitals
[8] forward,#personalizedmedicine
[8] actors,research
[8] #personalizedmedicine,decisively
[8] high,quality
[8] quality,health
[8] decisively,actors
[8] data,bring

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