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pmid:32598336

Potential Molecular Mechanisms and Drugs for Aconitine-Induced Cardiotoxicity in Zebrafish through RNA Sequencing and Bioinformatics Analysis.

Mingzhu Wang · Yanan Shi · Lei Yao · Qiang Li · Youhua Wang · Deyu Fu

Medical science monitor : international medical journal of experimental and clinical research · 2020 doi:10.12659/MSM.924092

Paper

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Experiment

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Data

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Analysis

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title
Potential Molecular Mechanisms and Drugs for Aconitine-Induced Cardiotoxicity in Zebrafish through RNA Sequencing and Bioinformatics Analysis.
doi
10.12659/MSM.924092
pmid
32598336
authors array · 6 items
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Mingzhu Wang
[1]
Yanan Shi
[2]
Lei Yao
[3]
Qiang Li
[4]
Youhua Wang
[5]
Deyu Fu
journal
Medical science monitor : international medical journal of experimental and clinical research
year
2020
abstract
BACKGROUND Accumulating evidence suggests that cardiotoxicity is one of the main manifestations of aconitine (AC) poisoning. However, the molecular mechanism of AC-induced cardiotoxicity remains unclear, there is little direct evidence for therapeutic targets and drugs of AC-induced cardiotoxicity. MATERIAL AND METHODS Zebrafish were exposed to AC to evaluate cardiotoxicity by calculating the heart rates and observing the changes of cardiac and vascular structure. RNA-seq (RNA sequencing) and bioinformatics analysis were used to obtain differentially expressed genes (DEGs). The anti-AC cardiotoxicity compound was identified via connectivity map (CMAP) analysis and molecular docking. RESULTS AC-induced cardiotoxicity in zebrafish predominantly included arrhythmias, extended sinus venous and bulbus arteriosus (SV-BA) distance, and larger pericardial edema aera. A total of 1380 DEGs were identified by RNA-seq and bioinformatics analysis. cyclin-dependent kinase-1 (CDK1) was screened as the hub gene and the most potential therapeutic target due to its significant downregulation in cardiotoxicity based on protein-protein interaction (PPI) and drug-gene interaction (DGIdb) network analysis. Cell cycle signal pathway was the most significant pathways identified in the Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. Furthermore, the expression of CDK1 was validated in the Gene Expression Omnibus (GEO) database GSE71906, GSE65705, and GSE95140. Finally, heptaminol was identified as a novel anti-AC cardiotoxicity compound via CMAP analysis and molecular docking. CONCLUSIONS Totally, hub genes and key pathways identified in this study can aid in the understanding of the molecular changes in AC-induced cardiotoxicity. Meanwhile, we provide a systematic method to explore drug toxicity prevention and treatment.
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GSM2497327
[371]
GSM2497328
[372]
GSM2497329
[373]
GSM2497330
[374]
GSM2497331
[375]
GSM2497332
[376]
GSM2497333
[377]
GSM2497334
[378]
GSM2497335
[379]
GSM2497336
[380]
GSM2497337
[381]
GSM2497338
[382]
GSM2497339
[383]
GSM2497340
[384]
GSM2497341
[385]
GSM2497342
[386]
GSM2497343
[387]
GSM2497344
[388]
GSM2497345
[389]
GSM2497346
[390]
GSM2497347
[391]
GSM2497348
[392]
GSM2497349
[393]
GSM2497350
[394]
GSM2497351
[395]
GSM2497352
[396]
GSM2497353
[397]
GSM2497354
[398]
GSM2497355
[399]
GSM2497356
[400]
GSM2497357
[401]
GSM2497358
[402]
GSM2497359
[403]
GSM2497360
[404]
GSM2497361
[405]
GSM2497362
[406]
GSM2497363
[407]
GSM2497364
[408]
GSM2497365
[409]
GSM2497366
[410]
GSM2497367
[411]
GSM2497368
[412]
GSM2497369
[413]
GSM2497370
[414]
GSM2497371
[415]
GSM2497372
[416]
GSM2497373
[417]
GSM2497374
[418]
GSM2497375
[419]
GSM2497376
[420]
GSM2497377
[421]
GSM2497378
[422]
GSM2497379
[423]
GSM2497380
[424]
GSM2497381
[425]
GSM2497382
[426]
GSM2497383
[427]
GSM2497384
[428]
GSM2497385
[429]
GSM2497386
[430]
GSM2497387
[431]
GSM2497388
[432]
GSM2497389
[433]
GSM2497390
[434]
GSM2497391
[435]
GSM2497392
[436]
GSM2497393
[437]
GSM2497394
[438]
GSM2497395
[439]
GSM2497396
[440]
GSM2497397
[441]
GSM2497398
[442]
GSM2497399
[443]
GSM2497400
[444]
GSM2497401
[445]
GSM2497402
[446]
GSM2497403
[447]
GSM2497404
[448]
GSM2497405
[449]
GSM2497406
[450]
GSM2497407
[451]
GSM2497408
[452]
GSM2497409
[453]
GSM2497410
[454]
GSM2497411
[455]
GSM2497412
[456]
GSM2497413
[457]
GSM2497414
[458]
GSM2497415
[459]
GSM2497416
[460]
GSM2497417
[461]
GSM2497418
[462]
GSM2497419
[463]
GSM2497420
[464]
GSM2497421
[465]
GSM2497422
[466]
GSM2497423
[467]
GSM2497424
[468]
GSM2497425
[469]
GSM2497426
[470]
GSM2497427
[471]
GSM2497428
[472]
GSM2497429
[473]
GSM2497430
[474]
GSM2497431
[475]
GSM2497432
[476]
GSM2497433
[477]
GSM2497434
[478]
GSM2497435
[479]
GSM2497436
[480]
GSM2497437
[481]
GSM2497438
[482]
GSM2497439
[483]
GSM2497440
[484]
GSM2497441
[485]
GSM2497442
[486]
GSM2497443
[487]
GSM2497444
[488]
GSM2497445
[489]
GSM2497446
[490]
GSM2497447
[491]
GSM2497448
[492]
GSM2497449
[493]
GSM2497450
[494]
GSM2497451
[495]
GSM2497452
[496]
GSM2497453
[497]
GSM2497454
[498]
GSM2497455
[499]
GSM2497456
[500]
GSM2497457
[501]
GSM2497458
[502]
GSM2497459
[503]
GSM2497460
[504]
GSM2497461
[505]
GSM2497462
[506]
GSM2497463
[507]
GSM2497464
[508]
GSM2497465
[509]
GSM2497466
[510]
GSM2497467
[511]
GSM2497468
[512]
GSM2497469
[513]
GSM2497470
[514]
GSM2497471
[515]
GSM2497472
[516]
GSM2497473
[517]
GSM2497474
[518]
GSM2497475
[519]
GSM2497476
[520]
GSM2497477
[521]
GSM2497478
[522]
GSM2497479
[523]
GSM2497480
[524]
GSM2497481
[525]
GSM2497482
[526]
GSM2497483
[527]
GSM2497484
[528]
GSM2497485
[529]
GSM2497486
[530]
GSM2497487
[531]
GSM2497488
[532]
GSM2497489
[533]
GSM2497490
[534]
GSM2497491
[535]
GSM2497492
[536]
GSM2497493
[537]
GSM2497494
[538]
GSM2497495
[539]
GSM2497496
[540]
GSM2497497
[541]
GSM2497498
[542]
GSM2497499
[543]
GSM2497500
[544]
GSM2497501
[545]
GSM2497502
[546]
GSM2497503
[547]
GSM2497504
[548]
GSM2497505
[549]
GSM2497506
[550]
GSM2497507
[551]
GSM2497508
[552]
GSM2497509
[553]
GSM2497510
[554]
GSM2497511
[555]
GSM2497512
[556]
GSM2497513
[557]
GSM2497514
[558]
GSM2497515
[559]
GSM2497516
[560]
GSM2497517
[561]
GSM2497518
[562]
GSM2497519
[563]
GSM2497520
[564]
GSM2497521
[565]
GSM2497522
[566]
GSM2497523
[567]
GSM2497524
[568]
GSM2497525
[569]
GSM2497526
[570]
GSM2497527
[571]
GSM2497528
[572]
GSM2497529
[573]
GSM2497530
[574]
GSM2497531
[575]
GSM2497532
[576]
GSM2497533
[577]
GSM2497534
[578]
GSM2497535
[579]
GSM2497536
[580]
GSM2497537
[581]
GSM2497538
[582]
GSM2497539
[583]
GSM2497540
[584]
GSM2497541
[585]
GSM2497542
[586]
GSM2497543
[587]
GSM2497544
[588]
GSM2497545
[589]
GSM2497546
[590]
GSM2497547
[591]
GSM2497548
[592]
GSM2497549
[593]
GSM2497550
[594]
GSM2497551
[595]
GSM2497552
[596]
GSM2497553
[597]
GSM2497554
[598]
GSM2497555
[599]
GSM2497556
[600]
GSM2497557
[601]
GSM2497558
[602]
GSM2497559
[603]
GSM2497560
[604]
GSM2497561
[605]
GSM2497562
[606]
GSM2497563
[607]
GSM2497564
[608]
GSM2497565
[609]
GSM2497566
[610]
GSM2497567
[611]
GSM2497568
[612]
GSM2497569
[613]
GSM2497570
[614]
GSM2497571
[615]
GSM2497572
[616]
GSM2497573
[617]
GSM2497574
[618]
GSM2497575
[619]
GSM2497576
[620]
GSM2497577
[621]
GSM2497578
[622]
GSM2497579
[623]
GSM2497580
[624]
GSM2497581
[625]
GSM2497582
[626]
GSM2497583
[627]
GSM2497584
[628]
GSM2497585
[629]
GSM2497586
[630]
GSM2497587
[631]
GSM3081177
[632]
GSM3081178
[633]
GSM3081179
[634]
GSM3081180
[635]
GSM3081181
[636]
GSM3081182
[637]
GSM3081183
[638]
GSM3081184
[639]
GSM3081185
[640]
GSM3081186
[641]
GSM3081187
[642]
GSM3081188
[643]
GSM3081189
[644]
GSM3081190
[645]
GSM3081191
[646]
GSM3081192
[647]
GSM3081193
[648]
GSM3081194
[649]
GSM3081195
[650]
GSM3081196
[651]
GSM3081197
[652]
GSM3081198
[653]
GSM3081199
[654]
GSM3081200
[655]
GSM3081201
[656]
GSM3081202
[657]
GSM3081203
[658]
GSM3081204
[659]
GSM3081205
[660]
GSM3081206
[661]
GSM3081207
[662]
GSM3081208
[663]
GSM3081209
[664]
GSM3081210
[665]
GSM3081211
[666]
GSM3081212
[667]
GSM3081213
[668]
GSM3081214
[669]
GSM3081215
[670]
GSM3081216
[671]
GSM3081217
[672]
GSM3081218
[673]
GSM3081219
[674]
GSM3081220
[675]
GSM3081221
[676]
GSM3081222
[677]
GSM3081223
[678]
GSM3081224
[679]
GSM3081225
[680]
GSM3081226
[681]
GSM3081227
[682]
GSM3081228
[683]
GSM3081229
[684]
GSM3081230
[685]
GSM3081231
[686]
GSM3081232
[687]
GSM3081233
[688]
GSM3081234
[689]
GSM3081235
[690]
GSM3081236
[691]
GSM3081237
[692]
GSM3081238
[693]
GSM3081239
[694]
GSM3081240
[695]
GSM3081241
[696]
GSM3081242
[697]
GSM3081243
[698]
GSM3081244
[699]
GSM3081245
[700]
GSM3081246
[701]
GSM3081247
[702]
GSM3081248
[703]
GSM3081249
[704]
GSM3081250
[705]
GSM3081251
[706]
GSM3081252
[707]
GSM3081253
[708]
GSM3081254
[709]
GSM3081255
[710]
GSM3081256
[711]
GSM3081257
[712]
GSM3081258
[713]
GSM3081259
[714]
GSM3081260
[715]
GSM3081261
[716]
GSM3081262
[717]
GSM3081263
[718]
GSM3081264
[719]
GSM3081265
[720]
GSM3081266
[721]
GSM3081267
[722]
GSM3081268
[723]
GSM3081269
[724]
GSM3081270
[725]
GSM3081271
[726]
GSM3081272
[727]
GSM3081273
[728]
GSM3081274
[729]
GSM3081275
[730]
GSM3081276
[731]
GSM3081277
[732]
GSM3081278
[733]
GSM3081279
[734]
GSM3081280
[735]
GSM3081281
[736]
GSM3081282
[737]
GSM3081283
[738]
GSM3081284
[739]
GSM3081285
[740]
GSM3081286
[741]
GSM3081287
[742]
GSM3081288
[743]
GSM3081289
[744]
GSM3081290
[745]
GSM3081291
[746]
GSM3081292
[747]
GSM3081293
[748]
GSM3081294
[749]
GSM3081295
[750]
GSM3081296
[751]
GSM3081297
[752]
GSM3081298
[753]
GSM3081299
[754]
GSM3081300
[755]
GSM3081301
[756]
GSM3081302
[757]
GSM3081303
[758]
GSM3081304
[759]
GSM3081305
[760]
GSM3081306
[761]
GSM3081307
[762]
GSM3081308
[763]
GSM3081309
[764]
GSM3081310
[765]
GSM3081311
[766]
GSM3081312
[767]
GSM3081313
[768]
GSM3081314
[769]
GSM3081315
[770]
GSM3081316
[771]
GSM3081317
[772]
GSM3081318
[773]
GSM3081319
[774]
GSM3081320
[775]
GSM3081321
[776]
GSM3081322
[777]
GSM3081323
[778]
GSM3081324
[779]
GSM3081325
[780]
GSM3081326
[781]
GSM3081327
[782]
GSM3081328
[783]
GSM3081329
[784]
GSM3081330
[785]
GSM3081331
[786]
GSM3081332
[787]
GSM3081333
[788]
GSM3081334
[789]
GSM3081335
[790]
GSM3081336
[791]
GSM3081337
[792]
GSM3081338
[793]
GSM3081339
[794]
GSM3081340
[795]
GSM3081341
[796]
GSM3081342
[797]
GSM3081343
[798]
GSM3081344
[799]
GSM3081345
[800]
GSM3081346
[801]
GSM3081347
[802]
GSM3081348
[803]
GSM3081349
[804]
GSM3081350
[805]
GSM3081351
[806]
GSM3081352
[807]
GSM3081353
[808]
GSM3081354
[809]
GSM3081355
[810]
GSM3081356
[811]
GSM3081357
[812]
GSM3081358
[813]
GSM3081359
[814]
GSM3081360
[815]
GSM3081361
[816]
GSM3081362
[817]
GSM3081363
[818]
GSM3081364
[819]
GSM3081365
[820]
GSM3081366
[821]
GSM3081367
[822]
GSM3081368
[823]
GSM3081369
[824]
GSM3081370
[825]
GSM3081371
[826]
GSM3081372
[827]
GSM3081373
[828]
GSM3081374
[829]
GSM3081375
[830]
GSM3081376
[831]
GSM3081377
[832]
GSM3081378
[833]
GSM3081379
[834]
GSM3081380
[835]
GSM3081381
[836]
GSM3081382
[837]
GSM3081383
[838]
GSM3081384
[839]
GSM3081385
[840]
GSM3081386
[841]
GSM3081387
[842]
GSM3081388
[843]
GSM3081389
[844]
GSM3081390
[845]
GSM3081391
[846]
GSM3081392
[847]
GSM3081393
[848]
GSM3081394
[849]
GSM3081395
[850]
GSM3081396
[851]
GSM3081397
[852]
GSM3081398
[853]
GSM3081399
[854]
GSM3081400
[855]
GSM3081401
[856]
GSM3081402
[857]
GSM3081403
[858]
GSM3081404
[859]
GSM3081405
[860]
GSM3081406
[861]
GSM3081407
[862]
GSM3081408
[863]
GSM3081409
[864]
GSM3081410
[865]
GSM3081411
[866]
GSM3081412
[867]
GSM3081413
[868]
GSM3081414
[869]
GSM3081415
[870]
GSM3081416
[871]
GSM3081417
[872]
GSM3081418
[873]
GSM3081419
[874]
GSM3081420
[875]
GSM3081421
[876]
GSM3081422
[877]
GSM3081423
[878]
GSM3081424
[879]
GSM3081425
[880]
GSM3081426
[881]
GSM3081427
[882]
GSM3081428
[883]
GSM3081429
[884]
GSM3081430
[885]
GSM3081431
[886]
GSM3081432
[887]
GSM3081433
[888]
GSM3081434
[889]
GSM3081435
[890]
GSM3081436
[891]
GSM3081437
[892]
GSM3081438
[893]
GSM3081439
[894]
GSM3081440
[895]
GSM3081441
[896]
GSM3081442
[897]
GSM3081443
[898]
GSM3081444
[899]
GSM3081445
[900]
GSM3081446
[901]
GSM3081447
[902]
GSM3081448
[903]
GSM3081449
[904]
GSM3081450
[905]
GSM3081451
[906]
GSM3081452
[907]
GSM3081453
[908]
GSM3081454
[909]
GSM3081455
[910]
GSM3081456
[911]
GSM3081457
[912]
GSM3081458
[913]
GSM3081459
[914]
GSM3081460
[915]
GSM3081461
[916]
GSM3081462
[917]
GSM3081463
[918]
GSM3081464
[919]
GSM3081465
[920]
GSM3081466
[921]
GSM3081467
[922]
GSM3081468
[923]
GSM3081469
[924]
GSM3081470
[925]
GSM3081471
[926]
GSM3081472
[927]
GSM3081473
[928]
GSM3081474
[929]
GSM3081475
[930]
GSM3081476
[931]
GSM3081477
[932]
GSM3081478
[933]
GSM3081479
[934]
GSM3081480
[935]
GSM3081481
[936]
GSM3081482
[937]
GSM3081483
[938]
GSM3081484
[939]
GSM3081485
[940]
GSM3081486
[941]
GSM3081487
[942]
GSM3081488
[943]
GSM3081489
[944]
GSM3081490
[945]
GSM3081491
[946]
GSM3081492
[947]
GSM3081493
[948]
GSM3081494
[949]
GSM3081495
[950]
GSM3081496
[951]
GSM3081497
[952]
GSM3081498
[953]
GSM3081499
[954]
GSM3081500
[955]
GSM3081501
[956]
GSM3081502
[957]
GSM3081503
[958]
GSM3081504
[959]
GSM3081505
[960]
GSM3081506
[961]
GSM3081507
[962]
GSM3081508
[963]
GSM3081509
[964]
GSM3081510
[965]
GSM3081511
[966]
GSM3081512
[967]
GSM3081513
[968]
GSM3081514
[969]
GSM3081515
[970]
GSM3081516
[971]
GSM3081517
[972]
GSM3081518
[973]
GSM3081519
[974]
GSM3081520
[975]
GSM3081521
[976]
GSM3081522
[977]
GSM3081523
[978]
GSM3081524
[979]
GSM3081525
[980]
GSM3081526
[981]
GSM3081527
[982]
GSM3081528
[983]
GSM3081529
[984]
GSM3081530
[985]
GSM3081531
[986]
GSM3081532
[987]
GSM3081533
[988]
GSM3081534
[989]
GSM3081535
[990]
GSM3081536
[991]
GSM3081537
[992]
GSM3081538
[993]
GSM3081539
[994]
GSM3081540
[995]
GSM3081541
[996]
GSM3081542
[997]
GSM3081543
[998]
GSM3081544
[999]
GSM3081545
[1000]
GSM3081546
[1001]
GSM3081547
[1002]
GSM3081548
[1003]
GSM3081549
[1004]
GSM3081550
[1005]
GSM3081551
[1006]
GSM3081552
[1007]
GSM3081553
[1008]
GSM3081554
[1009]
GSM3081555
[1010]
GSM3081556
[1011]
GSM3081557
[1012]
GSM3081558
[1013]
GSM3081559
[1014]
GSM3081560
[1015]
GSM3081561
[1016]
GSM3081562
[1017]
GSM3081563
[1018]
GSM3081564
[1019]
GSM3081565
[1020]
GSM3081566
[1021]
GSM3081567
[1022]
GSM3081568
[1023]
GSM3081569
[1024]
GSM3081570
[1025]
GSM3081571
[1026]
GSM3081572
[1027]
GSM3081573
[1028]
GSM3081574
[1029]
GSM3081575
[1030]
GSM3081576
[1031]
GSM3081577
[1032]
GSM3081578
[1033]
GSM3081579
[1034]
GSM3081580
[1035]
GSM3081581
[1036]
GSM3081582
[1037]
GSM3081583
[1038]
GSM3081584
[1039]
GSM3081585
[1040]
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sample_count
1190
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null
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null
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17021;16791
taxon
Homo sapiens; Mus musculus
title
Cardiomyocyte gene programs encoding morphological and functional signatures in cardiac hypertrophy and failure (RNA-Seq)
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2026-11-01T15:39:55Z
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asset:data:geo:GSE71906 licence not read
[4]
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[5]
asset:data:geo:GSE95140 licence not read
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null
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“Quantitative analysis was conducted on the known genes, the PossionDis algorithm was applied to perform differential gene detection and screened |log2(FoldChange)| >1&qvalue <0.001 as the DEGs.”
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method.reader_named_unmapped
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complete
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[0]
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[8]
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candidate
Automated Assays Laravel application and simulated adapters
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complete
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nothing:replicable_now
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The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network.
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owned
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The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
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R1
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true
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[0]
GSE71906
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GSE65705
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GSE95140
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[0]
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[0]
The dataset GSE71906 that is the gene expression matrix of myocardial infarction heart tissue in mouse (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71906) was screened from the GEO database
basis
The paper names GSE71906, GSE65705, GSE95140 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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run_analysis
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[0]
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partial
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extraction_review
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MiniMax-M3.1-Flash
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minimax
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minimax
read_at
2026-10-31T18:20:43Z
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single_reader
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reordered
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null
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1040
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784
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extraction
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complete
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minimax
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[0]
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pmid:32598336
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paper
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pmid:32598336
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source:pmid:32598336
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manuscript
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PMID 32598336 full text
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data:geo:GSE65705
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dataset
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GEO GSE65705
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activity-reading-sci-2026-11-01
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classification
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paper
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pmid:32598336
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source:pmid:32598336
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PMID 32598336 full text
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GEO GSE65705
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agent:corpus-assay-engine
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sha256:1f213f0436bebb9c06b947defd84049f6410922a2ac285e56ebef07abe7b1456
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[0]
-Induced Cardiotoxicity in Zebrafish through RNA Sequencing and Bioinformatics Analysis.
[1]
e changes of cardiac and vascular structure. RNA-seq (RNA sequencing) and bioinformatics analysis
[2]
era. A total of 1380 DEGs were identified by RNA-seq and bioinformatics analysis. cyclin-dependen
[3]
of cardiac and vascular structure. RNA-seq (RNA sequencing) and bioinformatics analysis were used to ob
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paper_text_order:54
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assay:1
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32598336", "kind": "science-record", "revision": 8, "content_hash": "sha256:dbe406482f3e04e715a305b534bf1dc92e4f9d212067e86fbbadbb3d33b18595", "created_at": "2026-11-01T15:41:04Z", "updated_at": "2026-11-01T22:01:50Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Potential Molecular Mechanisms and Drugs for Aconitine-Induced Cardiotoxicity in Zebrafish through RNA Sequencing and Bioinformatics Analysis.", "doi": "10.12659/MSM.924092", "pmid": "32598336", "authors": ["Mingzhu Wang", "Yanan Shi", "Lei Yao", "Qiang Li", "Youhua Wang", "Deyu Fu"], "journal": "Medical science monitor : international medical journal of experimental and clinical research", "year": 2020, "abstract": "BACKGROUND Accumulating evidence suggests that cardiotoxicity is one of the main manifestations of aconitine (AC) poisoning. However, the molecular mechanism of AC-induced cardiotoxicity remains unclear, there is little direct evidence for therapeutic targets and drugs of AC-induced cardiotoxicity. MATERIAL AND METHODS Zebrafish were exposed to AC to evaluate cardiotoxicity by calculating the heart rates and observing the changes of cardiac and vascular structure. RNA-seq (RNA sequencing) and bioinformatics analysis were used to obtain differentially expressed genes (DEGs). The anti-AC cardiotoxicity compound was identified via connectivity map (CMAP) analysis and molecular docking. RESULTS AC-induced cardiotoxicity in zebrafish predominantly included arrhythmias, extended sinus venous and bulbus arteriosus (SV-BA) distance, and larger pericardial edema aera. A total of 1380 DEGs were identified by RNA-seq and bioinformatics analysis. cyclin-dependent kinase-1 (CDK1) was screened as the hub gene and the most potential therapeutic target due to its significant downregulation in cardiotoxicity based on protein-protein interaction (PPI) and drug-gene interaction (DGIdb) network analysis. Cell cycle signal pathway was the most significant pathways identified in the Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. Furthermore, the expression of CDK1 was validated in the Gene Expression Omnibus (GEO) database GSE71906, GSE65705, and GSE95140. Finally, heptaminol was identified as a novel anti-AC cardiotoxicity compound via CMAP analysis and molecular docking. CONCLUSIONS Totally, hub genes and key pathways identified in this study can aid in the understanding of the molecular changes in AC-induced cardiotoxicity. Meanwhile, we provide a systematic method to explore drug toxicity prevention and treatment.", "claims": [{"id": "claim-data-access", "statement": "The dataset GSE71906 that is the gene expression matrix of myocardial infarction heart tissue in mouse (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71906) was screened from the GEO database", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32598336", "locator": "sections[16] \"Validation of the expression of CDK1 in the GEO database\" paragraph 4", "quote": "The dataset GSE71906 that is the gene expression matrix of myocardial infarction heart tissue in mouse (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71906) was screened from the GEO database"}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32598336"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE65705"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE65705"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32598336", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12659/MSM.924092", "sha256": 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