ctxR: Bioactivity API

US EPA’s Center for Computational Toxicology and Exposure ccte@epa.gov

Introduction

In this vignette, CTX Bioactivity API will be explored.

Data provided by the API’s Bioactivity endpoints are sourced from ToxCast’s invitrodb.

US EPA’s Toxicity Forecaster (ToxCast) program makes in vitro medium- and high-throughput screening assay data publicly available for prioritization and hazard characterization of thousands of chemicals.

The ToxCast Data Analysis Pipeline (tcpl) is an R package that manages, curve-fits, plots, and stores ToxCast data to populate its linked MySQL database, invitrodb . These assays comprise Tier 2-3 of the new Computational Toxicology Blueprint, and employ automated chemical screening technologies, to evaluate the effects of chemical exposure on living cells and biological macromolecules, such as proteins (Thomas et al., 2019). More information on the ToxCast program can be found at https://www.epa.gov/comptox-tools/toxicity-forecasting-toxcast.

This flexible analysis pipeline is capable of efficiently processing and storing large volumes of data. The diverse data, received in heterogeneous formats from numerous vendors, are transformed to a standard computable format and loaded into the invitrodb database by vendor-specific R scripts. Once data is loaded into the database, ToxCast utilizes generalized processing functions provided in this package to process, normalize, model, qualify, and visualize the data.

Figure 1: Conceptual overview of the ToxCast Pipeline functionality

The Bioactivity API endpoints are organized into two different resources, “Assay” and “Data”. “Assay” resource endpoints provide assay metadata for specific or all invitrodb ‘aeids’ (assay endpoint ids). These include annotations from invitrodb’s assay, assay_component, assay_component_endpoint, assay_list, assay_source, and gene tables, all returned in a by-aeid format.

“Data” resource endpoints are split into summary data (by ‘aeid’) and bioactivity data by ‘m4id’ (i.e. both ‘aeid’ and ‘spid’). The summary endpoint returns the number of active hits and total multi- and single-concentration chemicals tested for specific ‘aeids’. The other endpoints return chemical information, level 3 concentration-response values, level 4 fit parameters, level 5 hit parameters, and level 6 flags for individual chemicals tested for given ‘AEIDs’, ‘m4ids’, ‘SPIDs’, or ‘DTXSIDs’.

Several ctxR functions can be used to access the CTX Bioactivity API data, as described in the following sections. Tables output in each example have been filtered to only display the first few rows of data. Regular ToxCast users may find it easier to use the tcpl R Package, which has integrated ctxR’s bioactivity functions to access API data in a more ‘invitrodb’-like format. See the tcpl’s Data Retrieval via API vignette for more guidance on data retrieval and plotting capabilities with tcpl.

NOTE: Please see the introductory vignette for an overview of the ctxR package and initial set up instruction with API key storage.

Bioactivity Assay Resource

Specific assays may be searched as well as all available assays that have data using two different functions.

Get annotation by aeid

get_annotation_by_aeid() retrieves annotation for a specific assay endpoint id (aeid).

assay <- get_annotation_by_aeid(AEID = "891")
aeid assayName assayComponentName assayComponentEndpointName assayComponentEndpointDesc assayList assayFunctionType normalizedDataType burstAssay keyPositiveControl signalDirection intendedTargetType intendedTargetTypeSub intendedTargetFamily intendedTargetFamilySub cellViabilityAssay acid assayComponentDesc assayComponentTargetDesc parameterReadoutType assayDesignType assayDesignTypeSub biologicalProcessTarget detectionTechnologyType detectionTechnologyTypeSub detectionTechnology keyAssayReagentType keyAssayReagent technologicalTargetType technologicalTargetTypeSub aid assayDesc timepointHr organismId organism tissue cellFormat cellFreeComponentSource cellShortName cellGrowthMode assayFootprint assayFormatType assayFormatTypeSub contentReadoutType dilutionSolvent dilutionSolventPercentMax asid assaySourceName assaySourceLongName assaySourceDesc gene citations
891 CEETOX_H295R CEETOX_H295R_11DCORT CEETOX_H295R_11DCORT Data from the assay component CEETOX_H295R_11DCORT was analyzed into 1 assay endpoint. This assay endpoint, CEETOX_H295R_11DCORT, was analyzed with bidirectional fitting relative to DMSO as the negative control and baseline of activity. Using a type of inducible reporter, gain or loss-of-signal activity using HPLC-MS-MS was used to understand synthesis of 11-Deoxycortisol in H295R cell line at 48hr of chemical exposure. To generalize the intended target to other relatable targets, this assay endpoint is annotated to the steroid hormone intended target family, where the subfamily is glucocorticoids. Steroidogenesis Bioactivity , Assays related to steroidogenesis detection of steroid hormone log2_fold_induction 0 Prochloraz;Forskolin bidirectional molecular messenger 11-Deoxycortisol steroid hormone glucocorticoids 0 586 CEETOX_H295R_11DCORT is one of 23 assay component(s) measured or calculated from the CEETOX_H295R assay. It is designed to make measurements of hormone induction, a form of inducible reporter, as detected with absorbance signals by HPLC-MS-MS technology. NA single inducible reporter hormone induction regulation of steroid hormone biosynthetic process Spectrophotometry Absorbance HPLC-MS-MS inducer NA molecular messenger 11-Deoxycortisol 370 CEETOX_H295R is a cell-based, multiplexed-readout assay that uses H295R, a human adrenal gland cell line, with measurements taken at 48 hours after chemical dosing in a 96-well plate. 48 9606 human adrenal gland cell line H295R adherent microplate: 96-well plate cell-based cell-based format multiplexed DMSO 0.1 8 CEETOX Ceetox/OpAns Ceetox, a part of Cyprotex, is a Contract Research Organization (CRO) that in coordination with OpAns, an analytical laboratory, provide ADME-tox services. 145 , 202 , nuclear receptor subfamily 3, group C, member 1 (glucocorticoid receptor), nuclear receptor subfamily 3, group C, member 2 , NA , NA , NR3C1 , NR3C2 , 1 , 1 , live , live , 2908 , 4306 , NR3C1 , NR3C2 , nuclear receptor subfamily 3, group C, member 1 (glucocorticoid receptor), nuclear receptor subfamily 3, group C, member 2 , P04150 , P08235 10.1093/toxsci/kfw002 , 10.1093/toxsci/kfx274 , 10.1016/j.yrtph.2019.104510 , https://pubmed.ncbi.nlm.nih.gov/26781511/ , https://pubmed.ncbi.nlm.nih.gov/29216406/ , https://pubmed.ncbi.nlm.nih.gov/31676319/ , 26781511 , 29216406 , 31676319 , High-Throughput Screening of Chemical Effects on Steroidogenesis Using H295R Human Adrenocortical Carcinoma Cells , High-Throughput H295R Steroidogenesis Assay: Utility as an Alternative and a Statistical Approach to Characterize Effects on Steroidogenesis. , Development of a prioritization method for chemical-mediated effects on steroidogenesis using an integrated statistical analysis of high-throughput H295R data , Karmaus AL, Toole CM, Filer DL, Lewis KC, Martin MT , Haggard DE, Karmaus AL, Martin MT, Judson RS, Setzer RW, Paul Friedman K , Haggard DE, Setzer RW, Judson RS, Paul Friedman K , Karmaus AL, Toole CM, Filer DL, Lewis KC, Martin MT. High-Throughput Screening of Chemical Effects on Steroidogenesis Using H295R Human Adrenocortical Carcinoma Cells. Toxicol Sci. 2016 Apr;150(2):323-32. doi: 10.1093/toxsci/kfw002. Epub 2016 Jan 18. PMID: 26781511; PMCID: PMC4809454. , Haggard DE, Karmaus AL, Martin MT, Judson RS, Setzer RW, Paul Friedman K. High-Throughput H295R Steroidogenesis Assay: Utility as an Alternative and a Statistical Approach to Characterize Effects on Steroidogenesis. Toxicol Sci. 2018 Apr 1;162(2):509-534. doi: 10.1093/toxsci/kfx274. Erratum in: Toxicol Sci. 2018 Aug 1;164(2):646. PMID: 29216406., Haggard DE, Setzer RW, Judson RS, Paul Friedman K. Development of a prioritization method for chemical-mediated effects on steroidogenesis using an integrated statistical analysis of high-throughput H295R data. Regul Toxicol Pharmacol. 2019 Dec;109:104510. doi: 10.1016/j.yrtph.2019.104510. Epub 2019 Oct 29. PMID: 31676319. , 0 , 0 , 0 , 245 , 260 , 264 , , ,

get_annotation_by_aeid_batch() retrieves annotation for a list (or vector) of assay endpoint ids (aeids).

assays <- get_annotation_by_aeid_batch(AEID = c(759,700,891))
# return is in list form by aeid, convert to table for output
assays <- data.table::rbindlist(assays)
aeid assayName assayComponentName assayComponentEndpointName assayComponentEndpointDesc assayList assayFunctionType normalizedDataType burstAssay keyPositiveControl signalDirection intendedTargetType intendedTargetTypeSub intendedTargetFamily intendedTargetFamilySub cellViabilityAssay acid assayComponentDesc assayComponentTargetDesc parameterReadoutType assayDesignType assayDesignTypeSub biologicalProcessTarget detectionTechnologyType detectionTechnologyTypeSub detectionTechnology keyAssayReagentType keyAssayReagent technologicalTargetType technologicalTargetTypeSub aid assayDesc timepointHr organismId organism tissue cellFormat cellFreeComponentSource cellShortName cellGrowthMode assayFootprint assayFormatType assayFormatTypeSub contentReadoutType dilutionSolvent dilutionSolventPercentMax asid assaySourceName assaySourceLongName assaySourceDesc gene
759 TOX21_AR_BLA_Agonist TOX21_AR_BLA_Agonist_ch1 TOX21_AR_BLA_Agonist_ch1 Data from the assay component TOX21_AR_BLA_Agonist_ch1 was analyzed into 1 assay endpoint. This assay endpoint, TOX21_AR_BLA_Agonist_ch1, was analyzed in the positive analysis fitting direction relative to DMSO as the negative control and baseline of activity. Using a type of inducible reporter, loss-of-signal activity can be used to understand changes in the reporter gene as they relate to the gene AR. Furthermore, this assay endpoint can be referred to as a secondary readout, because this assay has produced multiple assay endpoints where this one serves as artifact detection function. NA substrate percent_activity 0 R1881 loss pathway pathway-specified channel 1 baseline control 0 496 TOX21_AR_BLA_Agonist_ch1 is an assay readout measuring reporter gene via receptor activity and designed using inducible reporter (beta lactamase induction) detected with GAL4 b-lactamase reporter gene. The signal is derived from the uncleaved reporter gene substrate and is used to calculate the ratio of cleaved (ch2) to uncleaved (ch1) substrate used as the measure of target activity. TOX21_AR_BLA_Agonist_ch1 was designed to measure uncleaved reporter gene substrate to target nuclear receptor activity at the protein (receptor) level, specifically mapping to AR gene(s) using a positive control of R1881 single background reporter artifact detection regulation of transcription factor activity Fluorescence Fluorescence intensity GAL4 b-lactamase reporter gene substrate CCF4-AM protein receptor 310 TOX21_AR_BLA_Agonist is a cell-based, single-readout assay that uses HEK293T, a human kidney cell line, with measurements taken at 24 hours after chemical dosing in a 1536-well plate. See tox21-ar-bla-agonist-p1. 24 9606 human kidney cell line NA HEK293T adherent microplate: 1536-well plate cell-based cell-based format single DMSO 0.5 7 TOX21 Tox21/NCGC Tox21 is an interagency agreement between the NIH, NTP, FDA and EPA. NIH Chemical Genomics Center (NCGC) is the primary screening facility running ultra high-throughput screening assays across a large interagency-developed chemical library. NA
700 NVS_LGIC_rGABAR_NonSelective NVS_LGIC_rGABAR_NonSelective NVS_LGIC_rGABAR_NonSelective Data from the assay component NVS_LGIC_rGABAR_NonSelective was analyzed into 1 assay endpoint. This assay endpoint, NVS_LGIC_rGABAR_NonSelective, was analyzed in the positive analysis fitting direction relative to DMSO as the negative control and baseline of activity. Using a type of binding reporter, loss-of-signal activity can be used to understand changes in the binding as they relate to the gene Gabra1. Furthermore, this assay endpoint can be referred to as a primary readout, because the performed assay has only produced 1 assay endpoint. To generalize the intended target to other relatable targets, this assay endpoint is annotated to the ion channel intended target family, where the subfamily is ligand-gated ion cha nel. |NA |binding |percent_activi y | 0|GABA |loss |protein |receptor |ion channel |ligand-gated ion ch nnel | 0 437|NVS_LGIC_rGABAR_NonSelective is one of one assay component(s) measured or calculated from the NVS_LGIC_rGABAR_NonSelective assay. It is designed to make measurements of radioligand binding, a form of binding reporter, as detected with scintillation counting signals by Filter-based radiodetection technology. |Changes to scintillation counting signals produced from the receptor-ligand binding of the key ligand [[3H]-GABA] are indicative of a change in receptor function and kinetics for the Norway rat gamma-aminobutyric acid (GABA) A receptor, alpha 1 [GeneSymbol:Gabra1 &#124; GeneID:29705 &#124; Uniprot_SwissProt_Accession:P62 ]. |single |binding report r |radioligand bi ding |receptor binding |Radiometry |Scintillation countin |Filter-based radiodetecti n |ligand |[3H]-GABA |protein |receptor
251|NVS_LGIC_rGABAR_NonSelective is a biochemical, single-readout assay that uses extracted gene-proteins from Rat whole brain in a tissue-based cell-free assay. Measurements were taken 1 hour after chemical dosing in a 48-well p

Get all assay annotations

get_all_assays() retrieves all annotations for all assays available.

all_assays <- get_all_assays()

Bioactivity Data Resource

There are several resources for retrieving bioactivity data associated with a variety of identifier types (e.g., DTXSID, aeid) that are available to the user.

Get summary data

get_bioactivity_summary() retrieves a summary of the number of active hits compared to the total number tested for both multiple and single concentration by aeid.

summary <- get_bioactivity_summary(AEID = "891")
aeid activeMc totalMc activeSc totalSc
891 178 576 233 2011

get_bioactivity_summary_batch() retrieves a summary for a list (or vector) of assay endpoint ids (aeids). Output is the same as previous get_bioactivity_summary().

summary <- get_bioactivity_summary_batch(AEID = c(759,700,891))

Get data

get_bioactivity_details() can retrieve all available multiple concentration data by assay endpoint id (aeid), sample id (spid), Level 4 ID (m4id), or chemical DTXSID. Returned is chemical information, level 3 concentration-response values, level 4 fit parameters, level 5 hit parameters, and level 6 flags for individual chemicals tested. An example for each request parameter is provided below:

# By spid
spid_data <- get_bioactivity_details(SPID = 'TP0000904H05')
concMin aeid dtxsid chnm spid m4id chid casn bmad respMax respMin maxMean maxMeanConc maxMed maxMedConc concMax nconc npts nrep nmedGtblPos nmedGtblNeg m5id modl hitc fitc coff actp modelType chidRep stkc stkcUnit testedConcUnit conc resp pow_a pow_p exp2_a exp2_b exp3_a exp3_b exp3_p exp5_p gnls_p gnls_q hill_p pow_er cnst_er exp2_er exp3_er exp4_er exp4_ga exp4_tp exp5_er exp5_ga exp5_tp gnls_er gnls_ga gnls_la gnls_tp hill_er hill_ga hill_tp poly1_a poly2_a poly2_b pow_aic pow_cov pow_rme pow_top all_bmed cnst_aic cnst_rme exp2_aic exp2_cov exp2_rme exp2_top exp3_aic exp3_cov exp3_rme exp3_top exp4_aic exp4_cov exp4_rme exp4_top exp5_aic exp5_cov exp5_rme exp5_top gnls_aic gnls_cov gnls_rme gnls_top hill_aic hill_cov hill_rme hill_top poly1_er poly2_b1 poly2_b2 poly2_er pow_a_sd pow_ac50 pow_p_sd all_onesd exp2_a_sd exp2_ac50 exp2_b_sd exp3_a_sd exp3_ac50 exp3_b_sd exp3_p_sd exp4_ac50 exp5_ac50 exp5_p_sd gnls_ac50 gnls_p_sd gnls_q_sd hill_ac50 hill_p_sd poly1_aic poly1_cov poly1_rme poly1_top poly2_aic poly2_cov poly2_rme poly2_top pow_er_sd errfun_dt4 exp2_er_sd exp3_er_sd exp4_er_sd exp4_ga_sd exp4_tp_sd exp5_er_sd exp5_ga_sd exp5_tp_sd gnls_er_sd gnls_ga_sd gnls_la_sd gnls_tp_sd hill_er_sd hill_ga_sd hill_tp_sd poly1_a_sd poly1_ac50 poly2_ac50 poly1_er_sd poly2_b1_sd poly2_b2_sd poly2_er_sd pow_success cnst_success exp2_success exp3_success exp4_success exp5_success gnls_success hill_success poly1_success poly2_success gnls_ac50_loss a b er ac5 bmd bmr mll top ac10 ac20 ac50 bmdl bmdu rmse ac1sd caikwt hitcall top_over_cutoff p ga tp acc q la ac50_loss flag mc6MthdId
0.0229 626 DTXSID2045232 Tiratricol TP0000904H05 12887828 45232 51-24-1 4.884792 0.8775429 -29.656961 0.8775429 0.0686 0.8775429 0.0686 50 8 8 1 0 2 16379290 poly2 0.0000000 15 29.30875 NA 4 1 20 mM uM 0.07, 0.20, 50.00, 0.60, 6.00, 2.00, 20.00, 0.02 0.8775429, -11.2285600, -14.8185082, -0.6182688, -7.8181093, -14.0007978, -29.6569605, -0.8775429 -6.0702045 0.3000003 -2.711843e+03 7441.885814 -54.58103 2405.3228 0.3000006 0.6175352 0.9307726 4.6318012 0.7400409 1.760591 2.380613 2.071027 1.748329 1.740729 2.2064235 -18.458510 1.703215 1.506502 -17.860667 1.6138931 1.7911313 56.640545 -25.241775 1.698389 1.4757200 -18.738319 -0.3667076 138.940662 -56.94594 60.35395 1 7.121776 -19.628852 0 66.57834 13.621085 66.22422 1 10.633345 -18.281476 62.69192 1 7.293255 -20.0486024 59.61499 1 6.527632 -18.458510 61.04651 1 6.361832 -17.860667 64.02799 1 5.968834 -22.747895 61.19351 1 6.520715 -18.738319 2.072444 -2.4398694 0.0428454 1.327698 3.2203755 4.960641 0.1510443 7.091262 3.521075e+04 25.04199 96416.588359 102.1019 6.369833 8433.7604 0.2015822 2.2064235 1.506502 0.4072550 1.4475269 NA NA 1.4757200 0.6919730 64.21818 1 10.625247 -18.33538 55.06349 1 5.370346 -28.796677 0.3396369 NA 0.3523258 0.3478201 0.3322922 5.9012002 9.384476 0.3212946 1.9544275 5.597667 NA NA NA NA 0.3268034 2.7312432 8.136911 0.1558547 25 6.686359 0.3523339 0.2283429 0.0047863 0.3771307 1 1 1 1 1 1 1 1 1 1 58.217649 138.9406617 -56.94594 1.3276978 0.5963730 4.2358216 9.566112 -24.53175 -28.796677 1.2057864 2.4674210 6.6863590 4.0068857 4.6478221 5.370346 3.0721482 0.0031493 0.0000000 0.9825282 NA NA NA NA NA NA NA Inactive with multiple concs above baseline (3*bmad), Borderline , Average number of replicates per conc < 2 8, 11, 13
0.0229 623 DTXSID2045232 Tiratricol TP0000904H05 12887402 45232 51-24-1 4.233256 7.5019260 -29.901772 7.5019260 5.5600 7.5019260 5.5600 50 8 8 1 0 2 16378864 exp5 0.3588172 15 25.39954 NA 4 1 20 mM uM 50.00, 0.60, 0.07, 20.00, 2.00, 0.02, 6.00, 0.20 -20.021186, 1.357858, -4.959553, -29.901772, 4.651387, 4.959553, 7.501926, -5.209938 -0.4709515 0.9725997 -1.730091e+03 4115.726731 -1104.86345 2708.6071 0.9932585 7.9999997 8.0000000 0.6646387 8.0000000 1.919267 2.271387 1.917101 1.917690 1.958542 11.1577160 -23.045066 1.592482 12.187121 -24.956476 1.5245416 9.6631688 305.576232 -30.535733 1.607360 9.7389505 -25.010407 -0.4226739 132.500458 -61.65966 63.92630 1 9.494234 -21.154070 0 65.73806 13.467831 63.93126 1 9.541832 -21.146235 65.93271 1 9.535148 -21.1516948 63.33981 1 8.374623 -23.045066 58.34490 1 5.067562 -24.956476 61.38850 1 4.821409 -26.344748 58.59863 1 5.154096 -25.010407 1.916219 -2.1489003 0.0348510 1.788548 1.4843068 24.516548 0.7972829 6.081318 2.881469e+04 25.07593 68062.477355 20601.8937 25.001427 43186.3469 1.0431135 11.1577160 12.187121 10.8455807 9.5403955 NA NA 9.7389505 5.0287901 61.92759 1 9.536090 -21.13370 61.42218 1 7.922117 -26.167042 0.3570095 NA 0.3416958 0.3641595 0.3217322 13.2707190 7.954351 0.2867687 6.5909387 4.506819 NA NA NA NA 0.2902208 3.3431929 4.684740 0.1245829 25 6.849312 0.3414193 0.5682692 0.0117575 0.3390962 1 1 1 1 1 1 1 1 1 1 463.044973 NA NA 1.5924823 8.8014757 11.3726298 8.203698 -25.17245 -24.956476 9.6301413 10.5772061 12.1871206 6.3727624 16.9710239 5.067562 10.8781291 0.0242076 0.3588172 0.9825563 7.9999997 12.1871206 -24.956476 NA NA NA NA Inactive with multiple concs above baseline (3*bmad), Borderline , Average number of replicates per conc < 2 8, 11, 13
0.0229 714 DTXSID2045232 Tiratricol TP0000904H05 12901276 45232 51-24-1 4.103216 13.5003162 -96.079696 5.7078832 0.0229 5.7078832 0.0229 50 8 16 2 0 6 16392738 exp4 1.0000000 41 24.61930 NA 4 1 20 mM uM 0.20, 20.00, 0.20, 6.00, 0.07, 6.00, 0.60, 0.02, 50.00, 0.07, 2.00, 0.60, 50.00, 0.02, 2.00, 20.00 -6.450305, -94.277210, -34.488101, -64.637626, -9.201795, -85.678063, -15.860511, -2.084550, -96.079696, 2.084550, -38.692527, -61.529899, -83.012036, 13.500316, -80.337554, -72.237276 -32.5360772 0.3000004 -1.775376e+04 8376.427233 -812.05996 49391.5516 0.3029441 0.7628400 1.0267275 5.6517546 1.0267229 2.844461 3.954756 3.529323 2.900564 2.577567 0.8553126 -83.570441 2.563366 1.136672 -86.462430 2.5594950 0.9379409 4219.668077 -89.183182 2.559496 0.9379508 -89.182886 -2.1305135 520.837474 -63.81363 148.60873 1 19.876076 -105.209968 0 179.83777 58.759495 171.04975 1 40.368523 -106.291443 151.29544 1 20.350198 -107.0361115 139.80105 1 14.937986 -83.570441 141.35366 1 14.796520 -86.462430 144.75334 1 14.261829 -89.091528 140.75334 1 14.261837 -89.182886 3.529940 -8.1618529 0.1279014 3.084584 6.4815138 4.960644 0.0588233 36.167728 1.411999e+05 25.03731 66502.744213 934.8211 5.610005 147868.4422 0.0685320 0.8553126 1.136672 0.2449815 0.9360652 0.3863434 143203.1221 0.9379508 0.3863269 169.03371 1 40.343133 -106.52568 158.37473 1 28.515527 -100.632522 0.2232436 NA 0.2283409 0.2303420 0.2193725 0.5423208 6.367297 0.2257482 0.6683467 7.774007 0.2157099 0.6910340 4.759484e+08 10.20386 0.2157103 0.6910198 10.203605 0.4711675 25 6.913895 0.2283139 1.5249255 0.0315090 0.2408713 1 1 1 1 1 1 1 1 1 1 4220.938131 NA NA 2.5775674 0.0632936 1.0817374 48.790265 -66.90052 -83.570441 0.1300102 0.2753492 0.8553126 0.4751606 2.5702166 14.937986 0.6996655 0.0000000 1.0000000 3.3945098 NA 0.8553126 -83.570441 0.4306268 NA NA NA Bmd > ac50, indication of high baseline variability 9
0.0229 719 DTXSID2045232 Tiratricol TP0000904H05 12903783 45232 51-24-1 5.031448 2.7450873 -107.215266 2.7450873 0.0229 2.7450873 0.0229 50 8 8 1 0 5 16395245 hill 0.9999991 42 30.18869 NA 4 0 20 mM uM 0.07, 0.20, 6.00, 50.00, 2.00, 20.00, 0.60, 0.02 -2.745087, -6.666641, -70.823252, -107.215266, -23.921475, -87.607500, -30.195960, 2.745087 -27.7100788 0.3637246 -1.600610e+04 6666.480140 -1057.54594 28861.7286 0.3568325 0.7049969 0.8442320 7.7922913 0.8442281 2.319835 3.823653 3.169439 2.331636 1.867519 3.6442188 -102.207641 1.785251 3.904866 -107.457093 1.6700812 4.3204924 2959.362489 -119.595929 1.670083 4.3205451 -119.596345 -2.3873204 522.938269 -69.93971 68.18781 1 10.796563 -114.972748 0 89.66838 56.711626 83.17159 1 29.555392 -120.500461 70.42966 1 10.981882 -115.2425033 62.58578 1 8.410393 -102.207641 62.54081 1 6.999527 -107.457093 65.81808 1 7.122093 -118.466042 61.81808 1 7.122084 -119.596345 3.164439 -7.4769861 0.1069062 2.418036 5.5044205 7.435981 0.0551317 12.293423 1.353405e+05 25.04688 55581.353563 1751.1093 7.698586 114478.9150 0.0616140 3.6442188 3.904866 0.1329418 4.2248650 NA NA 4.3205451 0.1743380 81.15234 1 29.573496 -119.36602 72.11000 1 15.497474 -106.583911 0.2929361 NA 0.3408278 0.2943518 0.3365096 0.7868233 7.208206 0.3191631 1.3133249 7.664292 NA NA NA NA 0.3540063 1.7841811 12.400122 0.4744277 25 8.055213 0.3399731 0.8153059 0.0168490 0.3666207 1 1 1 1 1 1 1 1 1 1 2963.507749 NA NA 1.6700832 0.1320800 0.4965647 16.583828 -26.90904 -119.596345 0.3200553 0.8363539 4.3205451 0.3953811 0.7764409 7.122084 0.3318818 0.0000009 0.9999991 3.9616278 0.8442281 4.3205451 -119.596345 1.1939994 NA NA NA Average number of replicates per conc < 2 13
0.0229 645 DTXSID2045232 Tiratricol TP0000904H05 12889968 45232 51-24-1 3.395555 9.0909091 -7.386364 9.0909091 1.8500 9.0909091 1.8500 50 8 8 1 0 0 16381430 gnls 0.0000000 13 20.37333 NA 4 1 20 mM uM 0.07, 0.60, 0.02, 6.00, 0.20, 20.00, 50.00, 2.00 2.9040404, 8.1439394, -2.9040404, 7.7020202, 0.9469697, 3.5984848, -7.3863636, 9.0909091 1.6281112 0.3000005 -7.938000e-04 5.472931 -56.45347 66.5180 7.3457851 3.3115619 4.8884716 7.9997768 7.9999728 1.617106 1.719985 1.561091 1.559389 1.227976 0.2008938 6.206636 1.141139 0.308676 6.560587 0.6359739 0.3127712 16.102756 8.411357 1.142566 0.2568918 6.562592 -0.1007456 -25.930986 -40.41223 58.04495 1 6.099178 5.264728 0 54.82950 6.057646 56.77436 1 5.467483 -7.367539 58.76862 1 5.466010 -7.3788360 53.66324 1 5.340591 6.206636 55.05464 1 5.364671 6.560587 50.70637 1 3.007823 8.411253 55.07003 1 5.366976 6.562592 1.658313 0.6416619 -0.0158779 1.374290 NA 4.960647 NA 9.803930 1.194270e-02 46.20704 9.025174 1913.9915 45.685384 561.0337 118.3559377 0.2008938 0.308676 5.9168725 0.3127696 6.9596055 78.5746 0.2568918 28.0423622 56.05528 1 5.840678 -5.03728 53.88316 1 4.602947 -7.611694 NA NA 0.3150839 0.3151044 0.3558214 0.1866054 2.049082 0.3736262 0.2194088 1.770937 0.3795771 0.1923054 6.119105e+00 1.25697 0.3735949 0.2153388 1.770644 0.0983346 25 45.661591 0.3071794 0.3630279 0.0075245 0.3180575 1 1 1 1 1 1 1 1 1 1 16.102806 NA NA 0.6359739 0.1712537 NA 13.225502 -19.35318 8.411253 0.1995367 0.2355408 0.3127696 NA NA 3.007823 NA 0.1128889 0.0000000 0.4128561 4.8884716 0.3127712 8.411357 NA 7.999777 16.10276 16.10281 Average number of replicates per conc < 2 , No median responses above baseline (3*bmad) 13, 20
0.0229 647 DTXSID2045232 Tiratricol TP0000904H05 12890229 45232 51-24-1 2.872463 15.3441769 -24.591121 15.3441769 1.8500 15.3441769 1.8500 50 8 8 1 2 1 16381691 poly1 -0.0117699 13 20.00000 NA 4 1 20 mM uM 6.00, 2.00, 0.60, 0.20, 0.07, 0.02, 50.00, 20.00 -4.0842919, 15.3441769, -0.3100288, -24.5911215, 4.2370597, -4.2370597, 10.6533070, 3.3384256 0.0534046 1.3551373 6.668239e+00 52.291303 -64.99437 238.8458 7.8067883 7.9987732 1.0708421 7.9999980 7.9852707 1.923350 2.149647 1.924750 2.150732 1.937957 83.4842759 29.509345 1.906401 18.028263 10.653494 2.1179928 0.1255063 3.969012 3.784485 2.149711 158.1137050 -25.862833 0.2066597 5.975901 53.86266 65.18398 1 10.577151 10.713117 0 63.28831 11.277677 65.18915 1 10.572361 10.680811 69.28840 1 11.277715 -0.0003243 65.25760 1 10.577253 29.509345 67.08698 1 10.564415 10.653494 73.06896 1 11.473027 3.585856 69.28899 1 11.277988 -25.862833 1.931945 0.1109470 0.0020598 1.925201 0.4143709 29.979898 2.0089114 10.104414 6.220817e+01 30.76146 318.062123 NA 45.751996 NA NA 83.4842759 18.028263 115.3562837 0.1137769 NA NA 158.1137050 NA 63.22189 1 10.572346 10.33298 65.18659 1 10.573361 10.696881 0.3824745 NA 0.3808465 NA 0.3775815 381.8953590 112.565713 0.3877954 20.6461923 6.018394 NA NA NA NA NA NA NA 0.1167812 25 30.704275 0.3782977 0.5227759 0.0109912 0.3813636 1 1 1 1 1 1 1 1 1 1 3.998109 0.2066597 NA 1.9319446 2.5000000 65.9579772 13.630854 -29.61095 10.332984 5.0000000 10.0000000 25.0000000 33.6192542 NA 10.572346 48.8939786 0.4916988 -0.0117699 0.5166492 NA NA NA NA NA NA NA Model directionality questionable , Bmd > ac50, indication of high baseline variability, Average number of replicates per conc < 2 5, 9, 13
# By DTXSID
dtxsid_data <- get_bioactivity_details(DTXSID = "DTXSID30944145")
concMin aeid dtxsid chnm spid m4id chid casn bmad respMax respMin maxMean maxMeanConc maxMed maxMedConc concMax nconc npts nrep nmedGtblPos nmedGtblNeg m5id modl hitc fitc coff actp modelType chidRep stkc stkcUnit testedConcUnit conc resp pow_a pow_p exp2_a exp2_b exp3_a exp3_b exp3_p exp5_p gnls_p gnls_q hill_p pow_er cnst_er exp2_er exp3_er exp4_er exp4_ga exp4_tp exp5_er exp5_ga exp5_tp gnls_er gnls_ga gnls_la gnls_tp hill_er hill_ga hill_tp poly1_a poly2_a poly2_b pow_aic pow_cov pow_rme pow_top all_bmed cnst_aic cnst_rme exp2_aic exp2_cov exp2_rme exp2_top exp3_aic exp3_cov exp3_rme exp3_top exp4_aic exp4_cov exp4_rme exp4_top exp5_aic exp5_cov exp5_rme exp5_top gnls_aic gnls_cov gnls_rme gnls_top hill_aic hill_cov hill_rme hill_top poly1_er poly2_b1 poly2_b2 poly2_er pow_a_sd pow_ac50 pow_p_sd all_onesd exp2_a_sd exp2_ac50 exp2_b_sd exp3_a_sd exp3_ac50 exp3_b_sd exp3_p_sd exp4_ac50 exp5_ac50 exp5_p_sd gnls_ac50 gnls_p_sd gnls_q_sd hill_ac50 hill_p_sd poly1_aic poly1_cov poly1_rme poly1_top poly2_aic poly2_cov poly2_rme poly2_top pow_er_sd errfun_dt4 exp2_er_sd exp3_er_sd exp4_er_sd exp4_ga_sd exp4_tp_sd exp5_er_sd exp5_ga_sd exp5_tp_sd gnls_er_sd gnls_ga_sd gnls_la_sd gnls_tp_sd hill_er_sd hill_ga_sd hill_tp_sd poly1_a_sd poly1_ac50 poly2_ac50 poly1_er_sd poly2_b1_sd poly2_b2_sd poly2_er_sd pow_success cnst_success exp2_success exp3_success exp4_success exp5_success gnls_success hill_success poly1_success poly2_success gnls_ac50_loss a b er ac5 acc bmd bmr mll top ac10 ac20 ac50 bmdl bmdu rmse ac1sd caikwt hitcall top_over_cutoff p ga tp flag mc6MthdId
1e-06 3094 DTXSID30944145 Mianserin hydrochloride ES211_47_47 8297212 944145 21535-47-7 6.7521122 101.97489 -5.8524748 101.289440 200.0000 101.164780 200.0000 200 9 36 4 3 0 13867618 poly2 1.0000000 41 20.2563365 NA 2 1 100 NA NA 5e-01, 1e-03, 2e+02, 8e+01, 5e+00, 5e+00, 5e-02, 1e-06, 2e+02, 3e+01, 1e+01, 3e+01, 1e+01, 5e-02, 5e-01, 1e-03, 1e-06, 8e+01, 8e+01, 1e+01, 3e+01, 5e-01, 5e+00, 5e-02, 1e-03, 2e+02, 3e+01, 8e+01, 5e+00, 5e-01, 5e-02, 1e-06, 2e+02, 1e-06, 1e+01, 1e-03 7.4272329, -3.7500518, 101.0730723, 98.9002718, 17.0269923, 17.6998059, 2.9964941, -2.3418378, 100.8533066, 58.6457028, 5.9648724, 49.1156507, 14.8351297, -3.9755251, 8.8610383, -2.5030181, 10.0197919, 99.3135621, 101.3930578, 19.7711786, 52.0849735, 6.9653865, 12.3375289, -5.8524748, 2.4837212, 101.2564884, 45.2735042, 101.2564884, 10.3734129, 8.4397273, -3.9875659, 1.7693316, 101.9748907, 14.2962961, 6.8991620, -0.9777668 8.2707752 0.4807274 34705.7753 63106.1032 1900.9074253 93035.70209 0.4749189 1.489267 1.943528 6.8597915 1.943496 2.0792018 3.5592260 2.6692783 2.0842840 1.8202173 31.82272 105.752622 1.6843160 33.17962 103.243701 1.8512196 33.53849 3851.327 108.182421 1.8512186 33.53868 108.182889 0.5509010 -480.34345 -286.6022 282.1386 1 12.225017 105.612249 0 384.3252 51.114626 324.9564 1 22.064963 110.166299 284.5059 1 12.303215 105.646673 253.5532 1 7.204201 105.752622 245.8222 1 6.328741 103.243701 260.6377 1 7.226525 108.043400 256.6377 1 7.226511 108.182889 2.6682997 1.6759937 -0.0058478 1.5103389 1.4397056 47.29694 0.0342661 6.5975701 161911.04957 100.0792 293915.349 3411.548371 47.80302 312045.8569 0.0424385 31.82272 33.17962 0.1832084 33.49416 NA NA 33.53868 0.4827461 322.9102 1 22.047474 110.180195 233.1861 1 5.566590 101.286530 0.1788224 NA 0.1810984 0.1789296 0.1496663 3.061066 3.287542 0.1494846 2.103449 2.2993916 NA NA NA NA 0.1471035 2.682917 4.6268470 0.0393630 100 34.32869 0.1810516 0.0156015 0.0000833 0.1537762 1 1 1 1 1 1 1 1 1 1 3852.660 -480.3434 -286.6022 1.5103389 3.054234 12.64398 5.412573 8.9001220 -113.59303 101.286530 6.176479 12.64461 34.32869 5.190510 5.483509 5.566590 3.992119 0 1.0000000 5.000239 NA NA NA
1e-06 3095 DTXSID30944145 Mianserin hydrochloride ES211_47_47 8297282 944145 21535-47-7 0.1635842 11.45832 0.0498132 4.937025 84.8000 5.454861 84.8000 200 9 36 4 2 0 13867688 exp5 0.9999999 41 0.4907527 NA 3 1 100 NA NA 5e-01, 5e-02, 2e+02, 5e+00, 5e-01, 1e-06, 2e+02, 1e+01, 1e-03, 5e+00, 3e+01, 5e-01, 1e-03, 2e+02, 8e+01, 1e+01, 5e+00, 5e-02, 1e-06, 2e+02, 3e+01, 8e+01, 1e+01, 1e+01, 5e-02, 5e-01, 1e-03, 1e-06, 8e+01, 1e-06, 8e+01, 3e+01, 5e+00, 1e-03, 3e+01, 5e-02 0.2882675, 0.2293578, 2.1276573, 0.2760906, 0.2223210, 0.2859185, 3.7267058, 0.1697793, 0.2335357, 0.3364576, 0.2644337, 1.1012624, 0.4222553, 1.7241350, 6.3829742, 0.1518603, 0.5005005, 0.4657933, 0.6850737, 11.4583214, 0.3623188, 4.5267471, 0.2382843, 0.2294894, 0.3481086, 0.3596198, 0.4614201, 0.5216095, 6.5656532, 0.2280502, 2.2727264, 0.3340757, 0.0498132, 0.2229378, 0.4805767, 0.1649776 0.0615700 0.7224130 326.8885 20813.3312 19.7678045 3146.34037 0.7223526 5.216218 8.000000 7.0351835 8.000000 -0.4875471 -0.0636729 -0.4917312 -0.4872831 -0.4766153 74.89427 3.315856 -0.5423621 50.08212 3.610231 -0.5410832 45.64331 8984.829 3.585989 -0.5409687 45.64390 3.586423 0.0157732 -10.96073 -317.6619 119.4652 1 1.970276 2.829197 0 147.0232 2.721308 121.0686 1 1.971835 3.156286 121.5684 1 1.965619 2.893798 118.1126 1 1.925628 3.315856 108.7040 1 1.583809 3.610231 112.8588 1 1.590457 3.585989 108.8588 1 1.590380 3.586423 -0.4911612 0.0345044 -0.0001086 -0.4714085 0.0569386 76.61774 0.1935483 0.2864479 1870.44475 100.2402 118378.487 82.446335 80.25470 13170.3791 0.3319496 74.89427 50.08212 8.1502754 45.64331 NA NA 45.64390 4.3940463 119.0378 1 1.971388 3.154638 116.6449 1 1.901570 2.556083 0.1983278 NA 0.1950247 0.1971995 0.1966667 48.348500 1.282925 0.1840047 28.207023 0.6624871 NA NA NA NA 0.1838976 7.225804 0.6792608 0.0033822 100 42.80905 0.1950322 0.0103329 0.0000541 0.2027386 1 1 1 1 1 1 1 1 1 1 8984.829 NA NA -0.5423621 30.402127 37.15837 35.384760 0.3864182 -50.35200 3.610231 34.900831 40.30094 50.08212 25.409059 44.568962 1.583809 33.315100 0 0.9999999 7.356516 5.216218 50.08212 3.610231 Noisy data 10
1e-06 3096 DTXSID30944145 Mianserin hydrochloride ES211_47_47 8297352 944145 21535-47-7 0.2579902 12.49999 0.0000000 5.541738 200.0000 4.833483 200.0000 200 9 36 4 7 0 13867758 exp5 0.9999999 41 0.7739705 NA 3 1 100 NA NA 8e+01, 5e-02, 2e+02, 1e-06, 5e-01, 1e-03, 2e+02, 8e+01, 5e+00, 5e+00, 5e-02, 1e-06, 2e+02, 3e+01, 1e+01, 3e+01, 1e+01, 5e-02, 5e-01, 1e-03, 1e-06, 8e+01, 8e+01, 1e+01, 3e+01, 5e-01, 5e+00, 5e-02, 1e-03, 2e+02, 3e+01, 5e+00, 5e-01, 1e-06, 1e+01, 1e-03 4.5267471, 0.8248880, 4.3478234, 0.4561003, 0.7789417, 0.8941878, 0.0000000, 5.6737548, 1.0574381, 1.6016015, 0.7860262, 1.2663483, 12.4999870, 0.5233494, 0.6619010, 0.3966505, 0.6597820, 0.7658389, 0.8219882, 0.7946680, 1.3412816, 5.0505025, 3.0303019, 0.9870918, 0.7423905, 0.9801095, 0.2988792, 0.6880734, 0.9165221, 5.3191433, 0.8810572, 0.7454445, 0.5113384, 1.1198475, 0.5093378, 0.4670715 0.2326711 0.5813087 1071.4339 37610.9088 0.7743728 19.15709 0.3000051 3.754365 7.999879 6.5526247 7.999990 -0.0213890 0.3936757 0.0423864 -0.0673071 -0.0130660 63.87306 5.733670 -0.1229356 52.68278 4.755555 -0.1222369 44.04024 5240.986 4.726078 -0.1222393 44.03896 4.726151 0.0285598 -20.18355 -331.9270 131.7024 1 1.770627 5.062338 0 163.6015 2.940288 136.9242 1 1.825932 5.712639 132.6140 1 1.769692 5.070275 131.0809 1 1.752630 5.733670 126.5269 1 1.713512 4.755555 130.5691 1 1.715518 4.726077 126.5691 1 1.715515 4.726151 0.0425150 0.0608072 -0.0001832 -0.0312688 0.1586633 60.69895 0.1410044 0.2943733 6360.81008 100.1329 222616.959 3.029522 66.48284 160.7156 0.3665277 63.87306 52.68278 2.5737554 44.04024 NA NA 44.03896 64.5137661 134.8957 1 1.825487 5.711964 129.5637 1 1.746061 4.833660 0.1594107 NA 0.1638501 0.1709995 0.1554330 30.292899 1.333210 0.1550525 15.121759 0.5832322 NA NA NA NA 0.1551979 83.937947 0.9655486 0.0042301 100 46.16708 0.1638454 0.0121132 0.0000659 0.1534483 1 1 1 1 1 1 1 1 1 1 5240.986 NA NA -0.1229356 26.331887 36.65826 30.329323 0.3971095 -59.26345 4.755555 31.896987 38.95444 52.68278 20.745959 35.977020 1.713512 27.919176 0 0.9999999 6.144362 3.754365 52.68278 4.755555 Noisy data 10
1e-06 3098 DTXSID30944145 Mianserin hydrochloride ES211_47_47 8297422 944145 21535-47-7 6.2923613 98.60945 -15.4878926 97.611143 200.0000 97.673862 200.0000 200 9 36 4 3 0 13867828 poly2 1.0000000 41 18.8770838 NA 2 1 100 NA NA 1e-06, 3e+01, 5e-02, 1e-03, 8e+01, 8e+01, 3e+01, 5e-01, 5e+00, 5e-02, 1e-03, 2e+02, 3e+01, 5e+00, 5e-01, 5e-02, 1e-06, 2e+02, 1e+01, 1e-03, 5e+00, 3e+01, 5e-01, 1e-03, 2e+02, 8e+01, 1e+01, 5e+00, 5e-02, 2e+02, 8e+01, 1e+01, 1e+01, 5e-01, 1e-06, 1e-06 -15.4878926, 40.4459362, -3.3085591, 2.4871891, 95.0506187, 94.2402094, 41.2239555, 13.2858393, 12.4031853, 5.9669303, 3.2590462, 97.7474239, 37.5828021, 13.2039300, 1.8653867, 7.4288208, -0.5751258, 96.4874005, 10.0469074, 6.5779426, 0.2397507, 45.6266475, 10.7408295, 3.4763846, 98.6094462, 96.6195157, 36.8496763, 25.0843645, 14.1357330, 97.6003000, 94.1768512, 5.5868016, 16.4629763, 6.7098011, -0.6374203, 4.3307516 7.7822527 0.4831556 32865.9924 61722.1550 538.5114725 9043.79937 0.4625445 1.712365 2.517250 0.9407537 3.517444 2.1242050 3.5130386 2.6621056 2.1140354 2.0487621 36.72379 103.160744 1.7977884 38.57512 99.250226 1.8455425 42.52721 1344.828 117.440305 1.8752765 38.20507 99.156798 0.5333502 -450.37334 -293.8851 282.7554 1 11.918571 100.660931 0 380.5441 48.521480 321.5386 1 20.522483 106.669309 285.2030 1 12.077024 100.766214 269.4442 1 8.905822 103.160744 261.4749 1 8.930255 99.250226 269.8452 1 9.633881 100.019504 268.3199 1 10.031576 99.156798 2.6618136 1.5324808 -0.0052146 1.7725156 1.5402109 47.64093 0.0390813 8.2062457 152363.35990 100.0810 285585.191 622.649707 48.93209 17907.8599 0.0560594 36.72379 38.57512 0.2349246 38.70140 NA NA 38.20507 1.1597938 319.4919 1 20.507203 106.670048 253.9130 1 7.715228 97.913886 0.1721032 NA 0.1706485 0.1728001 0.1488702 4.991101 4.292756 0.1673541 2.182351 2.5951235 NA NA NA NA 0.1686214 1.851146 3.5922672 0.0388645 100 36.47264 0.1706170 0.0300073 0.0001599 0.1565020 1 1 1 1 1 1 1 1 1 1 1847.494 -450.3733 -293.8851 1.7725156 3.230123 12.88272 7.410594 11.0702254 -123.95648 97.913886 6.534536 13.38841 36.47264 7.013174 7.571688 7.715228 5.456174 0 1.0000000 5.186918 NA NA NA
1e-06 3223 DTXSID30944145 Mianserin hydrochloride ES211_47_47 8297726 944145 21535-47-7 6.1907527 8.66172 -100.0000000 3.542028 0.0499 4.051285 0.0499 200 9 36 4 0 3 13868132 poly2 1.0000000 41 18.5722581 NA 2 1 100 NA NA 5e+00, 5e-01, 5e-01, 1e+01, 5e-01, 3e+01, 2e+02, 3e+01, 8e+01, 5e-02, 1e+01, 1e-06, 5e-02, 2e+02, 1e-06, 1e-06, 1e-03, 1e-03, 1e+01, 5e-02, 5e+00, 1e+01, 8e+01, 5e-02, 2e+02, 5e+00, 2e+02, 5e+00, 1e-03, 8e+01, 1e-06, 1e-03, 8e+01, 5e-01, 3e+01, 3e+01 -11.6908054, -9.3429205, -8.4013928, -19.5745705, -16.5092966, -45.6474925, -100.0000000, -50.5904683, -100.0000000, 4.0977687, -12.2453167, -13.5241204, -2.5961784, -100.0000000, -12.0864548, -4.8128747, 0.9480083, 2.1918063, -6.4053799, 4.0048016, -20.1085424, -4.8465160, -100.0000000, 8.6617203, -100.0000000, -14.6761569, -100.0000000, -11.1697106, -6.1454252, -100.0000000, 1.4404286, 3.2409193, -96.6163876, -6.4119825, -51.1437035, -61.9415373 -8.7292160 0.4698472 -33463.7986 61240.0454 -589.3378429 10527.45766 0.4549950 1.503045 2.031018 7.5124070 2.031014 2.2096184 3.5656829 2.7162926 2.2107886 1.9272310 31.02435 -104.630785 1.7855472 32.75437 -101.849426 1.9224523 32.81221 5777.255 -106.165248 1.9224377 32.81236 -106.165279 -0.5473610 475.64656 -285.9507 287.4324 1 12.471383 -105.222270 0 384.2281 50.800096 326.9378 1 22.294264 -109.465960 290.4082 1 12.682940 -105.547983 260.6807 1 7.893234 -104.630785 253.5539 1 7.088976 -101.849426 266.1232 1 7.848360 -106.119508 262.1232 1 7.848359 -106.165279 2.7165636 -1.6633865 0.0058170 1.6566368 1.7358641 45.74381 0.0393573 6.5660110 157298.55277 100.0816 287297.639 478.198410 47.63222 14785.6579 0.0478505 31.02435 32.75437 0.1967798 32.79829 NA NA 32.81236 0.4801105 324.8924 1 22.277417 -109.472198 244.3565 1 6.542153 -99.995736 0.1682154 NA 0.1769664 0.1683520 0.1475611 3.270609 3.548811 0.1504578 2.275353 2.4871212 NA NA NA NA 0.1473240 2.807434 4.4166210 0.0413757 100 34.13198 0.1769383 0.0206331 0.0001104 0.1557684 1 1 1 1 1 1 1 1 1 1 5777.876 475.6466 -285.9507 1.6566368 3.038066 11.63908 5.428047 8.8575488 -119.17823 -99.995736 6.143568 12.57626 34.13198 5.193826 5.516062 6.542153 4.003425 0 1.0000000 5.384145 NA NA NA
1e-06 3224 DTXSID30944145 Mianserin hydrochloride ES211_47_47 8297795 944145 21535-47-7 0.4436239 19.76719 -1.3143231 13.153413 200.0000 15.956751 200.0000 200 9 36 4 3 0 13868201 hill 1.0000000 41 1.3308716 NA 3 1 100 NA NA 5e-01, 5e-02, 3e+01, 1e-06, 1e-03, 1e-06, 2e+02, 5e+00, 2e+02, 3e+01, 5e-02, 1e+01, 5e-02, 2e+02, 5e-02, 1e+01, 5e+00, 5e-01, 1e+01, 1e-03, 8e+01, 8e+01, 8e+01, 1e-03, 8e+01, 5e+00, 1e-03, 5e+00, 1e-06, 1e+01, 3e+01, 2e+02, 3e+01, 5e-01, 5e-01, 1e-06 0.006813414, -0.609199397, -0.505039831, 0.244915437, -0.332628721, -0.273450462, 19.767189671, 1.188321694, 0.932960368, -1.314323055, -1.286158688, 0.819873699, -0.221820000, 19.568357190, 0.647447391, 0.791460840, 1.540853454, -0.130958049, 1.513661230, -0.697598072, 7.032897130, 6.915211297, 10.604692816, 0.139388526, 7.921793909, 2.506536351, -0.916897104, 0.263928263, -0.118153037, 0.268349113, 0.710929658, 12.345143781, -0.208443570, -0.332643429, -0.590572969, 0.330223183 0.0301115 1.2206887 26.1242 361.5005 335.2284623 2270.69408 1.1858869 7.999999 8.000000 7.0115398 8.000000 0.0894324 0.6884910 0.0968359 0.0993135 0.3029550 125.48583 19.148101 -0.1405727 88.24644 19.148101 -0.1570515 89.67373 19754.233 19.414749 -0.1570283 89.67304 19.414646 0.0920346 34.15689 495.7562 154.7041 1 3.535385 19.389808 0 205.2324 5.822487 156.0035 1 3.538349 19.303024 156.8602 1 3.527276 19.333485 166.6029 1 2.960742 19.148101 141.0408 1 3.373407 19.148101 144.8989 0 3.420543 19.414749 140.8989 1 3.420518 19.414646 0.1973946 0.0688986 0.0001390 0.0939228 0.0019393 113.35047 0.0126184 0.7667072 17.80379 113.6584 192.926 NA 112.79334 NA NA 125.48583 88.24644 10.5751807 89.67373 NA NA 89.67304 3.7270701 157.1864 1 3.408817 18.406914 155.7676 1 3.541577 19.338780 0.1899564 NA 0.1948801 NA 0.1983936 45.242970 4.918423 0.1840342 4.799636 0.6754757 NA NA NA NA 0.1857619 2.603574 0.5627313 0.0051397 100 114.08761 0.1909154 0.0132514 0.0000720 0.1939916 1 1 1 1 1 1 1 1 1 1 19754.233 NA NA -0.1570283 62.060849 64.71691 62.581772 1.0342880 -66.44947 19.414646 68.136779 75.40574 89.67304 54.295778 63.110779 3.420518 60.174397 0 1.0000000 14.587919 8.000000 89.67304 19.414646 Noisy data 10
# By aeid
aeid_data <- get_bioactivity_details(AEID = 704)
concMin aeid dtxsid chnm spid m4id chid casn bmad respMax respMin maxMean maxMeanConc maxMed maxMedConc concMax nconc npts nrep nmedGtblPos nmedGtblNeg m5id modl hitc fitc coff actp modelType chidRep stkc stkcUnit testedConcUnit conc resp pow_a pow_p exp2_a exp2_b exp3_a exp3_b exp3_p exp5_p gnls_p gnls_q hill_p pow_er cnst_er exp2_er exp3_er exp4_er exp4_ga exp4_tp exp5_er exp5_ga exp5_tp gnls_er gnls_ga gnls_la gnls_tp hill_er hill_ga hill_tp poly1_a poly2_a poly2_b pow_aic pow_cov pow_rme pow_top all_bmed cnst_aic cnst_rme exp2_aic exp2_cov exp2_rme exp2_top exp3_aic exp3_cov exp3_rme exp3_top exp4_aic exp4_cov exp4_rme exp4_top exp5_aic exp5_cov exp5_rme exp5_top gnls_aic gnls_cov gnls_rme gnls_top hill_aic hill_cov hill_rme hill_top poly1_er poly2_b1 poly2_b2 poly2_er pow_a_sd pow_ac50 pow_p_sd all_onesd exp2_a_sd exp2_ac50 exp2_b_sd exp3_a_sd exp3_ac50 exp3_b_sd exp3_p_sd exp4_ac50 exp5_ac50 exp5_p_sd gnls_ac50 gnls_p_sd gnls_q_sd hill_ac50 hill_p_sd poly1_aic poly1_cov poly1_rme poly1_top poly2_aic poly2_cov poly2_rme poly2_top pow_er_sd errfun_dt4 exp2_er_sd exp3_er_sd exp4_er_sd exp4_ga_sd exp4_tp_sd exp5_er_sd exp5_ga_sd exp5_tp_sd gnls_er_sd gnls_ga_sd gnls_la_sd gnls_tp_sd hill_er_sd hill_ga_sd hill_tp_sd poly1_a_sd poly1_ac50 poly2_ac50 poly1_er_sd poly2_b1_sd poly2_b2_sd poly2_er_sd pow_success cnst_success exp2_success exp3_success exp4_success exp5_success gnls_success hill_success poly1_success poly2_success gnls_ac50_loss a b er bmr mll top ac50 rmse caikwt hitcall top_over_cutoff ac5 bmd ac10 ac20 bmdl ac1sd ga tp bmdu p q la acc ac50_loss flag mc6MthdId
0.0229 704 DTXSID5020605 2-Ethyl-1-hexanol TP0000267A05 12896152 20605 104-76-7 3.763468 27.524983 -8.917579 27.524983 0.2060 27.524983 0.2060 50.00 8 8 1 1 0 16387614 poly2 0.0000000 13 22.58081 NA 4 1 20 mM uM 6.00, 0.07, 2.00, 0.20, 0.60, 50.00, 20.00, 0.02 -3.560451, -1.270839, -5.234355, 27.524983, -2.303465, 2.654003, -8.917579, 1.270839 -1.2791544 0.3000011 0.0002331 5.356628 9.6036921 61.06798 7.0559810 7.999329 1.304960 7.9234107 7.999572 1.649406 1.748667 1.722401 1.708850 1.4688693 0.5765208 -4.057307 1.4537636 0.6046391 -4.130009 1.0125532 0.9654299 30.52957 -6.876078 1.7098598 66.5165170 28.670196 0.0029152 39.80774 -47.02618 62.81436 1 10.629717 -4.136336 0 59.54310 10.564108 63.27689 1 10.522909 2.638402 65.27396 1 10.522461 2.652851 61.56408 1 10.498661 -4.057307 63.21877 1 10.194183 -4.130009 63.94237 1 10.160686 -6.666254 65.27370 1 10.522400 28.670196 1.747597 -0.8465016 0.0180006 0.8895469 3.882894 4.960670 0.6741160 6.885946 8.745100e-03 46.28754 21.5955 NA 45.702650 NA NA 0.5765208 0.6046391 98.087152 0.9213050 4.625212 7.9973189 66.5165170 NA 61.54240 1 10.565681 0.1457582 57.12903 1 9.923742 -9.116377 0.5142357 NA 0.3910519 NA 0.4276180 1.0064120 2.682081 0.4241506 0.2517765 2.444329 0.5964539 3.0441059 16.29738 8.800541 NA NA NA 0.1091381 25 6.202926 0.3827742 0.1762427 0.0037121 0.4481436 1 1 1 1 1 1 1 1 1 1 30.68327 39.8077371 -47.02618 0.8895469 9.289142 -25.56451 -9.116377 6.2029255 9.923742 0.2302258 0.0000000 0.4037223 NA NA NA NA NA NA NA NA NA NA NA NA NA NA Model directionality questionable , Average number of replicates per conc < 2 , No median responses above baseline (3*bmad) 5, 13, 20
0.0100 704 NA NA DMSO 12896138 NA NA 3.763468 64.017762 -29.154645 2.786976 0.0100 1.854994 0.0100 0.01 1 60 60 0 0 16387600 none 0.0000000 2 22.58081 NA 4 NA NA NA NA 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01 0.0000000, 1.8116084, -20.5789506, 0.0000000, -1.8229508, 15.2646723, 23.5924056, -10.9196400, -13.0454415, 13.0083870, 10.9814185, 11.1542619, -8.4168009, 7.3667222, -3.9578868, -29.1546447, 5.4255267, 0.0000000, 0.0000000, 16.6753587, 21.2979442, -17.3101297, -7.3023968, 4.5470700, -6.7279845, 6.0174770, 3.6295922, 2.1637599, 13.8027243, 2.6832748, 3.3615951, -11.7715967, 0.0000000, 1.1225186, 18.6317365, 10.7697054, -7.6463393, 4.0330694, 0.2717466, 3.3130698, -5.3958264, 14.4130345, 0.3085213, 0.8512450, 64.0177623, 11.5740279, 8.1472824, 12.3765173, -8.6821428, 1.8983802, -4.9798383, -9.4536229, -4.1753756, 6.3661633, 23.7267404, -8.2219418, -15.4235422, 8.5404440, 9.0598396, 0.0000000 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA 6.885946 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA 9.289142 NA NA NA NA NA 0.0000000 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
0.0229 704 DTXSID2032392 Fenoxaprop-ethyl LEGTV002F07 12896145 32392 66441-23-4 3.763468 15.519376 -11.822020 15.519376 5.5600 15.519376 5.5600 50.00 8 8 1 1 1 16387607 poly1 -0.0001549 13 22.58081 NA 4 1 20 mM uM 50.00, 6.00, 20.00, 0.20, 0.02, 2.00, 0.07, 0.60 0.3023092, 15.5193758, 2.1405891, -8.7844128, -11.8220200, -1.5536962, 3.1801084, 2.3157498 0.5628938 0.3511810 26.7230820 968.428984 0.9998901 59.02324 7.9525663 7.999934 7.990729 8.0000000 7.999999 1.791245 1.801580 1.798447 1.802108 1.7872559 1.5602553 3.116550 1.7715457 3.9739456 4.422343 1.7944283 2.9418769 4999.99990 5.219988 1.7726790 2.9522360 4.380517 0.0290407 -20.28061 -50.29060 61.31217 1 7.562811 2.223681 0 57.57800 7.748712 61.50113 1 7.706724 1.415951 63.57489 1 7.747974 0.306394 60.83358 1 7.200011 3.116550 62.32529 1 6.893528 4.422343 66.38593 0 6.852238 5.219988 62.34783 1 6.905423 4.380517 1.797042 0.4032685 -0.0080188 1.7747094 1.656273 6.946672 0.6781119 6.885946 5.911285e+02 25.32265 20608.7600 NA 46.199708 NA NA 1.5602553 3.9739456 49.543101 2.9418769 NA NA 2.9522360 16.980898 59.49883 1 7.705027 1.4520336 60.87954 1 7.301645 4.498231 0.3430906 NA 0.3432597 NA 0.3353354 2.9454745 3.799510 0.3277116 9.8554070 4.234238 NA NA NA NA 0.3281395 3.4587795 4.249358 0.1039978 25 6.388845 0.3431724 0.5105853 0.0106419 0.3410241 1 1 1 1 1 1 1 1 1 1 4999.99990 0.0290407 NA 1.7970424 9.289142 -27.74942 1.452034 25.0000000 7.705027 0.7232052 -0.0001549 0.0643039 2.5000000 319.8666195 5.0000000 10.0000000 40.6570459 237.1138766 NA NA NA NA NA NA NA NA Bmd > ac50, indication of high baseline variability, Average number of replicates per conc < 2 9, 13
0.0229 704 DTXSID5023900 Benomyl LEGTV001B10 12896139 23900 17804-35-2 3.763468 1.210261 -25.594450 1.210261 0.0229 1.210261 0.0229 50.00 8 8 1 0 4 16387601 exp4 0.0001242 13 22.58081 NA 4 1 20 mM uM 20.00, 6.00, 50.00, 2.00, 0.02, 0.20, 0.60, 0.07 -13.083354, -25.594450, -13.918360, -13.917173, 1.210261, -3.627935, -2.902348, -1.210261 -5.3318875 0.3000009 -2591.8221381 7664.225887 -11.3026088 60.62722 0.3000001 2.197818 2.339263 0.7131542 4.398936 1.400539 2.320092 1.940055 1.549707 0.8720039 0.7616801 -14.743824 0.6659208 0.9474928 -14.280049 0.8244248 1.5347288 48.53238 -27.055915 0.6805268 0.8365927 -14.213127 -0.3393560 83.13149 -63.07663 57.20636 1 6.697046 -17.241442 0 65.41422 12.440727 64.84557 1 10.162929 -16.963845 61.12997 1 7.516481 -17.742697 49.08965 1 4.217062 -14.743824 49.77649 1 4.236452 -14.280049 51.57488 1 2.797547 -21.261360 50.08098 1 4.284694 -14.213127 1.939851 -1.3179444 0.0208943 1.6178668 2.143720 4.960664 0.1114230 6.885946 3.300923e+04 25.04077 97204.2889 NA 9.828644 NA NA 0.7616801 0.9474928 1.201189 1.3448481 NA NA 0.8365927 5.032964 62.83935 1 10.159730 -16.9678009 60.63671 1 8.056310 -16.182450 0.3982005 NA 0.3642916 NA 0.3946325 0.3070036 1.742797 0.4429765 0.2206612 1.393944 NA NA NA NA 0.4493418 0.3015424 1.442479 0.1310270 25 6.892414 0.3642851 0.5040592 0.0104205 0.4156867 1 1 1 1 1 1 1 1 1 1 89.31152 NA NA 0.8720039 9.289142 -21.54482 -14.743824 0.7616801 4.217062 0.0002851 0.0001242 0.6529361 0.0563648 1.0926634 0.1157777 0.2452062 0.5872137 0.6915287 0.7616801 -14.743824 2.126652 NA NA NA NA NA Inactive with multiple concs above baseline (3*bmad), Bmd > ac50, indication of high baseline variability , Average number of replicates per conc < 2 8, 9, 13
0.0229 704 DTXSID3022162 Bromoxynil LEGTV001C03 12896140 22162 1689-84-5 3.763468 16.748849 -17.244327 16.748849 16.7000 16.748849 16.7000 50.00 8 8 1 1 1 16387602 poly2 0.0000000 13 22.58081 NA 4 1 20 mM uM 0.60, 20.00, 0.02, 2.00, 0.20, 50.00, 6.00, 0.07 3.323617, 16.748849, -9.072861, 3.891628, -17.244327, -8.524600, 10.455090, 10.227273 1.7585051 0.3000018 -0.0002383 4.767992 -20.5069548 57.42108 7.6584155 7.999777 1.825421 6.8829184 7.987015 2.298678 2.323735 2.251240 2.252111 2.3056390 158.0970903 -17.510933 2.2522593 51.6429705 -20.571709 2.0258281 1.0407402 32.91109 11.714791 2.2521411 52.2866289 -20.693176 -0.0776960 -76.92825 -45.38000 68.10277 1 10.859000 5.686404 0 64.42755 11.028223 67.57333 1 10.609982 -8.537473 69.57162 1 10.608719 -8.492493 68.31785 1 11.062280 -17.510933 69.57163 1 10.608734 -20.571709 70.42481 1 8.926517 11.581923 69.57178 1 10.608847 -20.693176 2.302268 1.6952014 -0.0373557 1.7564991 5.568337 4.960697 0.5996552 6.885946 NA 46.69521 NA NA 46.169137 NA NA 158.0970903 51.6429705 NA 1.0278868 NA NA 52.2866289 NA 66.28536 1 11.052065 -3.8848005 61.46058 1 7.959721 17.891735 0.3169535 NA NA NA 0.3051344 923.1398506 116.005453 NA NA NA NA NA NA NA NA NA NA 0.1934196 25 6.096083 0.3050111 0.4271622 0.0089905 0.3586747 1 1 1 1 1 1 1 1 1 1 33.00250 -76.9282476 -45.38000 1.7564991 9.289142 -27.73029 17.891735 6.0960827 7.959721 0.1849017 0.0000000 0.7923426 0.5340008 6.3753210 1.0811940 2.2194139 5.8550357 4.5102993 NA NA 7.131875 NA NA NA NA NA Bmd > ac50, indication of high baseline variability, Average number of replicates per conc < 2 9, 13
0.0229 704 DTXSID0020440 Dichlorprop LEGTV001C05 12896141 20440 120-36-5 3.763468 8.612174 -12.401136 8.612174 1.8500 8.612174 1.8500 50.00 8 8 1 0 1 16387603 exp5 0.0000000 13 22.58081 NA 4 1 20 mM uM 0.20, 50.00, 2.00, 20.00, 0.07, 6.00, 0.02, 0.60 -10.3647728, -8.9057852, 8.6121736, -6.0365291, -0.6942501, -10.6184760, 0.6942501, -12.4011361 -3.1978004 0.3000004 -682.5968955 3330.150149 -6.8598755 66.12016 0.3000015 7.699569 4.135098 0.3000004 7.999999 1.712727 2.064484 1.863820 1.750584 1.3029942 0.0932256 -8.985905 0.9338037 0.0913624 -9.445144 0.5317575 0.1395014 70.31696 -14.636940 0.9346060 0.0937449 -9.448241 -0.2063752 43.55212 -69.25347 59.56981 1 6.646972 -10.340534 0 60.19667 8.402789 61.64322 1 7.396388 -10.326066 62.05529 1 6.776796 -10.346357 56.10965 1 6.681995 -8.985905 55.55751 1 6.608884 -9.445144 57.63120 1 7.016048 -11.922904 55.56362 1 6.610186 -9.448241 1.863654 -0.6288799 0.0090808 1.8056124 NA 4.960642 NA 6.885946 9.844605e+03 25.09384 47587.4754 NA 9.683748 NA NA 0.0932256 0.0913624 202.982811 0.1354684 2.458402 0.4230392 0.0937449 16.699689 59.63832 1 7.394619 -10.3187607 60.87161 1 7.102910 -8.741888 NA NA 0.3179071 NA 0.3705829 0.0634628 1.911993 0.4314970 0.6919766 1.300037 0.5204350 0.0471269 333.41322 10.134163 0.4316512 0.0665837 1.303961 0.1117206 25 7.837297 0.3179309 0.4933255 0.0103246 0.3234664 1 1 1 1 1 1 1 1 1 1 245.58338 NA NA 0.9338037 9.289142 -23.77876 -9.445144 0.0913624 6.608884 0.0895146 0.0000000 0.4182820 0.0651489 0.1150997 0.0715334 0.0788563 0.0872174 0.0991952 0.0913624 -9.445144 0.240157 7.699569 NA NA NA NA Bmd > ac50, indication of high baseline variability, Average number of replicates per conc < 2 9, 13

Similar to the other _batch functions, get_bioactivity_details_batch() retrieves data for a list (or vector) of assay endpoint ids (aeid), sample ids (spid), Level 4 IDs (m4id), or chemical DTXSIDs.

aeid_data_batch <- get_bioactivity_details_batch(AEID = c(759,700,891))

Conclusion

In this vignette, a variety of functions that access different types of data found in the Bioactivity endpoints of the CTX APIs were listed. Users are encouraged to explore the data accessible through these endpoints to get a better understanding of what data is available. Additionally, experienced ToxCast users may find it easier to use the tcpl R package, since it has been integrated ctxR’s bioactivity functions and will retrieve API data in a more familiar, ‘invitrodb’-like format.