Document ba1qLkBMdRM7X0kprz1r3ynJ1
Toxicological activity profiling and potency ranking of per- and polyfluoroalkyl substances (PFAS) using ToxProfiler
Bas ter Braak, Liesanne Loonstra-Wolters, Kim Elbertse, Giel Hendriks, Amer Jamalpoor Toxys, Leiden BioScience Park, The Netherlands
Fraction PI positive cells GFP level
normalized GFP-readout
Introduction
Per- and polyfluoroalkyl substances (PFAS), also known as "the forever compounds", have the tendency to accumulate in organisms and their environment. Despite extensive in vitro and in vivo testing of PFAS, there is a remaining concern about the human safety of these chemicals.
ToxProfiler is a unique human-based reporter assay that provides an extensive quantitative toxicological profile of novel chemicals and drugs. The assay contains seven fluorescent reporter genes to visualise the major cellular stress response pathways responsible for cellular/organ toxicity.
In this study, we have applied ToxProfiler to gain insight into:
1. Biological activity of 13 often used PFAS.
2. Potency ranking and identification of the primary toxicological mode-of-action of PFAS.
3. Relationship between in vitro toxicity and structure-activity relationship (carbon chain length) of PFAS.
ToxProfiler: Experimental design
Oxidative stress Cell cycle stress
SRXN1
p21
ER stress CHOP
Autophagy LC3
Ion stress MT1X
Protein stress HSPA1B
Inflammation ICAM1
CDDO-me
Cisplatin
Tunicamycin Amiodarone
CadCl2
CadCl2
TNF
1. Concentration range finding Goal: Determine appriopriate concentration range Endpoint: Propidium iodide (cytotoxicity)
2. ToxProfiler reporter assay Goal: Visualize ToxProfiler reporter inductions Endpoint: Live cell confocal imaging
3. Image analysis and data processing
Goal: Quantify GFP responses on single cell level
Output: Concentration response plots/heatmaps/ clusterings/potency ranking.
Compounds
1 2 3 4 5 6 7 8 9 10 C
1 2 3 4 5 6 7 8 9 10 11 12 13 14
Seed cells (384-well) and test 14 conc.
Concentration
Compounds
1 2 3 4 5 6 7 8 + -1 2
3 1
4 2
5 3
6 4
7 5
1 6
2 7
3 1
4 2
5 3
6 4
7 5
6
7
p21-GFP
LC3-GFP SRXN1-GFP
MT1X-GFP CHOP-GFP
MT1X-GFP ICAM1-GFP
Seed reporter lines (7x) and test 7 conc. Addition of S9 (metabolism) is optional.
Raw confocal image
Nuclei
Cytoplasm
Automated image segmentation and quantification.
0.1
POD:
140 uM
Determine cytotoxcity and select 7 conc.
1.0
0.5
Measure GFP reporter activity at 24 hrs.
2x SD
0.0 10
100 Concentration (uM)
1000
Concentration modeling, visualisation of data, clustering and ranking.
0.0
0
0.1
1
10
100
Concentration (M)
1000
Cellular stress induction by PFAS
Oxidative stress
SRXN1
Cell cycle stress
p21
ER stress
CHOP
Autophagy
LC3
PFOA 464 M
GenX 2154 M
PFBS 2154 M
Representative ToxProfiler confocal images of three example PFAS. Pictures were generated using the automated Operetta CLS microscope setup at 24 hours after the exposure. PFOA, GenX and PFOS were chosen because these compounds are often used as model PFAS.
Quantification of stress response activation by PFAS
Autophagy (LC3-GFP) Ion stress (MT1X-GFP)
ER stress (CHOP-GFP) Cell cycle stress (p21-GFP)
Inflammation (ICAM1-GFP) Protein stress (HSPA1B-GFP)
Cell death (Propidium Iodide) Oxidative stress (SRXN1-GFP)
3
PFOA
2
3
GenX
2
3
PFBS
2
1.0
1.0
1.0
0.5
0.5
0.5
0.0 10
-0.5
100
1000
Concentration (M)
0.0 10
-0.5
100
1000
Concentration (M)
0.0 10
-0.5
100
1000
Concentration (M)
Example of ToxProfiler concentration response curves. Concentration response plotting allows to compare amplitide of the reporter activations (shift along y-axis) as well as the potency (shift along x-axis.)
Point of departures and potency ranking of PFAS
Compound name
CAS #
FTOH_8:2 PFDA PFOA_1 PFOA_2 PFBS 6:2 FtS PFHpA GenX FTOH_6:2 PFOS PFHxA PFPeA HFBA
678-39-7 335-76-2 335-67-1 3825-26-1 375-73-5 2706-90-3 375-85-9 27619-97-2 647-42-7 1763-23-1 307-24-4 13252-13-6 375-22-4
Carbon Length
Hepatotox RPF (Bil, Concentration
2021)
range ToxProfiler
Oxidative stress (SRXN1)
Cell cycle ER stress Autophagy stress (CHOP) (LC3) (p21)
Ion stress (MT1X)
Protein stress (HSPA1B)
Inflammation (ICAM1)
Cytotoxicity (PI)
ToxProfiler rank
C10
0,04
1 - 100 M
68
C10
4 < RPF < 10
5 - 464 M
3000
150
93
C8
1
10 - 1000 M
120
300
215
215
C8
1
10 - 1000 M
150
300
300
215
C4
0,001
100 - 10000 M
900
1500
150
C5
0.01 < RPF <0.05 10 - 1000 M
560
650
830
170
C7
0.01 < RPF < 1
46 - 4642 M
418
511
232
C8
ND
46 - 4641 M
557
603
278
696
C8
0,02
5 - 464 M
330
C8
2
10 - 1000 M
600
C6
0,01
50 - 5000 M
750
700
C6
ND
100 - 10000 M 1300
900
1200
C4
0,05
100 - 10000 M
6800
2154
215
150
720
300
710
580
790
1500
1
150
2
660
3
500
4
1500
5
740
6
464
7
1000
8
9
750
10
1077
11
1600
12
7400
13
Heatmap clustering of PFAS toxicity finger prints
Dendrogram
Compound
PFHxA
PFPeA
HFBA
PFOS
6:2 FtS
FTOH_6:2
FTOH_8:2
PFDA
PFOA_1
PFOA_2
PFHpA
GenX
PFBS
SRXN1 Concentration level
765432 1
p21
CHOP
Stress type Oxidative Stress Cell Cycle Stress
LC3
ER Stress Autophagy
Stress type
MT1X
HSPA1B
ICAM1 Reporter
PI
Ion Stress Protein Stress
Inflammation Cytotoxicity
Effect level 1 0.8 0.6 0.4 0.2 0
Heatmap with hierarchical clustering of ToxProfiler reporter activation profiles of PFAS. The intensity of the red color of the heatmap is representative for the GFP reporter induction. The dendrogram on the left represents similarity scoring of the different chemicals. Note that PFAS are screened in a equitox level and not necessary on an equimolar fashion.
Conclusions
ToxProfiler is a novel reporter assay that can be applied in early mechanistic toxicity testing which can unravel the toxicological MoA and help with the risk assessment of chemicals (e.g. PFAS).
In general, ToxProfiler data suggests that PFAS with longer carbon chains (FTOH 8:2 and PFDA) are more potent than PFAS with shorter carbon lenghts (HFBA). This is concordant with the Calculated Relative Potency Factors (RPF) of PFAS regarding their hepatotoxicity.
Majority of the tested PFAS strongly activated ER stress. Autophagy, oxidative stress and cell cycle stress were also induced by most of the tested PFAS. Activation of these ToxProfiler readouts is correlated with Drug Induced Livery Injury (DILI).
PFAS with shorter carbon lengh (C4; PFBS and HFBA) strongly induced autophagy.
GenX technology was developed to replace PFOA. A GenX derived compound was indeed found to less potently induce stress signalling. Nevertheless, the tested GenX derived compound is a strong ER stress inducer at high concentrations (>250 M).
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