Table 3.
Chemical structure descriptors that were significantly negatively correlated with iPSC-derived cardiomyocyte bioactivity phenotypes after exposure to PFAS
| Descriptor IDa | Phenotype(s) | N of Donorsb | N of Subst.c | Descriptor Meaning |
|---|---|---|---|---|
| Atoms | ||||
| SGR10004 | [-] Chronotrope | 11 | 56 | Fluorine (≥ 5 fluorine atoms present) |
| Asystole | 4 | |||
| SGR10013 | [-] Chronotrope | 7 | 56 | Any carbon |
| Asystole | 5 | |||
| SGR10022 | [-] Chronotrope | 8 | 56 | sp3 Carbon |
| Asystole | 5 | |||
| SGR10029 | [-] Chronotrope | 10 | 56 | Any non-carbon |
| Asystole | 4 | |||
| Cytotoxicity | 2 | |||
| SGR10043 | [-] Chronotrope | 12 | 56 | Tetrasubstituted sp3 carbon |
| Asystole | 4 | |||
| Cytotoxicity | 1 | |||
| SGR10068d | [+] Chronotrope | 1 | 9 | Oxygen with two heavy atom substitutions |
| SGR10032d | [+] Chronotrope | 2 | 3 | Methyl-group |
| Atom Pairs | ||||
| SGR10521 | [-] Chronotrope | 11 | 54 | Two halogens, 3 bonds away (≥ 4 occurrences) |
| Asystole | 3 | |||
| SGR10553 | [-] Chronotrope | 12 | 53 | Two halogens, 4 bonds away (≥ 4 occurrences) |
| Asystole | 3 | |||
| SGR10583 | [-] Chronotrope | 10 | 44 | Two halogens, 5 bonds away (≥ 4 occurrences) |
| Asystole | 4 | |||
| Cytotoxicity | 2 | |||
| SGR10786d | [+] Chronotrope | 5 | 8 | OH-mediated intramolecular hydrogen-bonds |
| SGR10112d | [+] Chronotrope | 4 | 7 | Two oxygens, 3 bonds away |
| SGR10199d | [+] Chronotrope | 2 | 3 | Two oxygens, 5 bonds away |
| Bioavailability | ||||
| [-] Chronotrope | 13 | 56 | F-C-F group (≥ 3 occurrences) | |
| Asystole | 4 | |||
| SGR10805 | [-] Chronotrope | 6 | 51 | X-C-X moiety (X = O, N, or F) |
| Asystole | 3 | |||
| [+] Chronotrope | 1 | 17 | Primary alkyl bonded to O, N,S, or P atoms | |
| [+] Chronotrope | 1 | 12 | Primary alcohol | |
| SGR10169d | [+] Chronotrope | 1 | 8 | Dialkyl ether |
| SGR10795d | Cytotoxicity | 1 | 4 | Primary carbon bonded to 2 fluorines |
| Asystole | 1 | |||
| SGR10290d | [+] Chronotrope | 5 | 3 | Ethylene glycols and their mono-ethers |
|
SGR10736 d |
[+] Chronotrope | 2 | 3 | Secondary alcohol |
| SGR10354d | [+] Chronotrope | 5 | 2 | Isopropanol moiety |
| SGR10668d | [+] Chronotrope | 3 | 2 | Methoxy or methylamino group |
| Functional Groups | ||||
| [-] Chronotrope | 11 | 56 | Fluorine bonded to aliphatic carbon (≥ 5 occurrences) | |
| Asystole | 4 | |||
| SGR10308 | [-] Chronotrope | 10 | 56 | Potential hydrogen-bond acceptors (≥ 6 occurrences) |
| Asystole | 4 | |||
| Cytotoxicity | 2 | |||
| SGR10829 | [+] Chronotrope | 1 | 55 | Potential hydrogen-bond donors |
| SGR10428 | [-] Chronotrope | 11 | 54 | 1,2-Dihalogenated ethyl (≥ 4 occurrences) |
| Asystole | 3 | |||
| SGR10092 | [-] Chronotrope | 10 | 53 | 1,1,2,2-Tetrafluorinated ethyl |
| Asystole | 3 | |||
| SGR10797 | [-] Chronotrope | 6 | 50 | -CF2- or -O-CF- moiety |
| Asystole | 3 | |||
| SGR10057 | [-] Chronotrope | 9 | 47 | 1,2,3-Trifluorinated propyl (≥ 6 occurrences) |
| Asystole | 3 | |||
| SGR10072, SGR10761d | [+] Chronotrope | 1 | 14 | Hydroxyl attached to sp3 carbon |
| SGR10203d | [+] Chronotrope | 1 | 8 | Ether |
| SGR10153d | [+] Chronotrope | 1 | 7 | Sulfur bonded to 3 heavy atoms |
| SGR10109d | [+] Chronotrope | 2 | 3 | CH-OH moiety |
| SGR10343d | [-] Chronotrope | 1 | 3 | Any primary amine |
| SGR10289d | [+] Chronotrope | 5 | 2 | Ethylene glycol diol |
| SGR10587, SGR10099, SGR10703d | [+] Chronotrope | 3 | 2 | Sulfonamide |
| Asystole | 2 | |||
| Topology | ||||
| SGR10704d | Cytotoxicity | 11 | 2 | Polyether motifs as in PEGs |
| [+] Chronotrope | 2 | |||
| SGR10749d | [+] Chronotrope | 5 | 2 | 1,2-disubstituted ethanol |
a Saagar descriptors that were significantly correlated with iPSC-derived cardiomyocyte phenotypes can be found in Table S18. Correlation coefficients and corresponding q-values for the donors and phenotypes with significant (q < 0.1) associations can be found in Table S19
b Number of donors with significant (q < 0.1) associations from a total of 16 tested
c Number of PFAS with significant (q < 0.1) associations from a total of 56 tested
d Saagar descriptors with corresponding structural features for each PFAS, highlighting the region that describes the particular Saagar descriptor can be found in Fig. S7