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Effects of HO-/MeO-PBDEs on Androgen Receptor: In Vitro Investigation and Helix 12-Involved MD Simulation Xiaoxiang Wang, Huaiyu Yang, Xinxin Hu, Xiaowei Zhang, Qiansen Zhang, Hualiang Jiang, Wei Shi, and hongxia yu Environ. Sci. Technol., Just Accepted Manuscript • DOI: 10.1021/es4029364 • Publication Date (Web): 18 Sep 2013 Downloaded from http://pubs.acs.org on September 23, 2013
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Effects of HO-/MeO-PBDEs on Androgen Receptor:
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In Vitro Investigation and Helix 12-Involved MD Simulation
3 4
‡ † † ‡ Xiaoxiang Wang †, Huaiyu Yang , Xinxin Hu , Xiaowei Zhang , Qiansen Zhang ,
5
Hualiang Jiang ‡,
Wei Shi
†,*
and Hongxia Yu
†,*
6 7 8 9 10
†
State Key Laboratory of Pollution Control and Resources Reuse, School of the
Environment, Nanjing University, Nanjing 210023, PR China, ‡
Drug Discovery and Design Center, State Key Laboratory of Drug Research,
11
Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi
12
Road, Shanghai 201203, PR China.
13 14 15 16 17 18 19 20 21 22
Submitted to: Environmental Science and Technology
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ABSTRACT
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Hydroxylated and methoxylated polybrominated diphenyl ethers (HO-/MeO-PBDEs) have
25
received increasing attention for their potential endocrine disrupting activities and widely
26
environmental distribution. However, little information is available for the anti-androgenic
27
activities, and the molecular mechanism of interactions with androgen receptor (AR) was not fully
28
understood. In the present study, cell line assay and computational simulation were integrated to
29
explore the molecular mechanism of interactions between chemicals and AR systematically. The
30
metabolites with similar molecular structures exhibited different anti-androgenic activities while
31
none of them showed androgenic activities. According to the multi-system molecular dynamics
32
simulation minute differences in the structure of ligands induced dramatic different
33
conformational transition of AR-ligand binding domain (LBD). The Helix12 (H12) component of
34
active ligands occupied AR-LBD could become stable, but this component continued to fluctuate
35
in inactive ligands occupied AR-LBD. Settling time and reposition of H12 obtained in dynamics
36
process are important factors governing anti-androgenic activities. The related settling times were
37
characteristic for anti-androgenic potencies of the tested chemicals. Overall, in our study, the
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stable reposition of H12 is characterized as a computational mark for identifying AR antagonists
39
from PBDE metabolites, or even other various environmental pollutants.
40 41 42 43 44
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INTRODUCTION
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As brominated flame retardants, polybrominated diphenyl ethers (PBDEs) are used as additives in
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a variety of household and industrial products. Due to their persistence and potential for
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bio-accumulating1, PBDEs have received substantial attention from the perspective of
49
environment2-4. Some studies suggest that the toxicity of PBDEs might be due in part to their
50
metabolites5, 6. Most recently, their environmental metabolites, i.e., hydroxylated PBDEs
51
(HO-PBDEs) and methoxylated PBDEs (MeO-PBDEs), have been widely observed in human
52
blood
53
wildlife
54
chemicals (EDCs)
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thyroid receptor (TR), estrogen receptor (ER) and aryl hydrocarbon receptor (AhR) 13-15.
6, 7
, paired maternal and cord sera 8, and breast milk 9, as well as in marine and terrestrial
10, 11
. Some of these PBDE metabolites are classified as potential endocrine disrupting 12
due to the reported potential endocrine disrupting activities mediated by the
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Kojima et al. have reported some HO-PBDEs and MeO-PBDEs could inhibit the androgen
57
receptor (AR) activity 16. Additional studies have detected the potential anti-androgenic activity of
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HO-PBDEs and MeO-PBDEs using reporter gene assays, and the metabolites may possess higher
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activity than the precursors
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indicated that their activities vary widely. However, limited information is available for the
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mechanisms to explain this phenomenon. Neither the mark for screening active chemicals from
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numerous analogs nor the factors that determine potency have been explicated exhaustively. In
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addition, detecting AR-related activity of the structural diverse metabolites in vivo and in vitro is
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time-consuming and difficult to achieve. Therefore, it is important to understand the mechanism of
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the ligand-AR interaction and to develop methods for predicting the anti-/androgenic activity of
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HO-PBDEs and MeO-PBDEs. Interests in developing computational methods to investigate the
17, 18
. The structures of these chemicals are similar, but the results
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mechanism of ligands binding AR and predict the anti-/androgenic activity are increasing greatly
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19
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using of them have been performed to provide insights into the ligand-receptor interaction and to
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predict biological activity20-22. However, QSAR models rely on large amounts of training data,
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existing data for AR activities of HO-PBDEs and MeO-PBDEs is far less enough. Meanwhile, the
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inflexibility of the backbone or even all atoms of the receptor in molecular docking makes the
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ligand-receptor binding extremely uncertain.
. Quantitative structure-activity relationship (QSAR), molecular docking and combinational
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Previous studies have revealed that the reposition of Helix12 (H12) in ligand binding domain
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(LBD) of nuclear receptors (NRs) plays a key role in the function of NRs in pharmacology23-25.
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Considering that the AR is a member of NR superfamily, exploring the effect of H12 repositioning
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on the anti-/androgenic activity of HO-PBDEs and MeO-PBDEs could enhance the understanding
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of binding and activating mechanism. Molecular dynamics (MD) simulation has been applied to
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explore the dynamic reposition of H12 and validate the significance previously 26-28. This method
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gives a view of the motion, which could avoid the disadvantages of QSAR and molecular docking.
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In this study, a cell-based assay was performed to detect the anti-androgenic activity of
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HO-/MeO-PBDEs. An unrestrained all-atom MD simulation and other computational methods
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were combined to provide insights into how the metabolites of PBDEs bind to and activate the AR
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from the conformational transitional perspective. The mark for screening active chemicals and the
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decisive factor in determining potency were both characterized. Based on these results, a
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computational server for predicting the AR binding and biological properties of HO-PBDEs and
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MeO-PBDEs was built for public service. The methodology of this research might be beneficial
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for discovering marks for screening anti-/androgenic chemicals from other classes of chemicals
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and the environmental EDCs mediated by other receptors.
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MATERIALS AND METHODS Chemicals. The chemical names and structures of the tested HO-PBDEs and MeO-PBDEs
92 93
are shown in Table 1 and Figure S1 (Supporting Information), respectively. These chemicals (>98%
94
pure) were synthesized in the Department of Biology and Chemistry of City University of Hong
95
Kong. The methods of synthesis and identification have been described previously29. The
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5α-dihydrotestosterone (DHT; >99.5% pure) and flutamide (>99% pure) were purchased from Dr.
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Ehrenstorfer-Schäfers’s laboratory (Augsburg, Germany) and Sigma (St. Louis, MO, USA),
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respectively. Stock solutions of chemicals were prepared in dimethyl sulfoxide (DMSO; Tedia Co.
99
Ltd, Fairfield, OH, USA) and stored at –20 °C.
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MDA-kb2 Cell Culture and Reporter Gene Assay. MDA-kb2 cells (catalog number
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CRL-2713; American Tissue Culture Collection, Manassas, VA, USA) are stably transfected with
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a luciferase reporter gene, which is driven by an androgen–response element-containing
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promoter30. The cells were maintained in Leibowitz-15 (L-15) medium (Sigma, St. Louis, MO,
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USA) supplemented with 10% fetal bovine serum (FBS, Gibco, Invitrogen Corporation, Carlsbad,
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CA, USA) in a humidified incubator without additional CO2 at 37 °C 31. Prior to the experiments,
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the
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charcoal-dextran-stripped FBS (CDS-FBS, Biological Industries Ltd. Israel) instead of 10% FBS
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for at least 24 hr. The cells were then seeded at a density of 1×105 cells/mL in 384-well white
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opaque plate (Corning Inc., Corning, NY, USA) with 80 µL of assay media per well and incubated
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for 24 hr. The cells were then exposed to seven dilutions (from 1×10-8mol/L to 1×10-5mol/L) of
MDA-kb2
cells
were
maintained
in
L-15
medium
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with
10%
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tested chemicals with or without DHT (1 nM). A blank control and a solvent control were
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presented in each plate. Various concentrations of DHT (from 1×10-13mol/L to 1×10-6mol/L) were
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included in each plate for quality control. After 24 hr, the exposure medium was removed from
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each well and 10 µL of 1 × lysis buffer (Promega, Madison, WI, USA) was added per well for cell
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lysis. After 10 min, 25 µL of luciferase reagent (Promega, Madison, WI, USA) was added per well.
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Luciferase activity was measured immediately with Synergy H4 hybrid microplate reader (BioTek
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Instruments Inc., Winooski, VT, USA).The AR antagonist flutamide was used as a positive control
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for measuring anti-androgenic activity. Each chemical was assayed independently at least 3 times
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(3 replicate assays) with a minimum of 3 wells per each replicate assay.
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Structural Models Preparation. The initial molecular structures of tested chemicals were
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constructed based on the structures of similar chemicals from NCBI PubChem Compound
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(http://www.ncbi.nlm.nih.gov/pccompound). The geometries were then optimized by density
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functional theory at the B3LYP/6-311+G(d,p) level with Gaussian 09 program
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model of the apo form of AR-LBD (Figure 1A) has been built by homology modeling in
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SwissModel Workspace (http://swissmodel.expasy.org/workspace/).33-35 The crystal structure of
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AR-LBD in complex with DHT (PDB entry: 1T7T; http://www.rcsb.org/pdb/) was used as a
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template for the main body of the AR-LBD (residues 669-882 and residues 892-916). The
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H11-H12 loop (residues 883-891) was built based on the structure of apo ER-LBD (PDB entry:
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1A52). The Ramachandran plot (Figure S2, Supporting Information) was generated in the
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Structural Analysis and Verification Server (http://nihserver.mbi.ucla.edu/SAVES/) to evaluate the
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quality of the built AR-LBD. Then the tested chemicals were docked into the apo AR-LBD by
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Surflex-Dock program interfaced with SYBYL 7.3. The details and evaluation of our docking
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. The structural
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process has been described previously.36, 37 The top TotalScore conformation of each ligand was
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selected as the bioactive conformation. Then the receptor and ligand were merged to be a complex
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for MD simulation.
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Molecular Dynamics Simulations. The MD simulations were carried out with the
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GROMACS 4 package38, 39 on an International Business Machines (IBM) Blade cluster system.
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Prior to simulation, the CHARMM 27 force field
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using the GROMACS 4 package and SwissParam ( http://www.swissparam.ch/ )
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was solvated in a box with TIP3P water molecules 43, keeping the boundary of the box at least 10
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Å away from any protein atoms. Five chloride ions were subsequently added for charge
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neutralization. The whole system was then energetically minimized by the steepest-descent
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method
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volume for 40 ps with position restraints for ligands. The heated systems at 300K were
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equilibrated for 200 ps with position restraints for ligands and for 1 ns without restraints at 1 bar
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and 300K. The MD simulations were then performed in the NPT ensemble with periodic boundary
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conditions. Electrostatic interactions were calculated using the particle mesh Ewald (PME)
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algorithm, and Van der Waals interactions were accounted for to a cutoff distance of 10 Å. All
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simulations were carried out for at least 10 ns using a 2fs time step, and snapshots for analysis
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were saved every 2 ps.
40, 41
was applied to all structural models by 42
. The model
44
. The minimized systems were then gradually heated from 0 to 300K at a constant
45
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Data Analysis. The statistical analysis was performed in SPSS 16 (SPSS Inc., Chicago, IL,
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USA). All results from the reporter gene assay were expressed as the mean ± standard deviations
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of three independent experiments. One-way analysis of variance (ANOVA) and Duncan’s multiple
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comparisons test were performed to assess the significance of the differences, and a difference was
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considered significant at a p-value≤0.05. The dose–response studies were also subjected to
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regression analysis using a sigmoidal curve fitting model: Reponse minimum
1
maximum minimum
10 !"#$%&!'"
1#
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Where ECmedian is the median effective concentration and Hillslope is a slope constant. The results
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for the AR antagonistic activities of tested chemicals were expressed as 20% relative inhibitory
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concentration (RIC20, the concentration of the tested chemicals showing 20% inhibition of the
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activities induced by DHT) based on equation 1.
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The data from MD simulation was also analysis in GROMACS 4. The root mean square
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fluctuation (RMSF) of a certain atom was calculated according to the following equation: ; 6
7
1 6 RMSF& , ./01 2t 4 5 01 0/ < 2# T 89 :;
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Where T is the time over which to be averaged, ri(tj) and ri(0) are the coordinates of particle i at
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time tj and the initial time, respectively. The RMSF is a measure of the deviation between the
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position of particle i and some reference position over a period of time. And the root mean square
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deviation
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of superimposed proteins. Prior to calculate the RMSD of particles at certain times, the backbones
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of analyzed AR-LBD and apo AR-LBD were superimposed. Then RMSD was calculated
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according to the equation 3:
(RMSD)
is
the
measure
B
of
the
average
distance
between
the
atoms
; 6
1 RMSD8 ? .‖01 t 01 0‖6 C 3# N &:;
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Where N is the total number of analyzed atoms, ri(t) and ri(0) are the coordinates of atom i at time
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t and initial, respectively. The settling time is defined as time required for the RMSD curve to
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become stable and it is only expressed as multiples of 0.5 ns.
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RESULTS AND DISCUSSION
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Androgenic and Anti-androgenic Activities of HO-PBDE and MeO-PBDE in Reporter
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Gene Assay. The reliability and sensitivity of the system used in this study were assessed. The
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dose–response curve for DHT obtained from the reporter gene assay is presented (Figure S3,
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Supporting Information). The androgenicity of 16 chemicals was examined, and none of them
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showed any AR agonistic activity (data not shown). However, 6´-HO-BDE-17, 6´-MeO-BDE-17,
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6-MeO-BDE-47,
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3-MeO-BDE-100, 2-HO-BDE-123 and 4´-MeO-BDE-49 inhibited the agonistic activity induced
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by 1.0×10-9 mol/L DHT. The dose responses of the antagonistic activity via the AR for the 16
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chemicals are shown in Figure 2 and the RIC20 values are shown in Table 1. The antagonistic
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activities of 4´-HO-BDE-49, 4´-MeO-BDE-49 and 6-MeO-BDE-47 have been detected in
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previous studies,16,17 and the results were consistent with our results. The activities of other 7
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chemicals were firstly detected. The chemical of 6´-MeO-BDE-17 (RIC20=0.897 μ mol/L)
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possessed the highest anti-androgenic potency among the 10 active chemicals. Taking these results,
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the in vivo effects of these chemicals in human and wildlife are also needed to be further
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characterized. Moreover, more attention should be given for their environmental/biological effects.
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The chemical structure of HO-PBDEs and MeO-PBDEs is highly similar. Some of them possess
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anti-androgenic activity while others not, and the mechanisms behind this activity have not been
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fully elucidated. It implies that predicting the activity based on the substituent groups or the
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number of bromine atoms is difficult to achieve, which challenges the risk assessment of
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HO-/MeO-PBDEs. The cytotoxicity from the MTT assay is shown in the supporting information
4´-HO-BDE-49,
6-MeO-BDE-90,
6-MeO-BDE-85,
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for quality control.
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The Importance of Helix 12. For the first time, the stable reposition of H12 is determined as
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a computational mark for identifying antagonists. The reposition of H12 plays an essential role in
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the transcriptional activity of NRs. The RMSF values (0-10 ns) of the main-chain atoms of all run
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systems are shown in Figure 3 and Figure S4 (Supporting Information). A greater RMSF implies
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that the atoms move farther away from the apo conformation. It is obvious that H12 and the
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connected loop are the most fluctuating parts of AR LBD. The RMSFs of H1-H11 are lower than 4
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Å mostly, demonstrating that these parts are stable. Based on this observation, the subsequent
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analyses of the large MD simulation data focused on H12. The value of RMSD represents the
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average distance between the atoms of superimposed proteins. A stable RMSD implies that the
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corresponding atoms become stable, while a fluctuating RMSD implies the fluctuation. The
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RMSD of the positive control flutamide-H12 (the item of ligand-H12 will be used in this paper to
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represent the H12 of AR-LBD which occupied by ligand) becomes stable at approximately 2 ns
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(Figure 4A), while the RMSD of the blank-H12 (H12 of AR-LBD without any ligands) keeps
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fluctuating (Figure 4B). Keeping consistent with this phenomenon, the H12s of LBDs occupied by
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10 activated chemicals (6´-HO-BDE-17, 4´-HO-BDE-49, 6-HO-BDE-90, 2-HO-BDE-123,
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6´-MeO-BDE-17, 6-MeO-BDE-47, 4´-MeO-BDE-49, 6-MeO-BDE-85, 6-MeO-BDE-90 and
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3-MeO-BDE-100) and 6-HO-BDE-137-H12 are stable before 10 ns (Figure 4A and Figure S5 A,
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B, Supporting Information). In contrast, when the other metabolites of PBDE (6-HO-BDE-47,
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6-HO-BDE-85, 3-HO-BDE-100, 2-MeO-BDE-123 and 6-MeO-BDE-137) occupy the LBD, a
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stable H12 is not achieved, even when the simulation was performed for 15 ns (6-HO-BDE-47 and
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6-HO-BDE-85 are shown as examples in Figure 4B, the RMSDs of another 3 chemicals are shown
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in Figure S5 C, Supporting Information). The RMSD of 6-HO-BDE-137-H12 stabilizes before 10
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ns (Figure S5 B, Supporting Information), although no activity was detected. The stable
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conformations achieved for 7 active ligands occupied AR-LBDs are similar to the conformation of
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the flutamide occupied AR-LBD (Figure S6 A). For example, the 6´-HO-BDE-17-H12 is near the
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flutamide-H2 which locates in the surface composed by H3 and H11 (Figure 1C). However,
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6-MeO-BDE-85-H12, 6-HO-BDE-90-H12, 3-MeO-BDE-100-H12 and 6-HO-BDE-137-H12
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forward inside, which are different from the flutamide-H12 (Figure 1D and Figure S6 B,
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Supporting Information). Here, we define the stable conformation of the flutamide occupied LBD
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and that of 7 analogs as Mode 1. The other stable conformation is defined as Mode 2. The major
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difference between Mode 1 and 2 is the position of H12, the details are described in Figure 1.
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The results of the MD simulation and data analysis highlight the reposition of H12 in
228
inducing anti-androgenic activity. It may due to the recruitment of co-repressors. For examples,
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the conformations of Mode 1 and Mode 2 are suitable for co-repressors such as NcoR and SMRT
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to recruit to AR-LBD, thus blocking the co-activator recruitment
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activation is reduced
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therefore the explanation is uncertain. Another more intuitive explanation relates to the unbinding
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pathway which is defined as the way ligands get away from AR-LBD. It is well known that the
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binding of DHT to the LBD is the first and necessary step in the AR-induced transcriptional
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activation of MDA-kb2. When an exogenous ligand stably occupied the cavity of AR-LBD, the
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binding efficiency of DHT with AR-LBD was reduced. Thus, the transcriptional activities will not
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be induced entirely. No study has focused on the unbinding pathway of AR, but the one of ER has
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been studied 48. An important pathway locates between H11-H12 loop and the N-terminal part of
47
46
. As a result, transcriptional
. However, the antagonistic form of AR-LBD has not been resolved, and
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the H3. For the Mode 1 conformation of AR-LBD, the H12 folds and struggles the H11-H12 loop
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to cover the gap between N-terminal region of H3 and C-terminal region of H11 (Figure 1).
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Another unbinding pathway of ER is located between the H7-H8 loop and the Helix11. For the
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Mode 2 conformation of AR-LBD in this research, the corresponding position is occupied by the
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H12 with H11-H12 loop. This positioning may result in the ligands occupying the AR-LBD,
244
causing the activities induced by DHT to be inhibited.
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A contradiction between the results of the reporter gene assay and the MD simulation was
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discovered for 6-HO-BDE-137. No activity of this chemical was detected in our assay, but the
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RMSD became stable at 6ns which implied this chemical possess anti-androgenic activity. This
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discrepancy may be attributed to the cytotoxicity of this chemical. For the tested chemicals
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without cytotoxicity, the anti-androgenic activities could be examined explicitly. However, for
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6-HO-BDE-47, 6-HO-BDE-85 and 6-HO-BDE-137, cytotoxicity was detected at the two highest
251
concentrations. Thus, we could not confirm whether these chemicals possess anti-androgenic
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activity at these concentrations.
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Analysis of Dynamic Trajectory. The view of taking ligand and receptor as a dynamic
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complex is highlighted. The trajectory-analyses of all systems were performed. The trajectories of
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6´-HO-BDE-17 occupied AR-LBD from 0 to 3.5 ns (settling time) and the 6´-MeO-BDE-17
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occupied AR-LBD from 0 to 3.5 ns are shown in Figure 5. Their stable conformations are similar,
257
and the H12s are located at almost the same position, but the trajectories of the H12s are
258
dramatically different. The other systems of both Mode 1 and Mode 2 were also analyzed, and the
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trajectories of the H12s are also not same (data not shown and further details can be obtained from
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the authors upon request). In addition, H12s of the blank and 6 inactive ligands binding AR-LBD
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keep moving which is consistent with the result of RMSD-analysis, in these cases, and never
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repositioned to the position of Mode 1 H12 or Mode 2 H12 from 0 to 15 ns. The approaches of
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traditional QSAR and docking are used to understand the ligand-receptor binding mechanism and
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predict activity based on the molecular features of chemicals, key amino acids of the receptor and
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some special interactions. Environmental scientists have gained a lot of achievements according to
266
the principle
267
applicable. The trajectories of the H12s that occupy the same final position are dramatically
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different because the interactions between different ligands and the AR-LBD are different.
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Meanwhile, the most dynamic amino acids are also different in these complexes, which can also
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be explained by the immensely different interactions between different ligands and the AR-LBD.
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This result proves that chemicals can exhibit anti-androgenic activity by different modes of action
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with the AR-LBD, though the tested chemicals are structurally similar. The key amino acids and
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key interactions (e.g. Van der Waals interaction or Hydrophobic interaction) can be different for
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different ligands and this idea has not been fully explored. Some key amino acids of AR-LBD for
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AR antagonistic effect were proposed in many studies49, 52, 53 by comparative molecular field
276
analysis (CoMFA) or comparative molecular similarity indices analysis (CoMSIA). However, the
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results from different studies varied widely. These discrepancies are reasonable because the key
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amino acids of the AR-LBD must be different for different classes of chemicals based on our
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research. Studies have focused on the hydrogen bonds between the AR-LBD and ligands in hopes
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of discovering the mechanism of the anti-androgenic effect and predicting this activity
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example, Bisson et al. emphasized the necessity of the hydrogen bond between ligands and residue
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Arg752 for AR antagonistic activity 21. However, in this study, the hydrogen bond was not found
49-51
. However, our results suggested that this principle may not be universally
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. For
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between Arg752 and all tested chemicals with an anti-androgenic effect. The computed frequency
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for the formation of the hydrogen bond between some ligands and Leu704 is higher than 80%
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which can be considered stable (Table S1), while no stable hydrogen bond was found in other
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cases. Furthermore, no consistency was found between the presence of a stable hydrogen bond and
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activity. Thus, we propose hydrogen bonding between the AR-LBD and ligands may not be a key
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factor of anti-androgenic effect, especially for environmental weak agonists and antagonists.
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Naturally, caution should be taken when elucidating and predicting the anti-androgenic activity of
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chemicals with these traditional approaches.
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Relationship between RIC20 and Settling Time. Some attempts have been made to
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develop the relationship between the RIC20 and allosteric factors. The settling time were
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calculated based on the analysis of RMSD (Table 1), and it varied from 3.5 ns to 8ns. The
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relationship between RIC20 and settling time was built via one-parameter linear regression
295
equation (Figure 6). The resulting equation 4 exhibits very good correlation (R2=0.642). RIC6H 1.4027 $ settling time 4.2172 4#
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The positive coefficient for settling time indicates that increased interval time of H12 from
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apo conformation to stable conformation leads to a greater RIC20 which implies lower activity.
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The stable conformation of the AR-LBD and the RMSD of H12 can be utilized to explain the
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anti-androgenic activity qualitatively. However, it is also important to understand the differences
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in the RIC20 among the active ligands. The effects on the activity of the AR in cell lines occur on
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the scale of hours or days for both agonists and antagonists. Even in cell-free systems, the
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ligand-AR binding process also involves several hours 54. However, the conformational transition
303
in this study is only a nanosecond-scale process. The regression analysis shows a positive
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correlation between the RIC20 and settling time, implying that the difference of microscopic
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conformational transition can lead to difference of activity in a statistical approach. The result
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indicated that the rapider reposition of H12 exhibited, the faster ligand stabilizing in AR-LBD.
307
Thus, more molecules of DHT are blocked from the LBD and the DHT-induced activity is
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suppressed more. In fact, the AR signaling involves a cycle and therefore a protein molecule of
309
AR can mediate activity repeatedly
310
should be amplified according to the cycle. Therefore, the settling time of H12 RMSD was
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proposed to be used to semi-quantitatively predict the potency of AR antagonistic chemicals.
55
. The effect of rapid reposition on anti-androgenic activity
312
Summary and Environmental Significance. The developed methods which aim to detect
313
AR agonists and antagonists are always time-consuming and difficult to conduct30, 54, 56. The kinds
314
of existing chemicals are far more than the ones people can test. These difficulties limit the safety
315
and risk assessment of the anthropogenic chemicals. In silico-aided prediction is a good
316
complementary and alternative approach for detecting anti-/androgenic activity
317
methodology based on MD simulation developed in this study is helpful for promoting in
318
silico-aided prediction. The speed of the GROMACS simulation package is very fast
319
high performance scientific computing techniques are promoted and popularized quickly. Thus,
320
using this package for massive in silico-aided prediction is achievable. A freely accessed
321
web-server will be built for predicting the anti-androgenic effect of HO-PBDEs and MeO-PBDEs
322
(Website: http://hjxy.nju.edu.cn/yuhx/ArticleShow.aspx?ID=90). This computational tool can be
323
used to advance the safety and risk assessment for global researchers.
57
. The
39, 58
, and
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Having characterized the interaction of metabolites of PBDE with the AR by a reporter gene
325
assay and MD simulation, the HO-/MeOPBDEs were verified as potential environmental EDCs.
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More studies should be given to the structural family for comprehensive risk assessment.
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Meanwhile, the stable reposition of H12 in AR-LBD was determined as computational mark for
328
screening AR antagonistic chemicals. The concept of the settling time of RMSD was introduced in
329
this study and characterized as a decisive factor of anti-androgenic potency. Based on these results,
330
we reasoned that knowledge regarding the reposition of H12 and anti-androgenic activity could
331
aid in the development of a computational method to predict binding mode of any analogues of
332
PBDE to AR.
333
Future developments of this method will allow examination of (i) other chemical structural
334
classes, (ii) other members of the NR superfamily, especially the ER, and (iii) even other species,
335
including mouse and zebrafish, for ecological protection. Performing similar and related
336
simulations would be beneficial in understanding the mechanism of endocrine-disruption. As the
337
computational method is cost-effective and independent of the high-purity chemical samples, it
338
will promote more efficient use of risk assessment of new chemicals and emerging pollutants.
339 340
ASSOCIATED CONTENT
341
Supporting Information Available
342
The methods and results of Cytotoxicity test, analysis of hydrogen bonds between ligands and
343
Leu704 (Table S1), molecular structures of 16 chemicals in the current study (Figure S1), the
344
justification of using RIC20, the Ramachandran plot of built apo AR-LBD structure (Figure S2),
345
the relative luciferase activity induced by DHT in reporter gene assay based on MDA-kb2 cell
346
lines (Figure S3), RMSF of the main-chain atom of 15 AR-LBDs (Figure S4), RMSDs of the
347
backbone atoms of H12s which are not presented in manuscript (Figure S5), structure of Mode1
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and Mode2 of androgen receptor ligand binding domain (AR-LBD) with apo conformation
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(Figure S6) are included as Supporting Information. This information is available free of charge
350
via the Internet at http://pubs.acs.org.
351 352
AUTHOR INFORMATION
353
*Corresponding Author
354
Wei Shi, PhD: School of the Environment, Nanjing University, Nanjing, 210023, China. Tel.:
355
+86 25 8968 0356, Fax: +86 25 8968 0356, E-mail:
[email protected] 356
Prof. Hongxia Yu, PhD: School of the Environment, Nanjing University, Nanjing, 210023, China.
357
Tel.: +86 25 8968 0356, Fax: +86 25 8968 0356, E-mail:
[email protected] 358
Notes
359
The authors declare no competing financial interest.
360 361
ACKNOWLEDGEMENT
362
We thank three anonymous reviewers for their constructive suggestions on this paper. This work
363
was supported by National Natural Science Foundation (21397954), Science Foundation in
364
Jiangsu Province (BK20130551&BK2011032), Jiangsu Provincial Environmental Monitoring
365
Research Fund (Grant No. 1212) and Major Science and Technology Program for Water Pollution
366
Control and Treatment of China (2012ZX07101-003). The numerical calculations in this paper
367
have been done on the IBM Blade cluster system in the High Performance Computing Center
368
(HPCC) of Nanjing University. The HO-PBDEs and MeO-PBDEs were kindly provided by
369
Michael H. W. Lam (Department of Biology and Chemistry, City University of Hong Kong).
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Tables Table 1. The name, anti-androgenic activity and settling time of tested chemicals Chemical
RIC20(µmol/L)
Settling time (ns)
6´-HO-BDE-17
1.095
3.5
6-HO-BDE-47
—
—
4´-HO-BDE-49
5.0477
7
6-HO-BDE-85
—
—
6-HO-BDE-90
1.905
5.5
2-HO-BDE-123
4.78
6
3-HO-BDE-100
—
—
6-HO-BDE-137
—
8
6´-MeO-BDE-17
0.897
3.5
6-MeO-BDE-47
1.032
5.5
4´-MeO-BDE-49 6-MeO-BDE-85
8.511 4.522
7 5
6-MeO-BDE-90
4.315
7
2-MeO-BDE-123
—
—
3-MeO-BDE-100
7.079
8
6-MeO-BDE-137
—
—
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534 535 536
Figure 1. Structure of the androgen receptor ligand binding domain (AR-LBD): apo conformation
537
or in complex with ligand. (A) Apo conformation of AR-LBD and H3 (aquamarine), H11 (yellow)
538
and H12 (red) are marked. (B-D) Three conformations are superimposed in every panel, H1-H11s
539
are substantially overlapped 25, but the positions of the H12s vary widely. The H12 of the apo
540
AR-LBD (red), stable flutamide-H12 (blue) and blank-H12 at 10ns (B, slate) are chosen as
541
references to present stable 6´-HO-BDE-17-H12 (C, orange, Mode 1) and stable
542
6-MeO-BDE-85-H12 (D, purple, Mode 2).
543 544
Figure 2. Anti-androgenic effects for tested chemicals and flutamide determined by the MDA-kb2
545
in the concentrations of no cytotoxic effect. The induction activities of HO- and MeO-PBDEs with
546
1.0×10-9 mol /L DHT are represented as fold relative to the maximum induced by DHT. All the
547
values were determined in triplicate. Error bars indicate the standard deviation (SD). * p < 0.05
548
(ANOVA) compared with 1.0×10-9 mol /L DHT alone.
549 550
Figure 3. RMSF of the main-chain atom of 6´-HO-BDE-17 occupied AR-LBD. H12 and the
551
connected loop (red curve) are the most fluctuating parts, and H1-H11 is stable (blue curve).
552 553
Figure 4. RMSD of the backbone atoms of H12s. Five ligand-H12s and blank-H12 are selected as
554
representatives. RMSDs of flutamide-H12, 6´-HO-BDE-17-H12 and 6´-MeO-BDE-17-H12
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become stable before 10ns (A), but RMSDs of blank-H12, 6-HO-BDE-47-H12 and
556
6-HO-BDE-85-H12 keep fluctuating (B).
557 558
Figure 5. Overlay of snapshots of the conformational dynamics of the AR-LBD occupied by
559
6´-HO-BDE-17 (A) and 6´-MeO-BDE-17 (B). H1-H11s are shown in green, the H12 of apo
560
conformation is shown in red. (A) 6´-HO-BDE-17-H12 is shown in yellow at 1ns and in blue at
561
3.5ns. (B) 6´-MeO-BDE-17-H12 is shown in pink at 1ns and in slate at 3.5ns. The apparent
562
difference between these trajectories is presented.
563 564
Figure 6. Correlations between RIC20 and the settling time of RMSD (H12).
565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588
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Figure 1.
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Figure 2
608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637
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Environmental Science & Technology
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Figure 3.
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Figure 4
646
ACS Paragon Plus Environment
Environmental Science & Technology
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649 650 651 652 653
Figure 5.
Figure 6.
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Environmental Science & Technology
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Table of Contents (TOC) Art
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