| Literature DB >> 35156780 |
Sang Hyun Lim1,2, Jamie Snider1, Liron Birimberg-Schwartz3,4, Wan Ip3, Joana C Serralha5,6, Hugo M Botelho5, Miquéias Lopes-Pacheco5, Madalena C Pinto5, Mohamed Taha Moutaoufik7, Mara Zilocchi7, Onofrio Laselva8, Mohsen Esmaeili9, Max Kotlyar10,11, Anna Lyakisheva1, Priscilla Tang1, Lucía López Vázquez1, Indira Akula1, Farzaneh Aboualizadeh1, Victoria Wong1, Ingrid Grozavu1,2, Teuta Opacak-Bernardi12, Zhong Yao1, Meg Mendoza13, Mohan Babu7, Igor Jurisica10,11,14,15, Tanja Gonska3,4, Christine E Bear2,8, Margarida D Amaral5, Igor Stagljar1,2,13,16,17.
Abstract
Cystic Fibrosis Transmembrane Conductance Regulator (CFTR) is a chloride and bicarbonate channel in secretory epithelia with a critical role in maintaining fluid homeostasis. Mutations in CFTR are associated with Cystic Fibrosis (CF), the most common lethal autosomal recessive disorder in Caucasians. While remarkable treatment advances have been made recently in the form of modulator drugs directly rescuing CFTR dysfunction, there is still considerable scope for improvement of therapeutic effectiveness. Here, we report the application of a high-throughput screening variant of the Mammalian Membrane Two-Hybrid (MaMTH-HTS) to map the protein-protein interactions of wild-type (wt) and mutant CFTR (F508del), in an effort to better understand CF cellular effects and identify new drug targets for patient-specific treatments. Combined with functional validation in multiple disease models, we have uncovered candidate proteins with potential roles in CFTR function/CF pathophysiology, including Fibrinogen Like 2 (FGL2), which we demonstrate in patient-derived intestinal organoids has a significant effect on CFTR functional expression.Entities:
Keywords: cystic fibrosis; high-throughput screening; integrative computational biology; interactome; mammalian membrane two-hybrid
Mesh:
Substances:
Year: 2022 PMID: 35156780 PMCID: PMC8842165 DOI: 10.15252/msb.202110629
Source DB: PubMed Journal: Mol Syst Biol ISSN: 1744-4292 Impact factor: 11.429
Figure 1The MaMTH‐HTS workflow
1) Grow up cell lines containing stably integrated prey and reporter. 2) Transfect cells with Bait of Interest. 3) Induce the cells with tetracycline to express Bait and Prey. Continue to grow the cells for 48 h. At this point, we will have a mixed population containing the cells expressing combinations of Bait (along with tagBFP/blue fluorescence) and Prey (along with mCherry/red fluorescence). The cells expressing interacting Bait/Prey pairs will induce eGFP reporter and have additional green fluorescence. 4) Carry out sequential FACS sort, first selecting the cells with red fluorescence (indicating proper Prey expression), then blue fluorescence (indicating proper Bait expression) and finally green fluorescence (indicating Bait/Prey interaction). 5) Expand/grow the cells to increase overall cell number, isolate genomic DNA and PCR amplify using prey cassette specific primers. 6) Deep sequence amplified PCR products to identify prey ORFs enriched in population (indicating potential interactors).
Figure 2MaMTH‐HTS interactome for wt‐ and F508del‐CFTR
Annotated MaMTH‐HTS interactome for wt‐ and F508del‐CFTR (green, red and blue edges) expanded with known experimental and predicted interactions from IID v 2021‐05 (black/grey edges). Interactions observed in MaMTH‐HTS to be shared by both wt and F508del CFTR are indicated by blue edges, while those observed with only wt or F508del are indicated by green and red edges, respectively. Node colour represents Gene Ontology Biological process. Black square outline and larger node label indicate CFTR interactions overlapping with IID. Node label colouring highlights interactors functionally validated in this work.
Figure 3FLIPR assay results for interactors positively affecting CFTR Cl‐ channel activity
Assays were performed in HEK293 cells for both A) F508del‐CFTR and B) wt‐CFTR. For the wild‐type measurements, we compared the maximum Fsk response (Maximum F/F0; where F 0 represents baseline RFU right before the stimulation). For the F508del‐CFTR measurements, since this mutant does not respond well to Fsk alone (Fsk + VX‐770 potentiator is required to obtain a detectable signal), we compared the CFTR inh172 (inhibitor) response (F1/“F‐CFTRinh172”; where F1 represents peak RFU immediately before inhibitor addition and “F‐CFTRinh172” is the minimum RFU reached at the end of the CFTR inh172 measurement cycle). For each of wt‐CFTR and F508del‐CFTR, data for three proteins not detected as interactors (first three bars following CFTR only) are shown as negative controls. Fluorescence signals were normalized to the CFTR‐only control and the statistical significance of differences assed by unpaired t‐test (*P < 0.05, **P < 0.01 and ***P < 0.001). Samples run in n = 3 replicates, and all values are mean ± SD.
Figure 4High‐content trafficking assay coupled with systematic siRNA library screening
Interactors identified in MaMTH‐HTS that, when knocked‐down in CFBE cells, affect CFTR membrane trafficking. Interactors affecting A) F508del‐CFTR and B) wt CFTR are indicated. Green bars (all with a Z‐score greater than or equal to 1) indicate a significant enhancement of CFTR trafficking to the PM. Red bars (all with a Z‐score of less than or equal to −1) indicate a significant reduction in CFTR PM trafficking. The “rescued” trafficking effects of the corrector compounds lumacaftor (VX‐809) and tezacaftor (VX‐661) are shown, as dotted red lines, for comparison. All conditions were measured across n = 4 biological replicates and the number of valid replicates is indicated between parenthesis for each condition.
Figure 5Western blot analysis of siRNA‐mediated knockdown of selected MaMTH‐HTS interactors on CFTR glycosylation in CFBE cells
Blot images showing bands B and C as well as the calnexin internal control.
Blot quantification showing relative fold change of band B and band C versus treatment with a non‐targeting siRNA (Neg1). One‐way Anova followed by Dunnett's post hoc test was performed to determine significance versus baseline (siNeg1 + DMSO treatment, *P < 0.05) and 5 µM VX‐661 (# P < 0.05). Measurements were obtained from biological triplicates (n = 3) and all values are mean ± SD.
Figure 6Effects of lentivirus‐mediated shRNA knockdown of the FGL2 and CFTR genes in intestinal organoids
Schematic of patient‐derived intestinal organoid acquisition and expansion followed by two functional assays. Created with BioRender.com.
qPCR Validation of lentivirus‐mediated shRNA knockdown of FGL2 and CFTR in intestinal organoids. Significance of sample differences was calculated using the one‐tailed student t‐test (n = 2 biological replicates). All values are mean ± SD. EV = empty vector.
Representative confocal microscopy images of calcein green labelled FIS organoids of a healthy individual and a CF patient, before and 60 min after stimulation with Fsk (5 µM). Scale bar, 200 μm.
Quantification of FIS response in wt‐CFTR organoids (ORG‐01(HC)) shown in (C) as area under the curve at 60 min. Significance of sample differences was calculated using two‐way ANOVA (n = 2 biological replicates). All values are mean ± SD.
Quantification of FIS response in F508del‐CFTR organoids (ORG‐BX‐002 (dF/dF)) shown in (C) as area under the curve at 60 min. Significance of sample differences was calculated using two‐way ANOVA (n = 2 biological replicates). All values are mean ± SD.
Tracing of Ussing chamber measurements of the transepithelial current produced by 2D monolayer cultures of specified organoids. The F508del‐homozygous monolayers with the knockdowns have been rescued with Trikafta.
| Reagent/Resource | Reference or Source | Identifier or catalogue number |
|---|---|---|
|
| ||
| HEK‐293 Flp‐In cells ( | ThermoFisher | R75007 |
| HEK‐293T cells ( | ATCC | CRL‐3216 |
| Electrocompetent E. cloni cells (10G ELITE) | Lucigen | 60052‐4 |
| CFBE cells ( |
Molinski Botelho | N/A |
|
| ||
| MaMTH reporter vector using the pcDNA3.1(−) backbone | Gibson | N/A |
| MaMTH bait destination vector | Gateway cloning technology (Thermo Fisher) and Saraon | N/A |
| wt‐ and F508del‐CFTR cDNA entry constructs | Dr. Johanna Rommens lab | Ref Seq: NM_000492.3 |
| MaMTH prey destination vector | Saraon | N/A |
| Plasmid library generation | Human ORFeome V8.1 collection (Yang | N/A |
|
| ||
| Anti‐Flag antibody | Sigma | F‐1804 |
| Anti‐mouse IgG antibody conjugated with Alexa 647 | Invitrogen | A‐31571 |
| Anti‐CFTR 596 | Cystic Fibrosis Foundation | N/A |
| Anti‐calnexin | BD Transduction Laboratories | 610523 |
| HRP‐conjugated goat anti‐mouse IgG | Bio‐Rad | 170‐6516 |
| Anti‐FLAG antibody | Millipore Sigma | F3165 |
| Anti‐V5 antibody | Cell Signaling Technology | 13202S |
|
| ||
| PCR primers | This study | Table |
| Custom library of 421 Ambion Silencer Select siRNAs | This study | Table |
| Non‐targeting Neg1 negative control siRNA | Ambion | 4390844 |
|
| ||
| DMEM | Wisent | 319‐005‐CL |
| DMEM high glucose | Corning | 10‐013‐CV |
| Opti‐MEM | Gibco | 31985070 |
| IntestiCultTM Human OGM | STEMCELL Technologies | 06010 |
| FBS | Gibco | 10270 |
| Hygromycin | Bioshop | HYG003.10 |
| Blasticidin | Invivogen | ant‐bl |
| Puromycin | Invivogen | ant‐pr |
| Doxycycline | Sigma | 9891 |
| Primocin | Invivogen | ant‐pm |
| Vancomycin | Sigma | SBR00001 |
| Gentamycin | Sigma | G1272 |
| Y‐2632 (ROCK pathway inhibitor) | Sigma | SCM075 |
| Forskolin | Sigma Aldrich | F3917 |
| VX‐661 | Selleckchem | S7059 |
| VX‐809 | Selleckchem | S1565 |
| VX‐445 | Selleckchem | S8851 |
| CFTRinh‐172 |
Cystic Fibrosis Foundation EMD Millipore Corp | N/A |
| Amiloride | Spectrum Chemical | TCI‐A2599 |
| Phire Tissue Direct Dilution Buffer | Thermo Scientific | N/A |
| Phire Tissue Direct PCR Master Mix | Thermo Scientific | N/A |
| QIAquick PCR Purification Kit | Qiagen | N/A |
| Qiagen Mini Kit | Qiagen | 27106 |
| Qiagen Micro Kit | Qiagen | 74004 |
| iSCRIPT cDNA synthesis kit | Bio‐Rad | 1708890 |
| SsofastTM EvaGreen fluorophore | Bio‐Rad | 172‐5200 |
| CellMask | Invitrogen | H32712 |
| ER‐Tracker | Invitrogen | E34250 |
| Hoechst 33342 | Sigma | B2261 |
| Calcein green | Invitrogen | C34852 |
| X‐tremeGENE 9 DNA Transfection Reagent | Roche | 6365787001 |
| Lipofectamine 2000 | Invitrogen | 11668019 |
| Lipofectamine LTX | Thermo Fisher Scientific | 15338100 |
| Laemmli sample buffer | Bio‐Rad | 161‐0747 |
| Protease inhibitor cocktail | Roche | 11873580001 |
| Clarity Western ECL Substrate | Bio‐Rad | 1705061 |
| Blue membrane potential dye | Molecular devices | R8034 |
| 384 well plates | Falcon | 736‐2044 |
| 96 well plates | Sarstedt | 83.3924 |
| 12 well plates | SPL Life Sciences | 30012 |
| PureCol®‐coated Transwell | Corning | CostarTM 3470 |
| Non‐perfused Ussing chamber | Physiologic Instruments | N/A |
| Drying pearls | Sigma‐Aldrich | 94098 |
| μMACSTM FLAG magnetic microbeads and columns | Miltenyi Biotec | N/A |
| Matrigel | BD Biosciences | N/A |
|
| ||
| GraphPad Prism |
| N/A |
| Integrated Interactions Database (IID) |
PMID: 34755877
| Version 2021‐05 |
| NaViGaTOR |
| Version 3.0.15 |
| R programming language/Bowtie 2 Alignment Tool | R Core Team, Bowtie2 alignment tool (Langmead & Salzberg, | N/A |
| CellProfiler | McQuin | N/A |
| Image Lab | Bio‐Rad | N/A |
| MATLAB‐based organoid swelling capturing program | MATLAB | N/A |
|
| ||
| NexteraXT library preparation kit | Illumina | N/A |
| NextSeq500 System | Illumina | N/A |
| HiSeq2500 System | Illumina | N/A |
| BD FACS Melody | BD Biosciences | N/A |
| Rank product method | Breitling | N/A |
| Genevac miVac Duo | Thermo Fisher Scientific | N/A |
| MultidropTM Combi peristaltic dispenser | Thermo Scientific | 5840300 |
| Leica DMI 6000B | Leica | N/A |
| ChemiDoc XRS | Bio‐Rad | N/A |
| Cellomics ArrayScan, VTI HCS Reader | Thermo Fisher Scientific | N/A |
| NanoDrop 2000 | Thermo Fisher Scientific | N/A |