An engineered transcriptional reporter of protein localization identifies regulators of mitochondrial and ER membrane protein trafficking in high-throughput CRISPRi screens

  1. Robert Coukos
  2. David Yao
  3. Mateo I Sanchez
  4. Eric T Strand
  5. Meagan E Olive
  6. Namrata D Udeshi
  7. Jonathan S Weissman
  8. Steven A Carr
  9. Michael C Bassik  Is a corresponding author
  10. Alice Y Ting  Is a corresponding author
  1. Department of Genetics, Stanford University, United States
  2. Chan Zuckerberg Biohub, United States
  3. Broad Institute of MIT and Harvard, United States
  4. Whitehead Institute, United States
  5. Department of Biology, Massachusetts Institute of Technology, United States
  6. Department of Cellular and Molecular Pharmacology, University of California, San Francisco, United States
  7. Howard Hughes Medical Institute, University of California, San Francisco, United States
  8. Department of Biology, Stanford University, United States
6 figures, 1 table and 4 additional files

Figures

Figure 1 with 5 supplements
HiLITR gives transcriptional readout of protein localization in living cells.

(A) Schematic of HiLITR. HiLITR has two components: a low-affinity protease (green) and a membrane-anchored transcription factor (TF, red). Left: when protease and TF are colocalized on the same …

Figure 1—figure supplement 1
Details for HiLITR constructs used in this study.

LOV, TF, and TEV protease domains used in Figure 1—figure supplements 2 and 3 (HiLITR optimization) vary slightly. Any differences are shown and discussed in the text.

Figure 1—figure supplement 2
Sequential optimization of HiLITR components.

(A) Fluorescence-activated cell sorting (FACS) plots of HEK cells transiently transfected with unoptimized HiLITR components. Transcription factor (TF) is on the outer mitochondrial membrane (OMM), …

Figure 1—figure supplement 3
Optimization of HiLITR experimental parameters.

(A) Fluorescence-activated cell sorting (FACS) plots of K562 cells stably expressing optimized mitochondrial HiLITR components (outer mitochondrial membrane [OMM]-targeted protease and transcription …

Figure 1—figure supplement 4
Additional characterization of HiLITR constructs and cell lines.

(A) Immunofluorescence microscopy of stably-integrated HiLITR components used in fluorescence-activated cell sorting (FACS) experiment in Figure 1D. The localizations of the mitochondrial …

Figure 1—figure supplement 5
Model selection on K562 cells expressing mitochondrial transcription factor (TF) HiLITR.

Same as Figure 1E and F, except that cells expressing mitochondrial protease (colocalized with TF) are combined with cells expressing ER protease (rather than cytosolic protease as in Figure 1E). …

Figure 2 with 1 supplement
HiLITR reads out protein mislocalization or loss in CRISPRi screens.

(A) Possible outcomes for sgRNA disruption of mitochondrial protease in cells expressing mitochondrial HiLITR transcription factor (TF) and protease. In the first example, sgRNA #1 disrupts protease …

Figure 2—figure supplement 1
Whole-genome CRISPRi screen with HiLITR readout.

(A) CasTLE plot showing results of whole-genome CRISPRi screen, performed in two replicates in the clonal K562 mito transcription factor (TF)/mito protease HiLITR cell line (shown in Figure 2C, …

Figure 3 with 4 supplements
CRISPRi screen with HiLITR readout identifies proteins that influence the localization of mitochondrial membrane and ER membrane proteins.

(A) CasTLE plot showing combined results from tail-anchored (TA), signal-anchored (SA), and ER CRISPRi screens. x-axis plots the TA screen score (lower when the mito TA protease from Figure 2C is …

Figure 3—figure supplement 1
Retesting of transmembrane recognition complex (TRC)/GET pathway genes with HiLITR.

(A) The plot from Figure 3A, with genes in the TRC pathway (GET pathway in yeast) labeled. All five genes tested in the sublibrary screens (WRB and CAMLG were omitted) produced significant increases …

Figure 3—figure supplement 2
Retesting individual sgRNAs from the three HiLITR configuration CRISPRi screen.

(A) Fluorescence-activated cell sorting (FACS) plots showing the effects of individual sgRNAs on HiLITR readout in three K562 HiLITR cell lines (tail-anchored [TA], signal-anchored [SA], and ER) …

Figure 3—figure supplement 3
Retesting individual sgRNAs in polyclonal cell lines.

(A) Fluorescence-activated cell sorting (FACS) plots showing the effects of individual sgRNAs on HiLITR readout in polyclonal K562 HiLITR cell lines (corresponding to tail-anchored [TA], …

Figure 3—figure supplement 4
Analysis of other pathways in CRISPRi screening data.

(A) Results from the exosome complex. The plot from Figure 3A, with genes in the exosome complex labeled. (B) Results from the COPI/COPII pathway. The plot from Figure 3A, with genes in the COPI …

Figure 4 with 1 supplement
SAE1 knockdown disrupts localization and abundance of mitochondrial tail-anchored (TA) proteins.

(A) SAE1 knockdown by CRISPRi reduces HiLITR activation in TA screen configuration, while increasing HiLITR activation in SA and ER screen configurations. (B) Quantitation of data in (A). Log2-transf…

Figure 4—figure supplement 1
Additional data on SAE1.

(A) Same as Figure 4A, but showing data for three additional sgRNAs against SAE1. Guide #2 (blue) is the same guide used in Figure 4A, but with new data here. Note: guide #1 produced a severe growth …

Figure 4—figure supplement 1—source data 1

Source data for Figure 4 - figure supplement 1E.

https://cdn.elifesciences.org/articles/69142/elife-69142-fig4-figsupp1-data1-v2.xlsx
Figure 4—figure supplement 1—source data 2

Source data for Figure 4 - figure supplement 1J.

https://cdn.elifesciences.org/articles/69142/elife-69142-fig4-figsupp1-data2-v2.xlsx
Figure 5 with 5 supplements
SAE1 knockdown reduces the abundance of many endogenous mitochondrial tail-anchored (TA) proteins.

(A) HeLa cells infected with SAE1 sgRNA or nontargeting control for 9 days were analyzed by western blot. Three TA mitochondrial proteins (MAVS, SYNJ2BP, FIS1) were analyzed in addition to three …

Figure 5—figure supplement 1
Uncropped western blots used to make Figure 5A and B.

Data from sgRNA #2 (blue) was used to generate Figure 4A (boxed regions).

Figure 5—figure supplement 2
Western blots of SAE1 knockdown and rescue.

HeLa cells expressing dCas9-KRAB were infected for 9 days with either nontargeting control (NT) or sgRNA against SAE1. Each sample was further transduced with either sgRNA-resistant SAE1 or …

Figure 5—figure supplement 3
Whole-proteome profiling data.

(A) Overview of proteomic experiment. HeLa cells expressing either sgRNA-resistant SAE1 or nonfluorescent BFP (nfBFP) were infected with either nontargeting control sgRNA or sgRNA against SAE1 for 9 …

Figure 5—figure supplement 4
Mitochondrial proteome data normalized to mean mitochondrial protein abundance.

(A) Same as Figure 5C, but zoomed out to show the entire volcano plot. HeLa cells expressing nonfluorescent BFP (nfBFP) were infected with sgRNA against SAE1 (‘SAE1 knockdown’) or with nontargeting …

Figure 5—figure supplement 5
ER proteome data normalized to mean ER protein abundance.

(A) Knockdown of SAE1 does not significantly affect ER tail-anchored protein abundance relative to other ER proteins. HeLa cells expressing nonfluorescent BFP and sgRNA against SAE1 (‘SAE1 …

Figure 6 with 2 supplements
EMC10 has opposite regulatory effect on ER tail-anchored (TA) proteins as other ER membrane complex (EMC) subunits.

(A) Locations of 9 of 10 EMC components in the 3-CRISPRi screen CasTLE plot from Figure 3A. EMC5 was not included in the screen. In the table at right, corresponding effect sizes from each screen …

Figure 6—figure supplement 1
Additional HiLITR analysis related to the ER membrane complex (EMC).

(A) Fluorescence-activated cell sorting (FACS) analysis related to Figure 6B. Three HiLITR configurations (as in Figure 2C–E) in K562 cells with sgRNAs against EMC subunits and two nontargeting …

Figure 6—figure supplement 2
Uncropped western blots used to make Figure 6E and F.

Images in Figure 6E were generated from the boxed regions in each plot, which are in each case the replicate most representative of the average shown in Figure 6F.

Tables

Key resources table
Reagent type (species) or resourceDesignationSource or referenceIdentifiersAdditional information
Cell line (human)HEK293TATCCCat# CRL-3216;
RRID:CVCL_0063
Cell line (human)K562ATCCCat# CCL-243;
RRID:CVCL_0004
Cell line (human)HeLaHein et al., 2015RRID:CVCL_1922
AntibodyAnti-V5 (Mouse monoclonal)InvitrogenCat# R960;
RRID:AB_2556564
Immunofluorescence (1:1000)
AntibodyAnti-TOMM20 (Rabbit monoclonal)AbcamCat# ab186735;
RRID:AB_2889972
Immunofluorescence (1:500)
AntibodyAnti-GRASP65 (Mouse monoclonal)Santa CruzCat# sc-374423;
RRID:AB_10991322
Immunofluorescence (1:500)
AntibodyAnti-CANX (Rabbit polyclonal)Thermo FisherCat# PA5-34754;
RRID:AB_2552106
Immunofluorescence (1:500)
AntibodyAnti-PEX14 (Rabbit polyclonal)ProteintechCat# 10594-1-AP;
RRID:AB_2252194
Immunofluorescence (1:500)
AntibodyAnti-RCN2 (Rabbit polyclonal)Thermo FisherCat# PA5-56542;
RRID:AB_2646431
Immunofluorescence (1:500)
AntibodyAnti-GAPDH (Mouse monoclonal)Santa CruzCat# sc-32233;
RRID:AB_627679
Western blot (1:4500)
AntibodyAnti-SAE1 (Rabbit polyclonal)SigmaCat# SAB4500028;
RRID:AB_10742679
Western blot (1:500)
AntibodyAnti-COX4 (Rabbit polyclonal)AbcamCat# ab16056;
RRID:AB_443304
Western blot (1:1000)
AntibodyAnti-VDAC1 (Mouse monoclonal)AbcamCat# ab14734;
RRID:AB_443084
Western blot (1:500)
AntibodyAnti-AKAP1 (Mouse monoclonal)Santa CruzCat# sc-135824;
RRID:AB_2225573
Immunofluorescence (1:200); western blot (1:500)
AntibodyAnti-MAVS (Mouse monoclonal)Santa CruzCat# sc-166583;
RRID:AB_2012300
Immunofluorescence (1:200); western blot (1:250)
AntibodyAnti-SYNJ2BP (Rabbit polyclonal)SigmaCat# HPA000866;
RRID:AB_2276678
Western blot (1:500)
AntibodyAnti-FIS1 (Rabbit polyclonal)Thermo FisherCat# 10956–1-AP;
RRID:AB_2102532
Western blot (1:1000)
AntibodyAnti-EMC4 (Rabbit monoclonal)AbcamCat# ab184162;
RRID:AB_2801471
Western blot (1:1000)
AntibodyAnti-EMC10 (Rabbit monoclonal)AbcamCat# ab180148;
RRID:AB_2889936
Western blot (1:500)
AntibodyAnti-CALR (Rabbit polyclonal)Thermo FisherCat# PA3900;
RRID:AB_325990
Western blot (1:500)
AntibodyAnti-VTI1B (Rabbit monoclonal)AbcamCat# ab184170; RRID:AB_2889935Western blot (1:250)
AntibodyAnti-SQS (Rabbit monoclonal)AbcamCat# ab195046;
RRID:AB_2860018
Western blot (1:500)
AntibodyAnti-Mouse Alexa Fluor 488 (Goat polyclonal)InvitrogenCat#: A11029;
RRID:AB_138404
Immunofluorescence (1:1000)
AntibodyAnti-Mouse Alexa Fluor 568 (Goat polyclonal)InvitrogenCat# A11031;
RRID:AB_144696
Immunofluorescence (1:1000)
AntibodyAnti-Mouse Alexa Fluor 647 (Goat polyclonal)InvitrogenCat#: A21236;
RRID:AB_2535805
Immunofluorescence (1:1000)
AntibodyAnti-Rabbit Alexa Fluor 568 (Goat polyclonal)InvitrogenCat#: A11036;
RRID:AB_10563566
Immunofluorescence (1:1000)
AntibodyAnti-Rabbit Alexa Fluor 405 (Goat polyclonal)InvitrogenCat# A31556;
RRID:AB_221605
Immunofluorescence (1:1000)
AntibodyAnti-Mouse IgG IRDye 680RD (Goat polyclonal)LicorCat# 926-68070;
RRID:AB_10956588
Western blot (1:20,000)
AntibodyAnti-Mouse IgG IRDye 800CW (Goat polyclonal)LicorCat# 926-32210;
RRID:AB_621842
Western blot (1:20,000)
AntibodyAnti-Rabbit IgG IRDye 680RD (Goat polyclonal)LicorCat# 926-68071;
RRID:AB_10956166
Western blot (1:20,000)
AntibodyAnti-Rabbit IgG IRDye 800CW (Goat polyclonal)LicorCat# 926-32211;
RRID:AB_621843
Western blot (1:20,000)
Recombinant DNA reagentPlasmids usedThis paperN/ASupplementary file 1
Sequence-based reagentHiLITR TEV-protease QPCR primersThis paperN/AMaterials and methods: ‘Model selection’
Sequence-based reagentRandom hexamer primerInvitrogenCat# N8080127
Sequence-based reagentIndividual sgRNA sequences usedThis paperN/ASupplementary file 1
Sequence-based reagentsgRNA libraries derived from hCRISPRi-v2Horlbeck et al., 2016RRID:Addgene_83969Supplementary file 2
Peptide, recombinant proteinFibronectinMilliporeCat# FC010
Peptide, recombinant proteinBovine serum albuminFisher BioReagentsCat# BP1600
Peptide, recombinant proteinAprotininSigmaCat# A1153
Peptide, recombinant proteinLeupeptinRocheCat# 11017101001
Peptide, recombinant proteinEndoproteinase LysCWako LaboratoriesCat# 12505061
Peptide, recombinant proteinSequencing-grade trypsinPromegaCat# V5111
Commercial assay or kitRNeasy Plus Mini KitQiagenCat# 74134
Commercial assay or kitQIAamp DNA Blood Maxi KitQiagenCat# 51194
Commercial assay or kitBCA Assay KitPierceCat# 23225
Commercial assay or kitMycoAlert Mycoplasma detection kitLonzaCat# LT07-118
Chemical compound, drug1% penicillin-streptomycinCorningCat# 30-002CI
Chemical compound, drugGlutaMAXGibcoCat# 35050061
Chemical compound, drugPuromycinSigmaCat# P8833
Chemical compound, drugBlasticidinCorningCat# 30-100-RB
Chemical compound, drugHygromycinCorningCat# 30-240-CR
Chemical compound, drugGeneticin G418Thermo FisherCat# 10131035
Chemical compound, drugPolyethyleneimine (PEI)PolysciencesCat# 24765-1
Chemical compound, drugPolybreneMilliporeCat# TR-1003-G
Chemical compound, drugDoxycyclineSigmaCat# C9891
Chemical compound, drugMitoTracker Deep Red FMInvitrogenCat# M22426
Chemical compound, drugParaformaldehydeRICCACat# 3180
Chemical compound, drugTriton X-100SigmaCat# T9284
Chemical compound, drugTMTpro isobaric mass tagging reagentThermoCat# A44520
Software, algorithmCasTLEMorgens et al., 2016https://bitbucket.org/dmorgens/castle/src
Software, algorithmBowtie 2Langmead and Salzberg, 2012RRID::SCR_016368
Software, algorithmSH800S Cell Sorter Software (versions 2.1.2, 2.1.5)SONYN/A
Software, algorithmEverest (version 2.3)BioRadN/A
Software, algorithmFlowJo (version 10.7.1)FlowJoN/A
Software, algorithmSlideBook 5.0 softwareIntelligent Imaging InnovationsN/A
Software, algorithmStepOne Software (version 2.2.2)Applied BiosystemsN/A
Software, algorithmLimma (version 3.42.2)Smyth, 2004RRID:SCR_010943
OtherFetal bovine serumAvantorCat# 97068-085
OtherSuperScript III Reverse TranscriptaseInvitrogenCat# 18080093
OtherRiboLock RNAse inhibitorThermo ScientificCat# EO0382
OtherMaxima SYBR Green/ROX qPCR Master MixThermo ScientificCat# K0221
OtherHerculase II FusionAgilentCat# 600679
OtherProtease Inhibitor CocktailSigmaCat# P8849
OtherPrecision Plus Protein All Blue Prestained StandardsBioRadCat# 1610373

Additional files

Supplementary file 1

Plasmids used in the study and individual sgRNA sequences used.

Plasmids_Used: plasmid table for this study. sgRNAs_Used: sgRNA sequences used for individual sgRNA sequences.

https://cdn.elifesciences.org/articles/69142/elife-69142-supp1-v2.xlsx
Supplementary file 2

Information about sgRNA libraries related to Figure 2—figure supplement 1 and to Figure 3.

Sequencing and CasTLE analysis results from the whole-genome screen and sublibrary screens. Comparison of individual validation data to sublibrary screen data. WGS_sgRNAs: sgRNA sequences and target genes in the whole-genome screen. TA_WGS: CasTLE analysis of the whole-genome screen (TA screen HiLITR configuration). Sublibrary_sgRNAs: sgRNA sequences and target genes in the sublibrary screens. TA/SA/ER_Sublibrary: CasTLE analysis of the sublibrary screens (TA/SA/ER screen HiLITR configurations). Sublibrary_Comparison: comparison of combined-replicate CasTLE analysis across the TA/SA/ER sublibrary screens. Hits&Validation: sublibrary screen data for genes mentioned in main and supplementary figures, with independent validation data appended where applicable.

https://cdn.elifesciences.org/articles/69142/elife-69142-supp2-v2.xlsx
Supplementary file 3

Data from the proteomic analysis related to Figure 5 and Figure 5—figure supplements 35.

Results_MedNormed: abundance values and statistical analysis of experimental replicates, normalized to median abundance value in the replicate/column. Results_MitoNormed: abundance values and statistical analysis of experimental replicates, normalized to mean abundance value across mitochondrial proteins in the replicate/column. Results_ER-Normed: abundance values and statistical analysis of experimental replicates, normalized to mean abundance value across ER proteins in the replicate/column.

https://cdn.elifesciences.org/articles/69142/elife-69142-supp3-v2.xlsx
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https://cdn.elifesciences.org/articles/69142/elife-69142-transrepform1-v2.docx

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