Riccardo Mezzadra1, Chong Sun1, Lucas T Jae2, Raquel Gomez-Eerland1, Evert de Vries3, Wei Wu4,5, Meike E W Logtenberg1, Maarten Slagter1,6, Elisa A Rozeman1,7, Ingrid Hofland8, Annegien Broeks8, Hugo M Horlings9, Lodewyk F A Wessels6, Christian U Blank1,7, Yanling Xiao3, Albert J R Heck4,5, Jannie Borst3, Thijn R Brummelkamp2,10,11, Ton N M Schumacher1. 1. Division of Molecular Oncology &Immunology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands. 2. Division of Biochemistry, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands. 3. Division of Tumor Biology &Immunology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands. 4. Biomolecular Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences, Padualaan 8, 3584 CH Utrecht, The Netherlands. 5. Netherlands Proteomics Centre, Padualaan 8, 3584 CH Utrecht, The Netherlands. 6. Division of Molecular Carcinogenesis, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands. 7. Division of Medical Oncology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands. 8. Core Facility Molecular Pathology &Biobanking, Division of Pathology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands. 9. Division of Pathology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands. 10. CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090 Vienna, Austria. 11. Cancergenomics.nl, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands.
Abstract
The clinical benefit for patients with diverse types of metastatic cancers that has been observed upon blockade of the interaction between PD-1 and PD-L1 has highlighted the importance of this inhibitory axis in the suppression of tumour-specific T-cell responses. Notwithstanding the key role of PD-L1 expression by cells within the tumour micro-environment, our understanding of the regulation of the PD-L1 protein is limited. Here we identify, using a haploid genetic screen, CMTM6, a type-3 transmembrane protein of previously unknown function, as a regulator of the PD-L1 protein. Interference with CMTM6 expression results in impaired PD-L1 protein expression in all human tumour cell types tested and in primary human dendritic cells. Furthermore, through both a haploid genetic modifier screen in CMTM6-deficient cells and genetic complementation experiments, we demonstrate that this function is shared by its closest family member, CMTM4, but not by any of the other CMTM members tested. Notably, CMTM6 increases the PD-L1 protein pool without affecting PD-L1 (also known as CD274) transcription levels. Rather, we demonstrate that CMTM6 is present at the cell surface, associates with the PD-L1 protein, reduces its ubiquitination and increases PD-L1 protein half-life. Consistent with its role in PD-L1 protein regulation, CMTM6 enhances the ability of PD-L1-expressing tumour cells to inhibit T cells. Collectively, our data reveal that PD-L1 relies on CMTM6/4 to efficiently carry out its inhibitory function, and suggest potential new avenues to block this pathway.
The clinical benefit for patients with diverse types of metastatic cancers that has been observed upon blockade of the interaction between PD-1 and PD-L1 has highlighted the importance of this inhibitory axis in the suppression of tumour-specific T-cell responses. Notwithstanding the key role of PD-L1 expression by cells within the tumour micro-environment, our understanding of the regulation of the PD-L1 protein is limited. Here we identify, using a haploid genetic screen, CMTM6, a type-3 transmembrane protein of previously unknown function, as a regulator of the PD-L1 protein. Interference with CMTM6 expression results in impaired PD-L1 protein expression in all humantumour cell types tested and in primary human dendritic cells. Furthermore, through both a haploid genetic modifier screen in CMTM6-deficient cells and genetic complementation experiments, we demonstrate that this function is shared by its closest family member, CMTM4, but not by any of the other CMTM members tested. Notably, CMTM6 increases the PD-L1 protein pool without affecting PD-L1 (also known as CD274) transcription levels. Rather, we demonstrate that CMTM6 is present at the cell surface, associates with the PD-L1 protein, reduces its ubiquitination and increases PD-L1 protein half-life. Consistent with its role in PD-L1 protein regulation, CMTM6 enhances the ability of PD-L1-expressing tumour cells to inhibit T cells. Collectively, our data reveal that PD-L1 relies on CMTM6/4 to efficiently carry out its inhibitory function, and suggest potential new avenues to block this pathway.
Antibodies that block the PD-1 – PD-L1 axis are currently evaluated in
approximately 800 clinical studies and have been approved for 7 different tumor types.
In addition, expression of PD-L1 on either tumor cells or on tumor-infiltrating immune
cells identifies patients that are more likely to respond to these therapies16,17. In
view of the limited understanding of the regulation of PD-L1 expression, we set out to
identify PD-L1 protein regulators through genetic screening. Interferon gamma
(IFNγ) treated haploid HAP1 cells18,19 express high levels of cell surface PD-L1 (Extended Data Fig. 1a). Based on this observation, we
performed a fluorescence activated cell sorting (FACS)-based haploid genetic screen for
PD-L1 modulators in IFNγ treated HAP1 (Fig.
1a, experimental outline as in 20).
The entire IFNγR signaling pathway21 plus
IRF1, a known regulator of PD-L1 upon IFNγ exposure10 were identified as strong hits (Fig. 1a, Supplementary
table 1), demonstrating the validity of the screen setup. In addition, the
PD-L1 gene itself (CD274) showed a strikingly different integration pattern in
PD-L1HI and PD-L1LOW cells. Specifically, whereas
PD-L1LOW cells showed the expected enrichment of integrations towards the
5’ end of the gene, a strong enrichment of integrations in intron 5 and 6 was
observed in PD-L1HI cells (Extended Data Fig.
1b), fully consistent with the recently described negative regulatory role of
the PD-L1 3’ UTR11 (Extended Data Fig. 1c).
Extended data Figure 1
PD-L1 is regulated by IFNγ and by the UTR in HAP1
(a) Flow cytometric analysis of PD-L1 expression of
untreated HAP1 cells and HAP1 cells treated with the indicated
concentrations of IFNγ. An IFNγ concentration of 0.5 ng/ml was
chosen for the subsequent genetic screen, to allow identification of gene
integrations that either enhance or suppress PD-L1 expression. Data are
representative of three independent experiments. (b) Schematic
representation of the PD-L1 gene and of the gene trap insertions observed in
HAP1 cells sorted on the basis of either low or high PD-L1 expression. Note
the bias towards integrations within introns 5 and 6 in the PD-L1 gene in
PD-L1HI cells relative to PD-L1LOW cells,
consistent with the structural variants beyond exon 4 of PD-L1 that have
been shown to result in enhanced PD-L1 expression in a subset of adult
T-cell leukaemia, diffuse large B-cell lymphoma, and stomach cancers11. (c) Screen data as
depicted in Fig. 1, but now with PD-L1
(CD274) data plotted when either including (CD274) or excluding (CD274*)
integrations downstream of exon 5 (Refseq identifier NM_014143.3). MI,
mutation index.
Figure 1
Identification of CMTM6 as a modulator of PD-L1 expression.
(a) Flow cytometry-based screen for modulators of PD-L1 cell surface
expression in HAP1 cells. Dots represent individual genes, X axis indicates the
number of disruptive insertions per gene, Y axis the frequency of independent
insertions in the PD-L1HI channel over the frequency of insertions in
the PD-L1LOW channel for each gene. Light blue and orange dots
indicate genes with significant enrichment of insertions (FDR-corrected P-value,
FCPv<10-6)27 within
the PD-L1LOW and PD-L1HI population, respectively. Dark
blue circles indicate known components of the IFNγR signaling pathway
plus IRF1 and CMTM6 (in bold). The purple dot represents PD-L1 (CD274*) when
excluding integrations downstream of exon 5 (Refseq identifier NM_014143.3). See
https://phenosaurus.nki.nl for interactive graphs.
(b) Relative PD-L1 cell surface expression in control or
independent CMTM6 knockdown HAP1 cells, either with or without IFNγ
exposure. (c) Validation of CMTM6 knockdown by Western Blot. Data
are representative of one (a) or at least three (b,c)
independent experiments, and were analyzed by unpaired t-test (b).
Error bars represent s.d. of triplicates (b). *P<0.05;
**P<0.01; ***P<0.001. MFI, median fluorescence intensity; MI,
mutation index.
In addition to the above hits, we identified CKLF (Chemokine-like factor)-like
MARVEL transmembrane domain containing family member 6 (CMTM6) as one of the most
significant hits within PD-L1LOW cells. CMTM6 was not observed in a similar
screen for regulators of IRF1 protein levels20,
suggesting that its role was independent of the IFNγR pathway. CMTM6 is a
ubiquitously expressed transmembrane protein that belongs to a family of 8 MARVEL
domain-containing proteins22 for which no clear
function has been described. Transcriptome analysis of tumor samples in The Cancer
Genome Atlas (TCGA) showed CMTM6 expression in all of the analyzed samples distributed
across 30 cancer types, and showed that RNA expression levels of CMTM6 and CD274 are
weakly correlated in the majority of tumor types (Extended
Data Fig. 2). shRNA mediated knockdown of CMTM6 in HAP1 cells reduced
IFNγ-induced PD-L1 expression approximately 2-fold as compared to control (Fig. 1b,c). To assess whether CMTM6 also influences
PD-L1 cell surface levels beyond the HAP1 system, we examined the effect of CMTM6
knockdown in a series of tumor lines. In A375melanoma cells, which only show detectable
PD-L1 expression after IFNγ exposure, CMTM6 knockdown prevented
IFNγ–induced PD-L1 expression to a large extent (Fig. 2a-c, reduction up to 11 fold). CMTM6-deficient A375 clones
generated with CRISPRs/Cas9 likewise showed reduced cell surface and overall PD-L1
protein levels, while lentiviral reconstitution of CMTM6 reverted this phenotype (Fig. 2d,e). In the 8505C thyroid cancer cell line
that shows a high basal level of PD-L1 expression, both steady state and
IFNγ-induced PD-L1 cell surface and total protein levels were substantially
reduced by CMTM6 knockdown (Fig. 2f,g, up to 7- and
5-fold). In total, we assessed the effect of CMTM6 knockdown in 12 humantumor lines,
representing melanoma (Fig. 2a-c, Extended Data Fig. 3a-d), thyroid cancer (Fig. 2f,g), colorectal cancer (Extended Data Fig. 3e,f,i,k), lung cancer (Extended Data Fig. 3l,n-p) and CML (Fig. 1b,c), and also in three short term cultures of melanoma xenografts
(Extended Data Fig. 3q), and consistently
observed diminished expression of PD-L1 (between 2 and 11 fold) upon knockdown of CMTM6.
Reduced PD-L1 cell surface levels were likewise observed when cells were stained with
recombinant PD-1-Fc protein (Extended Data Fig.
3h,j,m). PD-L1 can both be expressed by cancer cells and by infiltrating
immune cells, and PD-L1 expression on immune cells may contribute to T cell
inhibition16,17. To assess whether CMTM6 also influences PD-L1 levels in primary human
dendritic cells (DCs), we generated DCs from human bone marrow (BM) progenitors23. Comparison of LPS-induced PD-L1 expression in
control and CMTM6 knockdown DCs showed that partial knockdown of CMTM6 resulted in
partial reduction of PD-L1 cell surface levels (Fig.
2h,i).
Extended data Figure 2
RNA expression of CMTM6 in human cancers and correlation with PD-L1 mRNA
levels.
Pearson correlation coefficients are shown along with associated
unadjusted p-values. As randomly selected genes are on average also weakly
positively correlated (not shown), empirical p-values, which represent one
minus the quantile of the CMTM6 and CD274 expression correlation coefficient
among a reference distribution composed of correlation coefficients between
CMTM6 and randomly selected genes, are also depicted. Empirical p-values
smaller than .5 denote a stronger correlation between CMTM6 and CD274 than
the median observed correlation in the reference distribution. TPM,
transcript per million. ACC: adrenocortical carcinoma, BLCA: urothelial
bladder carcinoma, BRCA: breast cancer, CESC: cervical squamous cell
carcinoma, CHOL: cholangiocarcinoma, COAD: colorectal adenocarcinoma, DLBC:
diffuse large B-cell lymphoma, ESCA: esophageal cancer, GBM: glioblastoma
multiforme, HNSC: head and neck squamous, KICH: chromophobe renal cell
carcinoma, KIRC: clear cell kidney carcinoma, KIRP: papillary kidney
carcinoma, LAML: acute myeloid leukemia, LGG: lower grade glioma, LIHC:
liver hepatocellular carcinoma, LUAD: lung adenocarcinoma, LUSC: lung
squamous cell carcinoma, OV: ovarian serous cystadenocarcinoma, PAAD:
pancreatic ductal adenocarcinoma, PCPG: pheochromocytoma and paraganglioma,
PRAD: prostate adenocarcinoma, READ: rectum adenocarcinoma, SKCM: cutaneous
melanoma, STAD: stomach cancer, TGCT: testicular germ cell cancer, THCA:
papillary thyroid carcinoma, UCEC: uterine corpus endometrial carcinoma,
UCS: uterine carcinosarcoma, UVM: uveal melanoma
Figure 2
CMTM6 regulates PD-L1 expression in different tumor types and primary
dendritic cells.
(a,b,f) Relative PD-L1 cell surface expression in control or
independent CMTM6 knockdown A375 melanoma cells (a-b), 8505c
thyroid cancer cells (f), either with or without IFNγ
exposure. (c,g) Western blot analysis of CMTM6 and PD-L1 expression
in control or independent CMTM6 knockdown A375 melanoma cells (c)
or 8505c thyroid cancer cells (g), either with or without
IFNγ exposure. Each cell line was tested in at least three independent
experiments, representative results are shown. (d) Flow cytometric
analysis, and (e) western blot analysis of PD-L1 expression in
parental, CMTM6 deficient, CMTM6 overexpressing and CMTM6 reconstituted A375
melanoma cells. (l) Flow cytometric analysis of PD-L1 expression in
control or independent CMTM6 knockdown primary BM progenitor-derived DCs, either
with or without LPS exposure. (m) Knockdown efficiency of CMTM6 in
primary BM progenitor-derived DCs. Data are representative of at least three
(a-k) or two (l, m) independent experiments and
were analyzed by unpaired t-test (b,f,h,j). Error bars represent
s.d. of triplicates (b,d,f,h,j,m). *P<0.05; **P<0.01;
***P<0.001. MFI, median fluorescence intensity; BM, bone marrow; DC,
dendritic cell.
Extended data Figure 3
Regulation of PD-L1 by CMTM6 in different tumor types.
Flow cytometric analysis of PD-L1 expression of WM2664 melanoma
(a), COLO679 melanoma (c), DLD1 colorectal
cancer (e), H2122 non-small lung cancer (o) cells
and three short term cultures of melanoma xenografts (q), in
which cells transduced independently with two vectors expressing different
CMTM6 shRNAs are compared with cells transduced with control vector. Western
blot analysis of CMTM6 and PD-L1 expression in WM2664 melanoma
(b), COLO679 melanoma (d), DLD1 colorectal
cancer (f), H2122 non-small lung cancer (p) cells,
in which cells transduced independently with two vectors expressing
different CMTM6 shRNAs are compared with cells transduced with control
vector. Western blot analysis of CMTM6 and PD-L1 expression in WM2664
melanoma (b), COLO679 melanoma (d), DLD1
colorectal cancer (f) and H2122 non-small lung cancer
(p) cells in which cells transduced independently with two
vectors expressing different CMTM6 shRNAs are compared with cells transduced
with control vector. Flow cytometric analysis of PD-L1 expression as upon
staining with anti-PD-L1 antibody or with PD-1-Fc in 8505c thyroid cancer
(g,h), RKO colorectal cancer (i,j) and H2030
non-small lung cancer (l,m) cells and western blot analysis of
CMTM6 and PD-L1 expression in RKO colorectal cancer (k) and
H2030 non-small cell lung cancer in which cells transduced independently
with two vectors expressing different CMTM6 shRNAs are compared with cells
transduced with control vector. In all cases, cells treated with IFNγ
(25 ng/ml) or left untreated were compared. Panel g is identical to the one
depicted in Fig. 2, shown again here to
facilitate comparison. , Data are representative of three
(c-n), two (a,b,o,p) or one (q)
independent experiments and were analyzed by unpaired t-test
(a,c,e,g-m,o,q). Error bars represent s.d. of triplicates
(a,c,e,g-m,o,q). *P<0.05; **P<0.01;
***P<0.001. MFI, median fluorescence intensity; PDX, patient derived
xenograft; NSCLC, non-small cell lung cancer; CRC, colorectal cancer.
The above data establish CMTM6 as a modulator of PD-L1 protein levels. Whereas in
some tumor lines, the effect of CMTM6 knockdown is profound (e.g. A375, 8505c), in
others it is moderate (e.g. HAP1), suggesting the possible existence of (an) additional
regulator(s). We therefore generated CMTM6-knockout HAP1 cells and performed a modifier
screen, with the aim to identify genetic factors that selectively regulate PD-L1 in the
absence of CMTM6. Consistent with the primary screen, genes mediating IFNγR
signaling were prominent hits. As expected, in this setting, integrations within the
CMTM6 locus were no longer enriched within the PD-L1LOW cell population
(Fig. 3a, Supplementary table 2).
Strikingly, in CMTM6-deficient HAP1 cells, CMTM4, another member of the CMTM family with
55% homology to CMTM6 was identified as a positive regulator of PD-L1 expression (Fig. 3a). Notably, while CMTM4 is a highly
significant hit in CMTM6-deficient HAP1 cells (36.7-fold,
FCPv≤10-314), it is not in CMTM6 proficient HAP1 cells (0.9-fold,
FCPv=0.94789), suggesting that in this system, CMTM4 functions as a back-up regulator of
PD-L1 expression.
Figure 3
Identification of CMTM4 as a second PD-L1 regulator.
(a) Haploid genetic screen for modulators of PD-L1 cell surface
expression in CMTM6-deficient HAP1 cells. (b) PD-L1 surface
expression of parental, CMTM6 knockdown, CMTM4 knockdown, or double knockdown
H2030 cells, either with or without IFNγ exposure. (c) Flow
cytometric analysis and (d) western blot analysis of PD-L1
expression in parental A375, CMTM6 KO A375, and CMTM6 KO A375 reconstituted with
the indicated CMTM family member, either with or without IFNγ exposure.
Data are representative of one (a), two (b) or three
(c,d) independent experiments and were analyzed by unpaired
t-test (b). Error bars represent s.d. of triplicates
(b). *P<0.05; **P<0.01; ***P<0.001. MFI,
median fluorescence intensity; KO, knockout. MI, mutation index.
To validate these data, we transduced H2030 cells, in which CMTM6 depletion
modestly suppresses PD-L1 expression and CMTM4 is highly expressed, with shRNAs for
CMTM4 and CMTM6, either separately or in combination. In these cells, silencing of CMTM6
led to repression of IFNγ-induced PD-L1 expression that was further enhanced when
CMTM4 was simultaneously targeted (Fig. 3b, Extended Data Fig. 4a). More directly, ectopic
expression of CMTM4 could fully restore IFNγ-induced PD-L1 expression in
CMTM6-knockout cells (Extended Data Fig. 4b,c). To
understand whether regulation of PD-L1 expression is a specific property of CMTM6 and 4,
we individually introduced FLAG-tagged versions of all CMTM family members into
CMTM6-deficient A375 cells. Contrary to what was observed upon CMTM6 and 4 introduction,
expression of other CMTM members (detected for CMTM1, 3, 5, and 7, Extended Data Fig. 4d,e) did not induce a substantial increase in
PD-L1 expression, as assessed by either flow cytometry or Western blot analysis (Fig. 3c,d).
Extended data Figure 4
CMTM4 and CMTM6, but not other CMTM family members, are regulators of
PD-L1.
(a) Validation of CMTM6 and CMTM4 downregulation by
Western blot analysis of cells shown in Fig.
3b. (b,c) Ectopic expression of CMTM4 restores
IFNγ-induced PD-L1 expression in CMTM6-deficient cells. Two clones of
CMTM6-deficient A375 cells (‘CMTM6 KO#6’ and ‘CMTM6
KO#12’) were transduced with retroviral vectors encoding CMTM4
(‘CMTM4 OE’) or CMTM6 (‘CMTM6 OE’) individually.
After blasticidin selection, cells were cultured in the absence
(‘untreated’) or presence of 25ng/ml IFNγ for 72 hours
before analysis by flow cytometry (b), and Western blot
analysis (c). Untransduced A375 parental cells served as
controls. (d,e) Western blot analysis of expression of the
indicated CMTM family members, as determined by staining with an anti-FLAG
antibody. Two exposures of the same gel are shown. Expression of CMTM2 and 8
is not detected, and CMTM5 expression is low as compared to that of other
CMTM family members. (f) Phylogenetic analysis of the CMTM
family by CLUSTALW. CMTM6 and 4 form the two most closely related members.
In view of the lack of detectable expression/ low expression observed for
CMTM2, 8 and 5, an effect of these CMTM members on PD-L1 protein fate cannot
be excluded. However, the observation that CMTM family members 7 and 3 that
are more closely related to CMTM4 and 6 do not influence PD-L1 expression
makes this unlikely. (g) Results of the flow cytometry based
screen as shown in Fig. 1a, with the
position of all CMTM family members indicated. Data are representative of
two independent experiments (a-e). Error bars represent s.d. of
triplicates (b). *P<0.05; **P<0.01;
***P<0.001. MFI, median fluorescence intensity; KO, knockout; OE,
overexpression. MI, mutation index.
To study the mechanism by which CMTM6 regulates PD-L1 levels, we first assessed
the relationship between CMTM6 expression and PD-L1 mRNA levels. Comparison of PD-L1
mRNA levels and cell surface protein levels at different time points after IFNγ
stimulation revealed that while CMTM6 depletion greatly reduced PD-L1 cell surface
levels, induction of PD-L1 mRNA by IFNγ was not substantially altered (Fig. 4a,b, Extended
Data Fig. 5d). Notably, both in cell lines (Extended Data Fig. 5a) and in primary DCs (Extended Data Fig. 5b,c) levels of MHC-I and PD-L2 protein were not
significantly affected by CMTM6 inhibition, indicating that while CMTM6 regulates PD-L1
at the protein level, it is not a general regulator of protein translation or
stability.
Figure 4
CMTM6 forms a molecular partner of PD-L1 and regulates PD-L1 protein
stability.
Time course of PD-L1 surface protein (a) or mRNA (b)
levels in A375 cells upon IFNγ exposure (c) SDS-PAGE
analysis of anti-V5 immunoprecipitates from V5-PD-L1 overexpressing CMTM6 KO or
CMTM6 overexpressing A375 cells at different time points after 35S
methionine/cysteine labeling. (d) Immunoblots of lysates or
anti-PD-L1 immunoprecipitates from the indicated A375 melanoma cells, either
with or without IFNγ exposure Arrows indicate CMTM6. (e)
Immunoblots of lysates or anti-V5 immunoprecipitates from V5-PD-L1
overexpressing parental, CMTM6 KO or CMTM6 overexpressing A375 cells. PD-L1
surface protein (f) or lysate immunoblots (g) of
parental, CMTM6 KO, STUB1 KO or double KO A375 cells. (h)
Comparative membrane-fractionated mass spectrometry of 4 CMTM6 proficient and 4
CMTM6 deficient 8505c clones. (i) Overview of proteins consistently
found up- or down-regulated upon CMTM6 removal in both 8505c and RKO.
(j) IL-2 production by PD-1HI, PD-1INTER
and PD-1NEG primary human T cells obtained by transduction with the
MART-1 specific 1D3 TCR and PD-1, and co-cultured with unloaded or MART-I
peptide-loaded parental or CMTM6 KO 8505C cells. Data are representative of two
(a, b), one (c,h) or three
(d,e,f,g,j) independent experiments and were analyzed by
unpaired t-test (f,j). Error bars represent s.d. of triplicates
(a,b,f,j). *P<0.05; **P<0.01; ***P<0.001.
MFI, median fluorescence intensity; KO, knockout; OE, overexpression.
Extended data Figure 5
CMTM6 downregulation does not affect MHC class I and PD-L2 cell surface
levels or PD-L1 mRNA levels and regulates PD-L1 stability after egress from
the endoplasmic reticulum.
Flow cytometric analysis of MHC class I and PD-L2 expression in the
panel of cell lines tested in Fig. 2
and Extended Data Fig. 3
(a), and in BM progenitor-derived DCs (b,c) in
which cells transduced with control vector are compared with cells
transduced independently with two vectors expressing different shRNA
directed against CMTM6. For cell lines, cells treated with IFNγ (as
indicated in the other figure legends) or left untreated were compared, for
BM progenitor-derived DCs, cells treated with 500 ng/ml LPS or left
untreated were compared. (d) qPCR analyses were performed to
quantify relative mRNA levels of PD-L1 in the abovementioned tumor lines.
(e) Quantification of the experiment shown in Fig. 4c
(f) Immunoprecipitates of the same samples as used in Fig. 4c were either mock treated, treated
with EndoH, or treated with PNGaseF to examine the kinetics of protein
maturation. No relevant difference in maturation kinetics were observed
between cells overexpressing CMTM6 and CMTM6-deficient cells. Pulse chase
experiments were performed three times, once comparing CMTM6 overexpressing
and CMTM6-deficient cells (a), and twice comparing wt and
CMTM6-deficient cells. Other data are representative of at least two
independent experiments. MFI, median fluorescence intensity; BM, bone
marrow; DC, dendritic cell; KO, knockout; OE, overexpression; EndoH,
endoglycosidase H; PNGaseF, peptide-N-glycosidase F..
To determine where in the PD-L1 protein life cycle CMTM6 exerts its effect,
CMTM6-deficient and CMTM6-overexpressing A375 cells were transduced with a V5-tagged
PD-L1 gene. Immunoprecipitation of PD-L1-V5 at different time points after a 1-h
35S pulse labeling demonstrated a much more rapid decay of PD-L1 in the
absence of CMTM6 (fraction PD-L1 remaining at t= 6h; 94% versus 8%, Fig. 4c, Extended Data Fig.
5e). Notably, PD-L1 resistance to deglycosylation by Endoglycosidase H, was
equally efficient in both cell populations, indicating that CMTM6 influences PD-L1
protein fate after egress from the endoplasmic reticulum (Extended Data Fig. 5f).To reveal the cellular localization of endogenous CMTM6, we performed mass
spectrometry analysis of different subcellular fractions, demonstrating that endogenous
CMTM6 is predominantly present within the plasma membrane fraction (Extended Data Fig. 6a) In addition, immunohistochemical analysis
confirmed the presence of CMTM6 at the cell membrane (Extended Data Fig.6b). Furthermore, immunohistochemical analysis of 9
melanomas revealed CMTM6 protein expression in humantumors, and also showed that PD-L1
staining in 8 of these samples was restricted to areas with clear CMTM6 expression
(Extended Data Fig. 6c). Similarly, in 3 out
of 5 PD-L1 positive lung cancer samples, we observed PD-L1 localization in CMTM6
positive areas.
Extended data Figure 6
Specificity and membrane localization of CMTM6, and co-localization with
PD-L1 in human tumors.
(a), Membrane-fractionated proteome of 8505C and RKO
cells. CMTM6 and PD-L1 were detected by LC-MS/MS predominantly from the
plasma membrane fractions. Label-free quantification (LFQ) performed by
intensity-based normalization of 4 fractions together across different cell
lines is depicted. (b) A375 parental cells, CMTM6 KO or CMTM6
overexpressing cells were fixed and formalin embedded, and stained for CMTM6
with a monoclonal antibody (1D6) generated against a peptide from the
C-terminal domain of CMTM6. Analysis shows mainly membranous stain, as
indicated by the arrowheads. (c) Sequential slides from lymph
node and subcutaneous metastases from 3 melanoma patients were stained for
PD-L1 (left) or for CMTM6 (right), showing frequent localization of PD-L1
within CMTM6 positive areas. In total, samples from 9 melanoma patients and
5 PD-L1 positive lung cancer samples were analyzed. OE, overexpression; KO,
knockout.
A hypothesis arising from the above data is that CMTM6 and PD-L1 could interact
molecularly. To test this, we performed immunoprecipitations of PD-L1 followed by
Western blot analysis of CMTM6, and vice versa. In lysates from A375 cells or 8505C
cells, anti-PD-L1 antibody co-immunoprecipitated CMTM6. Likewise, PD-L1 was present in
anti-CMTM6 immunoprecipitates. As expected, co-immunoprecipitation of PD-L1 and CMTM6 in
A375 was dependent upon PD-L1 induction by IFNγ. As a further control for
antibody specificity, co-immunoprecipation of both CMTM6 and PD-L1 was abrogated upon
gene inactivation of the partner molecule (Fig. 4d,
Extended Data Fig. 7a,b).
Co-immunoprecipitation was likewise observed for PD-L1 and CMTM4, and CMTM4 and 6 (Extended data Fig. 7c,d).
Extended data Figure 7
Interactions between CMTM6, PD-L1, and CMTM4, and effect of CMTM6 on
PD-L1 stability.
(a) A375 parental cells, CMTM6-deficient cells,
PD-L1-deficient cells, and cells ectopically expressing CMTM6 or PD-L1, were
cultured in the absence or presence of 25ng/ml IFNγ for 48 hours
before preparation of cell lysates. Immunoprecipitation was performed using
a CMTM6-specific antibody immobilized on protein A coated beads.
Immunoprecipitates and whole cell lysate were subjected to SDS-PAGE and
immunoblotted for CMTM6 and PD-L1. Two exposures of the same western blot
are shown. Arrows indicate PD-L1 bands. (b) parental 8505C
cells and CMTM6-deficient 8505C cells were cultured in the absence or
presence of 50ng/ml IFNγ for 72 hours before preparation of cell
lysates. Immunoprecipitation was performed using CMTM6- or PD-L1-specific
antibodies immobilized on protein A coated beads. Immunoprecipitates and
whole cell lysates were subjected to SDS-PAGE and immunoblotted for CMTM6
and PD-L1. Two exposures of the same western blot are shown. Normal IgG
served as control. Arrows indicate PD-L1 bands. (c, d) Parental
and CMTM6 knockout RKO cells (c) and (d) 8505c
cells were lysed and immunoprecipitation was performed using antibodies
immobilized on protein G coated beads as indicated. Immunoprecipitates and
whole cell lysates were subjected to SDS-PAGE, and Western blot analysis of
CMTM4 and PD-L1 was carried out. Two exposures of the same Western blots are
shown. Arrows indicate CMTM4. Data are representative of three independent
experiments. KO, knockout; OE, overexpression.
To understand how CMTM6 influences PD-L1 degradation, wild type, CMTM6 KO, and
CMTM6 overexpressing A375 were transduced with a V5-tagged PD-L1 gene and ubiquitination
of PD-L1 was analyzed. In the absence of CMTM6, the amount of ubiquitinated PD-L1 was
increased, in spite of the overall lower PD-L1 levels (Fig. 4e, Extended Data Fig.8a),
suggesting that CMTM4/6 may protect PD-L1 from ubiquitination. Intriguingly, STUB1, an
E3 ubiquitin ligase that has amongst others been implicated in degradation of Foxp3 in
regulatory T cells24, was identified as a
negative regulator of PD-L1 expression in both haploid genetic screens (Extended Data Fig. 8b,c). To assess whether STUB1
affects PD-L1 degradation, we disrupted STUB1 in either CMTM6 proficient or deficient
A375 cells. Deletion of STUB1 resulted in a more profound increase in PD-L1 levels in
CMTM6 deficient than in CMTM6 proficient cells, identifying STUB1 as an E3 ligase that
causes destabilization of PD-L1 (Fig. 4f,g), either
by direct modification of one of the lysines in the PD-L1 cytoplasmic domain or
indirectly. Consistent with the model that CMTM6 may protect PD-L1 by preventing
ubiquitination, cell surface levels of PD-L1/L2 fusion proteins are only influenced by
CMTM6 when carrying the PD-L1 transmembrane and intracellular domain (Extended Data Fig. 8d,e). Exploiting the fact that
CMTM6 and PD-L2 do not show detectable association (Extended Data Fig. 8f), we also used PD-L1/L2 fusion proteins to demonstrate
that the PD-L1 transmembrane domain is required for efficient interaction (Extended Data Fig. 8g). In line with the role of the
PD-L1 transmembrane and intracellular domain in CMTM6-mediated stabilization,
orientation mapping of CMTM6 revealed that a large part of the molecule is located
within the cytosol and cell membrane (Extended Fig.
9).
Extended data Figure 8
Aspects of PD-L1 regulation by CMTM6 and STUB1.
(a) V5-tagged PD-L1 was introduced into parental,
CMTM6-overexpressing and CMTM6-deficient A375 cells. Cell lysates were
denatured and then subjected to immunoprecipitation with anti-V5 antibody
immobilized on protein G-coated beads. Immunoprecipitates were then analyzed
by immunoblotting with anti-V5 antibody as a control for the experiments
shown in Fig. 4e. Results of the
FACS-based genetic screens in CMTM6 expressing and CMTM6 deficient HAP1
cells as shown in Fig. 1a
(b) and in Fig. 3a
(c), with the position of STUB1 indicated. (d)
Relative expression of PD-L1, PD-L2 and the indicated PD-L1 – PD-L2
chimeric proteins in CMTM6 KD A375 cells as compared to matched control.
Chimeras were detected with an anti PD-L1 or an anti PD-L2 antibody.
(e) Schematic overview of the chimeric proteins analyzed.
(f,g) 293T human embryonic kidney cells were co-transfected
with a vector encoding either PD-L1, PD-L2 or the indicated chimeric
protein, together with a vector encoding CMTM6. Cell lysates were denatured
and subjected to immunoprecipitation with anti-flag antibody immobilized on
protein G-coated beads. Lysates and immunoprecipitates were then analyzed by
immunoblotting with the indicated antibodies. Data are representative of
three (a,d), one (f) or two (g)
independent experiments. Error bars represent s.d. of triplicates. MFI,
median fluorescence intensity; KO, knockout; OE, overexpression; TM,
transmembrane; IC, intracellular; EC, extracellular.
Extended data Figure 9
Orientation mapping of CMTM6.
(a) Predicted domain topology of CMTM6 according to
TMHMM Server v. 2.0 (http://www.cbs.dtu.dk/services/TMHMM/). (b,c)
A375 cells were transduced with C- or N-terminal HA epitope tagged CMTM6. HA
staining was performed in both live cells and fixed and permeabilized cells
followed by flow cytometry analysis and quantified in (c). MFI,
median fluorescence intensity.
In view of the broad RNA expression pattern of CMTM6, we wished to assess the
effects of CMTM6 on the membrane proteome in an unbiased manner. Mass spectrometric
analysis of a series of independent CMTM6 deficient and proficient clones revealed that,
both within the RKO colorectal cancer line and the 8505c thyroid cancer cell line, PD-L1
was the most significantly influenced hit (Fig.
4h,i, Extended Data Fig. 10a,b).
Expression of PD-L1 affects T cell responsiveness in a quantitative manner, with higher
levels of PD-L1 expression leading to an increased impairment of T cell survival/
activity11,25. To determine whether CMTM6 influences PD-L1 mediated T cell suppression,
we incubated mixtures of MART-I TCR transduced T cells that expressed different levels
of PD-1 with antigen-loaded CMTM6-deficient or –proficient 8505C or A375 cells.
IL-2 production of PD-1INTER and PD-1HI T cells upon encounter of
CMTM6-proficient tumor cells was reduced relative to that of PD-1NEG T cells.
However, upon CMTM6 disruption in either 8505C or A375tumor cells, IL-2 production of
PD-1 expressing T cells was significantly restored (Fig.
4j, Extended Data Fig. 10c-e).
Extended data Figure 10
Selectivity of CMTM6 and CMTM6 loss alleviates PD-L1-mediated T cell
suppression.
(a) Comparative membrane-fractionated mass spectrometry
of CMTM6 proficient or deficient RKO cells. 4 wild type and 4 CMTM6 KO RKO
clones were analyzed by LC-MS/MS and differential protein abundance is shown
in a volcano plot. (b) Table indicating proteins found up- or
down-regulated upon CMTM6 removal in both 8505c and RKO. Flow cytometric
(c) and Western blot (d) analysis of CMTM6 and
PD-L1 expression in parental A375 or CMTM6 deficient A375 clones in which
PD-L1 is ectopically expressed by lentiviral transduction. (e).
Primary human T cells were transduced with the MART-1 specific 1D3 TCR31 and PD-1. Transduced T cells were
co-cultured with unloaded or MART-1 peptide loaded PD-L1-overexpressing A375
cells (‘Parental + PD-L1 OE’), parental A375 cells
(‘Parental’), or CMTM6-deficient A375 cells that overexpressed
PD-L1 (‘CMTM6 KO+PD-L1 OE’). IL-2 production in T cells that
expressed high, intermediate, or low levels of PD-1
(‘PD-1HI’, ‘PD-1INTER’
or ‘PD-1LOW’) were analyzed by flow cytometry.
Untransduced A375 cells (‘Parental’) served as controls. Data
are representative of three independent experiments and were analyzed by
unpaired t-test (c). Error bars represent s.d. of triplicates.
*P<0.05; **P<0.01; ***P<0.001. KO, knockout; OE,
overexpression; TM, transmembrane; PM, plasma membrane.
Recent work has revealed a number of mechanisms of transcriptional and
post-transcriptional (dys)regulation of the PD-L1 gene in tumor cells10–15. Here we identify CMTM6 and CMTM4 as regulators of PD-L1 protein stability.
Based on the available data we conclude that CMTM6/4, the two most closely related
members of the CMTM family (Extended Data Fig. 4f),
influence PD-L1 expression across a range of cell types. Furthermore, the observations
that I) CMTM6 affects PD-L1 protein stability at late time points after biosynthesis,
II) CMTM6, CMTM4 and PD-L1 interact, as shown by co-immunoprecipitation, III) CMTM6 is
largely located at the cell surface collectively sketch a model in which CMTM6 interacts
with PD-L1 at the tumor cell surface and thereby protects it from degradation. In line
with this, CMTM6 influences the levels of PD-L1 ubiquitination and absence of the STUB1
E3 ubiquitin ligase partially reverts the CMTM6 KO phenotype. Intriguingly, for one of
the other CMTM family members, CMTM7, cell surface expression has been described in
association with the B cell receptor (BCR) complex, where it may contribute to BCR
signaling26. It could be speculated that
CMTM6 may also fulfill a similar role in the immunological synapse between T cells and
tumor cells or antigen presenting cells (APCs). Finally, the co-localization of PD-L1
and CMTM6 in melanoma samples and the observation that CMTM6 depletion ameliorates PD-L1
mediated T cell suppression suggest a potential value of CMTM6/4 as therapeutic targets,
either in isolation, or to enhance the effectiveness of the current PD-L1/PD-1 blocking
therapies.
Methods
Cell lines
A375, DLD1, RKO, H2030, and H2122 cells were purchased from American
Type Culture Collection (ATCC). 8505C was purchased from Deutsche Sammlung von
Mikroorganismen und Zellkulturen GmbH (DMSZ). WM2664 and COLO679 cells were kind
gifts from Rene Bernards (The Netherlands Cancer Institute). Short term cell
lines from patient derived melanoma xenografts were generated as described28 and were a kind gift of Daniel Peeper
and Kristel Kemper. HAP1 cells have been described previously19. HAP1 cells were cultured in IMDM
(ThermoFisher Scientific) supplemented with 10% fetal calf serum (FCS, Sigma),
100U/ml penicillin–streptomycin (ThermoFisher Scientific) and L-glutamine
(ThermoFisher Scientific); A375 and short term melanoma xenograft cultures were
maintained in DMEM supplemented with 10% FCS (Sigma) and 100U/ml
penicillin/streptomycin (ThermoFisher Scientific). All other cell lines were
cultured in RPMI supplemented with 10% FCS (Sigma) and 100U/ml
penicillin/streptomycin (ThermoFisher Scientific). IFNγ treatment was
performed over a period of 48h at a concentration of 25 ng/ml, if not indicated
otherwise.
Identification of genetic regulators
The approach as described in Brockmann et al. was
followed to identify regulators of PD-L1 abundance. Mutagenized HAP1 libraries
(starting with either wild-type cells or CMTM6-deficient HAP1 cells) were
expanded to approximately 1.5x109 cells and subsequently treated with
0.5 ng/ml IFNγ (Peprotech) for 24 hours to induce expression of PD-L1.
Subsequently, approximately 3x109 cells were dissociated using
trypsin-EDTA (Life technologies), washed with PBS and stained with FITC labelled
anti-PD-L1 antibody (BD pharmingen) at 1:20 dilution for 30’ at RT in PBS
containing 0.5% w/v bovine serum albumin (Sigma) and 0.2% w/v sodium azide
(Sigma). Subsequently, cells were washed three times with PBS containing 1% FCS
and stained with FITC labeled polyclonal goat anti-mouse Ig (BD pharmingen) at
1:100 dilution for 30’ at RT in PBS containing 0.5% w/v bovine serum
albumin (Sigma) and 0.2% w/v sodium azide (Sigma) to allow signal amplification.
Following two washes with PBS containing 1% FCS and one wash with PBS, stained
cells were passed through a 40 µm strainer (BD FalconTM) and subsequently
fixed using BD fix buffer I (BD biosciences) for 10 minutes at 37°C,
followed by a wash with PBS containing 1% FCS. Subsequently, cells were
permeabilized by suspension in cold (-20°C) BD permeabilization buffer
(BD biosciences) while vortexing, and incubated on ice for 30 minutes prior to
incubation with 100 µg/ml RNAse A (Qiagen, Germany) and 10 µg/ml
propidium iodide (Cayman Chemical) at 37°C temperature for 30 minutes.
Alternatively, cells were subjected to treatment with 3 µM 4',6-
diamidino-2-phenylindole (DAPI) for 30 minutes. Stainings were concluded by a
final wash in PBS 10% FCS. Following staining, cells were sorted on a Biorad S3
Cell sorter (Biorad) or a Moflo Asterios cell sorter (Beckman Coulter) to
collect the 1-5% of cells with the highest and lowest PD-L1 staining intensity
and 1n DNA content. Sorted cells were used for isolation of genomic DNA and
retroviral gene-trap insertion sites were retrieved, mapped and analyzed as
described in Brockmann et al. For PD-L1 it has been described
that alterations of the 3’ portion of the gene can stabilize the gene
product and lead to higher PD-L1 proteins levels11. As this was also recapitulated by our gene-trap insertion method
(gene-trap integrations into the 3’ portion of the gene resulting in
increased rather than decreased staining intensity for PD-L1), integrations in
the portion of the gene that lies downstream of exon 5 (Refseq identifier
NM_014143.3) were disregarded where indicated.
Generation of knockout cell lines
Knockout cell lines were generated using the CRISPR/Cas9 system. To
generate knockout HAP1 cells, cells were transfected with px330 vector (Addgene
#42230) encoding a gRNA for the gene of interest and a vector encoding a gRNA
for the zebrafish TIA gene (5'- ggtatgtcgggaacctctcc-3'), as well
as a P2A-blasticidin resistance cassette flanked by two TIA target sites. This
allows incorporation of the blasticidin resistance gene into the locus of
interest, resulting in a stable knockout, essentially as described29. Following blasticidin selection (10
µg/ml), resistant clones were expanded.To generate knockout A375 and 8505c cells, cells were transfected with
pLentiCRISPRv2 vector (Addgene #52961) encoding gRNAs targeting non-overlapping
regions of the CMTM6 gene 30. Following
puromycin selection (2 µg/ml, for 2 days), single cell clones were
expanded and gene disruptions were validated by sequencing and Western blot
analysis.The gRNA sequence CCGGGTCCTCCTCCGTAGTG was used to generate the A375CMTM6 knockout clone “CMTM6 KO#6” and the 8505C CMTM6 knockout
clone “CMTM6 KO#1”, the gRNA sequence TCACAATGTACTTTATGTGG was
used to generate the A375CMTM6 knockout clone “CMTM6 KO#12” and
the 8505C CMTM6 knockout clone “CMTM6 KO#3”. The gRNA sequence
ACTGCTTGTCCAGATGACTT was used to generate the A375PD-L1 KO clone and the gRNA
sequence GGAGATGGAGAGCTATGATG was used to generate all the STUB1 KO clones.
Immunoprecipitation, SDS-PAGE and Western blot analysis
Cells for Western blot analysis were seeded in 6-well plates and
cultured as described in figure legends. To harvest cell lysates, cells were
washed with PBS and lysed with RIPA buffer supplemented with freshly added
protease inhibitor cocktail (Roche). After incubation on ice for 30 minutes,
cell lysates were subjected to centrifugation at 20,000g for 15 minutes at
4°C. Supernatants were subsequently processed using Novex NuPAGE Gel
Electrophoresis Systems, according to the manufacturer’s instructions
(ThermoFisher Scientific).Cells for (co)immunoprecipitation experiments were seeded in 15-cm
dishes and cultured as described in figure legends, using 5 million cells per
immunoprecipitation reaction. Cells were washed with cold PBS buffer and lysed
in CHAPS buffer (1% CHAPS, 50 mM TRIS-HCl pH 7.5, 150 mM NaCl). For the
detection of protein ubiquitination, cells were lysed in the denaturing buffer
(50 mM Tris-HCl, 0.5 mM EDTA and 1% SDS) followed by heating at 95 °C for
10 minutes and then quenched by adding 9 volumes of quenching buffer (0.5%
Triton X-100, 20 mM Tris-HCl (pH 8.0), 137 mM NaCl, 10% glycerol, 2 mM EDTA).
Protease inhibitor cocktail (Roche) was freshly added to all buffers. Cell
lysates were incubated on a rotator for 30 minutes at 4°C, and then
centrifuged at 20,000g for 15 minute at 4°C. Supernatants were
subsequently processed using Dynabeads® Protein A or Protein G for
Immunoprecipitation (ThermoFisher Scientific), and the indicated antibodies. The
final elute was processed and Western blot analysis was performed using Novex
NuPAGE Gel Electrophoresis Systems, according to the manufacturer’s
instructions (ThermoFisher Scientific).
Pulse Chase and EndoH-PNGaseF treatment
V5-tagged PD-L1 transduced CMTM6 overexpressing A375 cells, and
V5-tagged PD-L1 transduced CMTM6 knockout A375 cells were cultured in
methionine- and cysteine-free medium for 1h at 37°C. Cells were then
pulse labeled with 0.5 mCi/ml [35S]Cys/[35S]Met
(PerkinElmer) for 1 hour. Cells were washed with PBS to remove residual
[35S]Cys/[35S]Met, and then cultured in regular medium
with extra ‘cold’ methionine and cysteine for 0, 1, 2, 3 and 6h.
Cell samples were lysed and used for immunoprecipitation with anti-V5 antibody
(ThermoFisher) immobilized on protein A or protein G coated beads
(ThermoFisher). Immunoprecipitates were either left untreated or treated with
EndoH or PNGaseF (New England Biolabs), according to the manufacturer’s
instructions.Immunoprecipitates were run on NuPAGE 4-12% gels. Gels were treated with
1M NaSalicylate pH5.6 before drying, and then analysed on Fujifilm BAS-MP
phosphor imager screens. Quantification was performed using a Fujifilm FLA-3000
phosphorimager and AIDA image analyzer software. Gels were exposed to film using
intensifier screens at -80 C.
Viral vectors
Lentiviral shRNA vectors were retrieved from the arrayed TRC human
genome-wide shRNA collection. Additional information is available at http://www.broadinstitute.org/rnai/public/clone/search using the
TRCN number. The following lentiviral shRNA vectors were used:shCMTM6-4: TRCN0000127888shCMTM6-6: TRCN0000130177shCMTM4-1: TRCN0000142717shCMTM4-2: TRCN0000142470PD-L1, PD-1, PD-L2, CMTM6, CMTM4 and PD-L1 – PD-L2 chimeras
expressing lentiviral vectors were generating by insertion of the relevant
gblock (IDT) into a pCDH-CMV-MCS-EF1-Puro (CD510B-1, System Bioscience)-derived
vector in which the puromycin resistance cassette was substituted with a
blasticidin resistance cassette. PD-L1 – PD-L2 chimeras were generated as
follow:PD-L1 – PD-L2 TM: aa 1-18 PD-L1 – DYDDDDKD – aa
19-238 PD-L1 – aa 221-242 PD-L2 – aa 263-290 PD-L1PD-L1 – PD-L2 IC: aa 1-18 PD-L1 – DYDDDDKD – aa
19-262 PD-L1 – aa 246-273 PD-L2PD-L1 – PD-L2 EC: aa 1-20 PD-L2 – DYDDDDKD – aa
21-221 PD-L2 – aa 232-290 PD-L1, in which DYDDDDKD refers to the sequence
of the FLAG epitope tag. For generation of chimeras isoform NP_054862.1 (PD-L1)
and NP_079515.2 (PD-L2) were used.V5 tagged PD-L1 was retrieved from the CCSB-Broad Lentiviral Expression
Library (#ccsbBroad304_15876). CMTM family members were ordered as individual
gblocks (IDT) coding for the different family members using Ensemble gold
transcripts ENST00000379500.6 (CMTM1), ENST00000268595.2 (CMTM2),
ENST00000361909.8 (CMTM3), ENST00000330687.8 (CMTM4), ENST00000339180.8 (CMTM5),
ENST00000205636.3 (CMTM6), ENST00000334983.9 (CMTM7), ENST00000307526.3 (CMTM8)
c terminally fused with a FLAG tag, preceded by a short AAV-linker and cloned
into the pMX-IRES-Blast vector using restriction enzymes BglII and SalI (CMTM1
and CMTM4), EcoRI and NotI (CMTM2) or BamHI and SalI (CMTM3, CMTM5, CMTM6,
CMTM7, CMTM8). The retroviral vector pBABE-puro encoding C-terminally
FLAG-tagged CMTM6 (pBp-CMTM6-FLAG) was generated by cloning a gblock for CMTM6
(ENST00000205636.3) digested with BamHI and XhoI into pBABE-puro digested with
BamHI and SalI.For production of lentiviral particles, the described plasmids were
co-transfected into HEK293T cells along with packaging plasmids (pPAX2, pVSV-G).
Two days after transfection, lentiviral supernatant was harvested and used for
transduction. Retroviral particles were produced and purified as described for
HAP1 mutagenesis, except that multiple harvests and ultracentrifugation were
omitted. Two days after transduction, cells were selected by exposing them to
blasticidin or puromycin.
Antibodies
The following antibodies were used for Western Blot analyses and
immunoprecipitations: anti-HSP90: H114 (SantaCruz), anti-CMTM6: HPA026980
(Atlas) or anti-CMTM6 monoclonal antibody directed against a peptide in the
C-terminal domain of CMTM6 generated by Absea, anti-CMTM4: HPA014704 (Atlas),
anti-PD-L1 for Western blot analysis: 405.9A11 (Cell Signaling), anti-PD-L1 for
immunoprecipitation: E1L3N (Cell Signaling), normal rabbit IgG: #2729 (Cell
Signaling), anti-FLAG tag: M2 (Sigma), anti-V5 tag: R960-25 (Thermofisher),
anti-STUB1 sc 133066(Santa Cruz), anti-Ubiquitin antibody #3933 (Cell
signaling), Goat anti-mouse IgG (H+L)- HRP conjugate (BIO-RAD), and Goat
anti-rabbit IgG (H+L)- HRP conjugate (BIO-RAD). The following antibodies were
used for flow cytometry: anti-PD-L1: M1H1 (eBioscience), anti-PD-L2: 24F.10C12
(Biolegend), anti-MHC-I: BB7.2 (BD bioscience), anti-murineTCR: H57-597 (BD
bioscience), anti-CD8: RPA-T8 (BD bioscience), anti-CD3: SK7 (eBioscience),
anti-PD-1: eBioJ105 (eBioscience), anti-IL-2: 554567 (BD bioscience). The
following antibodies were used for immunohistochemistry: anti-PD-L1: 22C3
(Dako); anti-CMTM6 monoclonal antibody directed against a peptide in the
C-terminal domain of CMTM6, was generated by Absea.
RNA isolation, first strand cDNA synthesis and qRT-PCR
Total RNA was isolated from cells using the RNeasy Mini Kit (Qiagen).
cDNA was obtained by reverse transcription using the Maxima First Strand cDNA
Synthesis Kit for RT-qPCR (ThermoFisher Scientific), according to the
manufacturer’s instructions. SensiFAST SYBR® No-ROX Kit (Bioline)
was used for RT-PCR gene expression analysis, carried out on Roche
LightCycler® 480 platform. Relative mRNA levels were normalized to GAPDH
mRNA levels.Primer sets used were as follows:CD274-F:ATTTGGAGGATGTGCCAGAGCD274-R:CCAGCACACTGAGAATCAACAGAPDH-F:AAGGTGAAGGTCGGAGTCAAGAPDH-R:AATGAAGGGGTCATTGATGG
IL-2 production assay
Human peripheral blood T cells (Sanquin) were activated and transduced
with a retroviral vector encoding the MART-I specific 1D3 TCR as described 31 and with a lentiviral vector encoding
PD-1, and MART-I TCR and PD-1 expression was validated by flow cytometry. Both
8505c (parental and CMTM6 KO) and A375 cells (parental, PD-L1 overexpressing,
and CMTM6KO PD-L1 overexpressing) were pulsed with 10 ng/ml
MART-126-35 peptide for 1 hour at 37°C. Next, 1 ×
105 transduced cells were incubated with 1 ×
105 peptide-pulsed cells or non-pulsed cells in the presence 1
μL/mL Golgiplug (BD Biosciences). After a 5-hour incubation at
37°C, cells were washed and stained with phycoerythrin (PE)-labeled anti
murineTCR beta chain, V500 labeled anti-CD8, PerCP Cy5.5 labeled anti-CD3 and
PE Cy7 labeled anti-PD-1, and analyzed for IL-2 production by intracellular
cytokine staining. Activity of T cells with different levels of PD-1 expression
was analyzed by gating on murineTCR beta chain-positive cells expressing low,
intermediate, or high levels of PD-1.
Membrane fractionation and MS analysis
Snap-frozen cell pellets were lysed by gentle homogenization in isotonic
buffers supplemented with phosphatase inhibitor (PhosSTOP, Roche) and protease
inhibitor (cOmplete mini EDTA-free, Roche). Cellular disruption of >95%
was confirmed by microscopy. Plasma membrane (F4), inner membrane (F3) and
cytosolic (F1) fractions were prepared by differential centrifugation using a
plasma membrane purification kit (Abcam, ab65400).From fractions F1, F3 and F4, 20 ug of proteins was diluted 20 times in
50mM ammonium bicarbonate, reduced in 4mM dithiothreitol (DTT), alkylated in 8mM
iodoacetamide (IAA), and digested sequentially at 37oC with 1:75 Lys C (Wako)
and 1:50 trypsin (Sigma-Aldrich) for 4 and 12 hours respectively. Digested
peptides were acidified to 0.1% formic acid (FA) and purified by strong cation
exchange (SCX) STAGE tips, using loading buffer 80% acetonitrile (ACN), 0.1% FA
and elution buffer 0.5M ammonium acetate, 20% ACN, 0.1% FA. Eluted peptides were
dried by vacuum and 4μg equivalent of peptides was analyzed in a 3hr
reverse-phase separation on the UHPLC 1290 system (Agilent) coupled to an
Orbitrap Q Exactive HF mass spectrometer (Thermo Scientific). SCX flowthrough
from cytosolic fraction (denoted F2) was analysed separately to increase
proteome coverage.
RP-nanoLC-MS/MS
Proteomics data were acquired using an UHPLC 1290 system (Agilent)
coupled to an Orbitrap Q Exactive HF spectrometer (Thermo Scientific). Peptides
were first trapped on a 2 cm x 100 μm Reprosil C18 pre-column (3
μm) and then separated on a 50 cm x 75 μm Poroshell EC-C18
analytical column (2.7 μm). Trapping was performed for 10 min in 0.1 M
acetic acid (Solvent A) and elution with 80% ACN in 0.1M acetic acid (Solvent B)
in gradients as follows: 10-40% solvent B in 155 min, 40-100% in 3min and
finally 100% for 1min. Flow was passively split to 300 nl/min. MS data were
obtained in data-dependent acquisition mode. Full scans were acquired in the m/z
range of 375-1600 at the resolution of 35,000 (m/z 400) with AGC target 3E6. Top
15 most intense precursor ions were selected for HCD fragmentation performed at
normalized collision energy (NCE) 25%, after accumulation to target value of
5E4. MS/MS acquisition was performed at a resolution of 17,500.
Database search
Raw files were processed using MaxQuant version 1.5.3.30 and searched
against the human Swissprot database (version May 2016) using Andromeda.Cysteine carbamidomethylation was set to fixed modification, while
variable modifications of methionine oxidation and protein N-terminal
acetylation, as well as up to 2 missed cleavages were allowed. False discovery
rate (FDR) was restricted to 1% in both protein and peptide identification.
Label-free quantification (LFQ) was performed with “match between
runs” enabled.
Analysis of CMTM6 RNA levels and correlation between CMTM6 and CD274 RNA
levels in TCGA samples
TCGA RNA sequencing data was downloaded from the Broad TCGA genome data
analysis center 2015-11-01 release of the standard runs (http://gdac.broadinstitute.org/runs/stddata). For projects where
data from multiple sequencing platforms is available, Illumina HiSeq data was
preferentially used. The (RSEM) normalized read count field was multiplied by
10^6 to arrive at the reported TPM expression values. Correlation
coefficients and associated unadjusted p-values between CMTM6 and CD274 were
computed per TCGA sequencing project with Pearson’s method.
Two-dimensional kernel density estimates were computed using the MASS::kde2d()
function in version 3.3.1 of the R programming language. We computed the
correlations between CMTM6 and 104 randomly selected genes (identical
between sequencing projects) to obtain a reference distribution of correlation
coefficients for CMTM6, specific for each TCGA project. The reported empirical
p-values are defined as one minus the quantile of the CMTM6 and CD274
correlation within this reference distribution.
Immunohistochemistry
Immunohistochemistry of the formalin-fixed paraffin-embedded samples was
performed on a BenchMark Ultra autostainer (Ventana Medical Systems). Briefly, 3
µm paraffin serial sections were cut, heated at 75°C for 28
minutes and deparaffinised in the instrument with EZ prep solution (Ventana
Medical Systems). Heat-induced antigen retrieval was carried out using Cell
Conditioning 1 (CC1, Ventana Medical Systems) for 48’ for PD-L1, and
64’ for CMTM6 antibodies at 95°C.PD-L1 clone 22C3 (Dako) was used at 1:40 dilution, 1 hour at room
temperature and CMTM6 clone 1D6 was used directly from hybridoma supernatant at
either 1:500 or 1:1000 dilution for tumor samples and 1:100 dilution for cell
lines, 1 hour at room temperature. Bound antibody was detected using the
OptiView DAB Detection Kit (Ventana Medical Systems). Slides were counterstained
with Hematoxylin and Bluing Reagent (Ventana Medical Systems).Patientmelanoma samples were obtained (following Institutional Review
Board approval) from the NKI-AVL pathology archive biobank and selected for
PD-L1 expression.
Statistical analysis
All student T tests were two tailed under the assumption of equal
variance between samples.
PD-L1 is regulated by IFNγ and by the UTR in HAP1
(a) Flow cytometric analysis of PD-L1 expression of
untreated HAP1 cells and HAP1 cells treated with the indicated
concentrations of IFNγ. An IFNγ concentration of 0.5 ng/ml was
chosen for the subsequent genetic screen, to allow identification of gene
integrations that either enhance or suppress PD-L1 expression. Data are
representative of three independent experiments. (b) Schematic
representation of the PD-L1 gene and of the gene trap insertions observed in
HAP1 cells sorted on the basis of either low or high PD-L1 expression. Note
the bias towards integrations within introns 5 and 6 in the PD-L1 gene in
PD-L1HI cells relative to PD-L1LOW cells,
consistent with the structural variants beyond exon 4 of PD-L1 that have
been shown to result in enhanced PD-L1 expression in a subset of adult
T-cell leukaemia, diffuse large B-cell lymphoma, and stomach cancers11. (c) Screen data as
depicted in Fig. 1, but now with PD-L1
(CD274) data plotted when either including (CD274) or excluding (CD274*)
integrations downstream of exon 5 (Refseq identifier NM_014143.3). MI,
mutation index.
RNA expression of CMTM6 in human cancers and correlation with PD-L1 mRNA
levels.
Pearson correlation coefficients are shown along with associated
unadjusted p-values. As randomly selected genes are on average also weakly
positively correlated (not shown), empirical p-values, which represent one
minus the quantile of the CMTM6 and CD274 expression correlation coefficient
among a reference distribution composed of correlation coefficients between
CMTM6 and randomly selected genes, are also depicted. Empirical p-values
smaller than .5 denote a stronger correlation between CMTM6 and CD274 than
the median observed correlation in the reference distribution. TPM,
transcript per million. ACC: adrenocortical carcinoma, BLCA: urothelial
bladder carcinoma, BRCA: breast cancer, CESC: cervical squamous cell
carcinoma, CHOL: cholangiocarcinoma, COAD: colorectal adenocarcinoma, DLBC:
diffuse large B-cell lymphoma, ESCA: esophageal cancer, GBM: glioblastoma
multiforme, HNSC: head and neck squamous, KICH: chromophobe renal cell
carcinoma, KIRC: clear cell kidney carcinoma, KIRP: papillary kidney
carcinoma, LAML: acute myeloid leukemia, LGG: lower grade glioma, LIHC:
liver hepatocellular carcinoma, LUAD: lung adenocarcinoma, LUSC: lung
squamous cell carcinoma, OV: ovarian serous cystadenocarcinoma, PAAD:
pancreatic ductal adenocarcinoma, PCPG: pheochromocytoma and paraganglioma,
PRAD: prostate adenocarcinoma, READ: rectum adenocarcinoma, SKCM: cutaneous
melanoma, STAD: stomach cancer, TGCT: testicular germ cell cancer, THCA:
papillary thyroid carcinoma, UCEC: uterine corpus endometrial carcinoma,
UCS: uterine carcinosarcoma, UVM: uveal melanoma
Regulation of PD-L1 by CMTM6 in different tumor types.
Flow cytometric analysis of PD-L1 expression of WM2664melanoma
(a), COLO679 melanoma (c), DLD1 colorectal
cancer (e), H2122non-small lung cancer (o) cells
and three short term cultures of melanoma xenografts (q), in
which cells transduced independently with two vectors expressing different
CMTM6 shRNAs are compared with cells transduced with control vector. Western
blot analysis of CMTM6 and PD-L1 expression in WM2664melanoma
(b), COLO679 melanoma (d), DLD1 colorectal
cancer (f), H2122non-small lung cancer (p) cells,
in which cells transduced independently with two vectors expressing
different CMTM6 shRNAs are compared with cells transduced with control
vector. Western blot analysis of CMTM6 and PD-L1 expression in WM2664melanoma (b), COLO679 melanoma (d), DLD1
colorectal cancer (f) and H2122non-small lung cancer
(p) cells in which cells transduced independently with two
vectors expressing different CMTM6 shRNAs are compared with cells transduced
with control vector. Flow cytometric analysis of PD-L1 expression as upon
staining with anti-PD-L1 antibody or with PD-1-Fc in 8505c thyroid cancer
(g,h), RKO colorectal cancer (i,j) and H2030
non-small lung cancer (l,m) cells and western blot analysis of
CMTM6 and PD-L1 expression in RKO colorectal cancer (k) and
H2030 non-small cell lung cancer in which cells transduced independently
with two vectors expressing different CMTM6 shRNAs are compared with cells
transduced with control vector. In all cases, cells treated with IFNγ
(25 ng/ml) or left untreated were compared. Panel g is identical to the one
depicted in Fig. 2, shown again here to
facilitate comparison. , Data are representative of three
(c-n), two (a,b,o,p) or one (q)
independent experiments and were analyzed by unpaired t-test
(a,c,e,g-m,o,q). Error bars represent s.d. of triplicates
(a,c,e,g-m,o,q). *P<0.05; **P<0.01;
***P<0.001. MFI, median fluorescence intensity; PDX, patient derived
xenograft; NSCLC, non-small cell lung cancer; CRC, colorectal cancer.
CMTM4 and CMTM6, but not other CMTM family members, are regulators of
PD-L1.
(a) Validation of CMTM6 and CMTM4 downregulation by
Western blot analysis of cells shown in Fig.
3b. (b,c) Ectopic expression of CMTM4 restores
IFNγ-induced PD-L1 expression in CMTM6-deficient cells. Two clones of
CMTM6-deficient A375 cells (‘CMTM6 KO#6’ and ‘CMTM6
KO#12’) were transduced with retroviral vectors encoding CMTM4
(‘CMTM4 OE’) or CMTM6 (‘CMTM6 OE’) individually.
After blasticidin selection, cells were cultured in the absence
(‘untreated’) or presence of 25ng/ml IFNγ for 72 hours
before analysis by flow cytometry (b), and Western blot
analysis (c). Untransduced A375 parental cells served as
controls. (d,e) Western blot analysis of expression of the
indicated CMTM family members, as determined by staining with an anti-FLAG
antibody. Two exposures of the same gel are shown. Expression of CMTM2 and 8
is not detected, and CMTM5 expression is low as compared to that of other
CMTM family members. (f) Phylogenetic analysis of the CMTM
family by CLUSTALW. CMTM6 and 4 form the two most closely related members.
In view of the lack of detectable expression/ low expression observed for
CMTM2, 8 and 5, an effect of these CMTM members on PD-L1 protein fate cannot
be excluded. However, the observation that CMTM family members 7 and 3 that
are more closely related to CMTM4 and 6 do not influence PD-L1 expression
makes this unlikely. (g) Results of the flow cytometry based
screen as shown in Fig. 1a, with the
position of all CMTM family members indicated. Data are representative of
two independent experiments (a-e). Error bars represent s.d. of
triplicates (b). *P<0.05; **P<0.01;
***P<0.001. MFI, median fluorescence intensity; KO, knockout; OE,
overexpression. MI, mutation index.
CMTM6 downregulation does not affect MHC class I and PD-L2 cell surface
levels or PD-L1 mRNA levels and regulates PD-L1 stability after egress from
the endoplasmic reticulum.
Flow cytometric analysis of MHC class I and PD-L2 expression in the
panel of cell lines tested in Fig. 2
and Extended Data Fig. 3
(a), and in BM progenitor-derived DCs (b,c) in
which cells transduced with control vector are compared with cells
transduced independently with two vectors expressing different shRNA
directed against CMTM6. For cell lines, cells treated with IFNγ (as
indicated in the other figure legends) or left untreated were compared, for
BM progenitor-derived DCs, cells treated with 500 ng/ml LPS or left
untreated were compared. (d) qPCR analyses were performed to
quantify relative mRNA levels of PD-L1 in the abovementioned tumor lines.
(e) Quantification of the experiment shown in Fig. 4c
(f) Immunoprecipitates of the same samples as used in Fig. 4c were either mock treated, treated
with EndoH, or treated with PNGaseF to examine the kinetics of protein
maturation. No relevant difference in maturation kinetics were observed
between cells overexpressing CMTM6 and CMTM6-deficient cells. Pulse chase
experiments were performed three times, once comparing CMTM6 overexpressing
and CMTM6-deficient cells (a), and twice comparing wt and
CMTM6-deficient cells. Other data are representative of at least two
independent experiments. MFI, median fluorescence intensity; BM, bone
marrow; DC, dendritic cell; KO, knockout; OE, overexpression; EndoH,
endoglycosidase H; PNGaseF, peptide-N-glycosidase F..
Specificity and membrane localization of CMTM6, and co-localization with
PD-L1 in human tumors.
(a), Membrane-fractionated proteome of 8505C and RKO
cells. CMTM6 and PD-L1 were detected by LC-MS/MS predominantly from the
plasma membrane fractions. Label-free quantification (LFQ) performed by
intensity-based normalization of 4 fractions together across different cell
lines is depicted. (b) A375 parental cells, CMTM6 KO or CMTM6
overexpressing cells were fixed and formalin embedded, and stained for CMTM6
with a monoclonal antibody (1D6) generated against a peptide from the
C-terminal domain of CMTM6. Analysis shows mainly membranous stain, as
indicated by the arrowheads. (c) Sequential slides from lymph
node and subcutaneous metastases from 3 melanomapatients were stained for
PD-L1 (left) or for CMTM6 (right), showing frequent localization of PD-L1
within CMTM6 positive areas. In total, samples from 9 melanomapatients and
5 PD-L1 positive lung cancer samples were analyzed. OE, overexpression; KO,
knockout.
Interactions between CMTM6, PD-L1, and CMTM4, and effect of CMTM6 on
PD-L1 stability.
(a) A375 parental cells, CMTM6-deficient cells,
PD-L1-deficient cells, and cells ectopically expressing CMTM6 or PD-L1, were
cultured in the absence or presence of 25ng/ml IFNγ for 48 hours
before preparation of cell lysates. Immunoprecipitation was performed using
a CMTM6-specific antibody immobilized on protein A coated beads.
Immunoprecipitates and whole cell lysate were subjected to SDS-PAGE and
immunoblotted for CMTM6 and PD-L1. Two exposures of the same western blot
are shown. Arrows indicate PD-L1 bands. (b) parental 8505C
cells and CMTM6-deficient 8505C cells were cultured in the absence or
presence of 50ng/ml IFNγ for 72 hours before preparation of cell
lysates. Immunoprecipitation was performed using CMTM6- or PD-L1-specific
antibodies immobilized on protein A coated beads. Immunoprecipitates and
whole cell lysates were subjected to SDS-PAGE and immunoblotted for CMTM6
and PD-L1. Two exposures of the same western blot are shown. Normal IgG
served as control. Arrows indicate PD-L1 bands. (c, d) Parental
and CMTM6 knockout RKO cells (c) and (d) 8505c
cells were lysed and immunoprecipitation was performed using antibodies
immobilized on protein G coated beads as indicated. Immunoprecipitates and
whole cell lysates were subjected to SDS-PAGE, and Western blot analysis of
CMTM4 and PD-L1 was carried out. Two exposures of the same Western blots are
shown. Arrows indicate CMTM4. Data are representative of three independent
experiments. KO, knockout; OE, overexpression.
Aspects of PD-L1 regulation by CMTM6 and STUB1.
(a) V5-tagged PD-L1 was introduced into parental,
CMTM6-overexpressing and CMTM6-deficient A375 cells. Cell lysates were
denatured and then subjected to immunoprecipitation with anti-V5 antibody
immobilized on protein G-coated beads. Immunoprecipitates were then analyzed
by immunoblotting with anti-V5 antibody as a control for the experiments
shown in Fig. 4e. Results of the
FACS-based genetic screens in CMTM6 expressing and CMTM6 deficient HAP1
cells as shown in Fig. 1a
(b) and in Fig. 3a
(c), with the position of STUB1 indicated. (d)
Relative expression of PD-L1, PD-L2 and the indicated PD-L1 – PD-L2
chimeric proteins in CMTM6 KD A375 cells as compared to matched control.
Chimeras were detected with an anti PD-L1 or an anti PD-L2 antibody.
(e) Schematic overview of the chimeric proteins analyzed.
(f,g) 293Thumanembryonic kidney cells were co-transfected
with a vector encoding either PD-L1, PD-L2 or the indicated chimeric
protein, together with a vector encoding CMTM6. Cell lysates were denatured
and subjected to immunoprecipitation with anti-flag antibody immobilized on
protein G-coated beads. Lysates and immunoprecipitates were then analyzed by
immunoblotting with the indicated antibodies. Data are representative of
three (a,d), one (f) or two (g)
independent experiments. Error bars represent s.d. of triplicates. MFI,
median fluorescence intensity; KO, knockout; OE, overexpression; TM,
transmembrane; IC, intracellular; EC, extracellular.
Orientation mapping of CMTM6.
(a) Predicted domain topology of CMTM6 according to
TMHMM Server v. 2.0 (http://www.cbs.dtu.dk/services/TMHMM/). (b,c)
A375 cells were transduced with C- or N-terminal HA epitope tagged CMTM6. HA
staining was performed in both live cells and fixed and permeabilized cells
followed by flow cytometry analysis and quantified in (c). MFI,
median fluorescence intensity.
Selectivity of CMTM6 and CMTM6 loss alleviates PD-L1-mediated T cell
suppression.
(a) Comparative membrane-fractionated mass spectrometry
of CMTM6 proficient or deficient RKO cells. 4 wild type and 4 CMTM6 KO RKO
clones were analyzed by LC-MS/MS and differential protein abundance is shown
in a volcano plot. (b) Table indicating proteins found up- or
down-regulated upon CMTM6 removal in both 8505c and RKO. Flow cytometric
(c) and Western blot (d) analysis of CMTM6 and
PD-L1 expression in parental A375 or CMTM6 deficient A375 clones in which
PD-L1 is ectopically expressed by lentiviral transduction. (e).
Primary human T cells were transduced with the MART-1 specific 1D3 TCR31 and PD-1. Transduced T cells were
co-cultured with unloaded or MART-1 peptide loaded PD-L1-overexpressing A375
cells (‘Parental + PD-L1 OE’), parental A375 cells
(‘Parental’), or CMTM6-deficient A375 cells that overexpressed
PD-L1 (‘CMTM6 KO+PD-L1 OE’). IL-2 production in T cells that
expressed high, intermediate, or low levels of PD-1
(‘PD-1HI’, ‘PD-1INTER’
or ‘PD-1LOW’) were analyzed by flow cytometry.
Untransduced A375 cells (‘Parental’) served as controls. Data
are representative of three independent experiments and were analyzed by
unpaired t-test (c). Error bars represent s.d. of triplicates.
*P<0.05; **P<0.01; ***P<0.001. KO, knockout; OE,
overexpression; TM, transmembrane; PM, plasma membrane.
Authors: Roy S Herbst; Jean-Charles Soria; Marcin Kowanetz; Gregg D Fine; Omid Hamid; Michael S Gordon; Jeffery A Sosman; David F McDermott; John D Powderly; Scott N Gettinger; Holbrook E K Kohrt; Leora Horn; Donald P Lawrence; Sandra Rost; Maya Leabman; Yuanyuan Xiao; Ahmad Mokatrin; Hartmut Koeppen; Priti S Hegde; Ira Mellman; Daniel S Chen; F Stephen Hodi Journal: Nature Date: 2014-11-27 Impact factor: 49.962
Authors: Suzanne L Topalian; F Stephen Hodi; Julie R Brahmer; Scott N Gettinger; David C Smith; David F McDermott; John D Powderly; Richard D Carvajal; Jeffrey A Sosman; Michael B Atkins; Philip D Leming; David R Spigel; Scott J Antonia; Leora Horn; Charles G Drake; Drew M Pardoll; Lieping Chen; William H Sharfman; Robert A Anders; Janis M Taube; Tracee L McMiller; Haiying Xu; Alan J Korman; Maria Jure-Kunkel; Shruti Agrawal; Daniel McDonald; Georgia D Kollia; Ashok Gupta; Jon M Wigginton; Mario Sznol Journal: N Engl J Med Date: 2012-06-02 Impact factor: 91.245
Authors: Paul T Nghiem; Shailender Bhatia; Evan J Lipson; Ragini R Kudchadkar; Natalie J Miller; Lakshmanan Annamalai; Sneha Berry; Elliot K Chartash; Adil Daud; Steven P Fling; Philip A Friedlander; Harriet M Kluger; Holbrook E Kohrt; Lisa Lundgren; Kim Margolin; Alan Mitchell; Thomas Olencki; Drew M Pardoll; Sunil A Reddy; Erica M Shantha; William H Sharfman; Elad Sharon; Lynn R Shemanski; Michi M Shinohara; Joel C Sunshine; Janis M Taube; John A Thompson; Steven M Townson; Jennifer H Yearley; Suzanne L Topalian; Martin A Cheever Journal: N Engl J Med Date: 2016-04-19 Impact factor: 91.245
Authors: Annelies Jorritsma; Raquel Gomez-Eerland; Maarten Dokter; Willeke van de Kasteele; Yvonne M Zoet; Ilias I N Doxiadis; Nathalie Rufer; Pedro Romero; Richard A Morgan; Ton N M Schumacher; John B A G Haanen Journal: Blood Date: 2007-07-27 Impact factor: 22.113
Authors: Kristel Kemper; Oscar Krijgsman; Paulien Cornelissen-Steijger; Aida Shahrabi; Fleur Weeber; Ji-Ying Song; Thomas Kuilman; Daniel J Vis; Lodewyk F Wessels; Emile E Voest; Ton Nm Schumacher; Christian U Blank; David J Adams; John B Haanen; Daniel S Peeper Journal: EMBO Mol Med Date: 2015-09 Impact factor: 12.137
Authors: Jan E Carette; Carla P Guimaraes; Malini Varadarajan; Annie S Park; Irene Wuethrich; Alzbeta Godarova; Maciej Kotecki; Brent H Cochran; Eric Spooner; Hidde L Ploegh; Thijn R Brummelkamp Journal: Science Date: 2009-11-27 Impact factor: 63.714
Authors: Daniel H Lackner; Alexia Carré; Paloma M Guzzardo; Carina Banning; Ramu Mangena; Tom Henley; Sarah Oberndorfer; Bianca V Gapp; Sebastian M B Nijman; Thijn R Brummelkamp; Tilmann Bürckstümmer Journal: Nat Commun Date: 2015-12-17 Impact factor: 14.919
Authors: Samantha L Smith; Philippa R Kennedy; Kevin B Stacey; Jonathan D Worboys; Annie Yarwood; Seungmae Seo; Everardo Hegewisch Solloa; Brandon Mistretta; Sujash S Chatterjee; Preethi Gunaratne; Kimaada Allette; Ying-Chih Wang; Melissa Laird Smith; Robert Sebra; Emily M Mace; Amir Horowitz; Wendy Thomson; Paul Martin; Steve Eyre; Daniel M Davis Journal: Blood Adv Date: 2020-04-14
Authors: Alessandro Prestipino; Alica J Emhardt; Konrad Aumann; David O'Sullivan; Sivahari P Gorantla; Sandra Duquesne; Wolfgang Melchinger; Lukas Braun; Slavica Vuckovic; Melanie Boerries; Hauke Busch; Sebastian Halbach; Sandra Pennisi; Teresa Poggio; Petya Apostolova; Pia Veratti; Michael Hettich; Gabriele Niedermann; Mark Bartholomä; Khalid Shoumariyeh; Jonas S Jutzi; Julius Wehrle; Christine Dierks; Heiko Becker; Annette Schmitt-Graeff; Marie Follo; Dietmar Pfeifer; Jan Rohr; Sebastian Fuchs; Stephan Ehl; Frederike A Hartl; Susana Minguet; Cornelius Miething; Florian H Heidel; Nicolaus Kröger; Ioanna Triviai; Tilman Brummer; Jürgen Finke; Anna L Illert; Eliana Ruggiero; Chiara Bonini; Justus Duyster; Heike L Pahl; Steven W Lane; Geoffrey R Hill; Bruce R Blazar; Nikolas von Bubnoff; Erika L Pearce; Robert Zeiser Journal: Sci Transl Med Date: 2018-02-21 Impact factor: 17.956
Authors: Nick van Dijk; Samuel A Funt; Christian U Blank; Thomas Powles; Jonathan E Rosenberg; Michiel S van der Heijden Journal: Eur Urol Date: 2018-09-28 Impact factor: 20.096
Authors: Dhiraj Kumar; Ala Lisok; Elyes Dahmane; Matthew McCoy; Sagar Shelake; Samit Chatterjee; Viola Allaj; Polina Sysa-Shah; Bryan Wharram; Wojciech G Lesniak; Ellen Tully; Edward Gabrielson; Elizabeth M Jaffee; John T Poirier; Charles M Rudin; Jogarao Vs Gobburu; Martin G Pomper; Sridhar Nimmagadda Journal: J Clin Invest Date: 2019-01-07 Impact factor: 14.808