| Literature DB >> 28898696 |
Yannick Boege1, Mohsen Malehmir1, Marc E Healy1, Kira Bettermann2, Anna Lorentzen3, Mihael Vucur4, Akshay K Ahuja5, Friederike Böhm1, Joachim C Mertens6, Yutaka Shimizu7, Lukas Frick1, Caroline Remouchamps8, Karun Mutreja5, Thilo Kähne9, Devakumar Sundaravinayagam10, Monika J Wolf1, Hubert Rehrauer11, Christiane Koppe4, Tobias Speicher12, Susagna Padrissa-Altés12, Renaud Maire1, Jörn M Schattenberg13, Ju-Seong Jeong14, Lei Liu15, Stefan Zwirner16, Regina Boger17, Norbert Hüser15, Roger J Davis18, Beat Müllhaupt6, Holger Moch1, Henning Schulze-Bergkamen17, Pierre-Alain Clavien19, Sabine Werner12, Lubor Borsig20, Sanjiv A Luther21, Philipp J Jost22, Ricardo Weinlich23, Kristian Unger24, Axel Behrens25, Laura Hillert2, Christopher Dillon23, Michela Di Virgilio10, David Wallach14, Emmanuel Dejardin8, Lars Zender16, Michael Naumann9, Henning Walczak7, Douglas R Green23, Massimo Lopes5, Inna Lavrik2, Tom Luedde4, Mathias Heikenwalder26, Achim Weber27.
Abstract
Concomitant hepatocyte apoptosis and regeneration is a hallmark of chronic liver diseases (CLDs) predisposing to hepatocellular carcinoma (HCC). Here, we mechanistically link caspase-8-dependent apoptosis to HCC development via proliferation- and replication-associated DNA damage. Proliferation-associated replication stress, DNA damage, and genetic instability are detectable in CLDs before any neoplastic changes occur. Accumulated levels of hepatocyte apoptosis determine and predict subsequent hepatocarcinogenesis. Proliferation-associated DNA damage is sensed by a complex comprising caspase-8, FADD, c-FLIP, and a kinase-dependent function of RIPK1. This platform requires a non-apoptotic function of caspase-8, but no caspase-3 or caspase-8 cleavage. It may represent a DNA damage-sensing mechanism in hepatocytes that can act via JNK and subsequent phosphorylation of the histone variant H2AX.Entities:
Keywords: DNA damage response; apoptosis; hepatocellular carcinoma; liver; replication stress
Mesh:
Substances:
Year: 2017 PMID: 28898696 PMCID: PMC5598544 DOI: 10.1016/j.ccell.2017.08.010
Source DB: PubMed Journal: Cancer Cell ISSN: 1535-6108 Impact factor: 31.743
Figure 1DNA Damage and Genetic Instability CLDs Preceding Neoplastic Lesions and HCC
(A) Apoptosis (cl.Casp3), proliferation (Ki67), and DNA damage (γH2AX) in human CLDs of different etiology (viral hepatitis: hepatitis B virus [HBV] and [HCV], metabolic [NASH], and autoimmune [AIH] diseases). Arrowheads indicate cells with positive IHC staining. Scale bars, 100 μm.
(B) TaqMan copy number assay for allelic imbalances (AI). Each square represents one area of microdissected tissue, lines indicate different areas of the same liver (red, AI; black, no AI; NT, non-tumor CLD tissue).
(C) Fragment length analysis (loci DS31263 and DS31289) in CLD tissues. Arrowheads indicate changes in fragment length distribution.
(D) Serum ALT levels in CLDs (n = 4 HBV, n = 8 HCV, n = 4 NASH, and n = 4 AIH).
(E and F) Serum ALT levels in patients with HCC versus without HCC of the same cohort (n = 13 in both groups). (E) Time course 6 years prior to diagnosis and (F) mean of ALT values over time.
In (D), (E), and (F), data are presented as mean ± SEM. Statistical significance was calculated using Fisher's exact test (B), ANOVA with Bonferroni correction (D), or Student's t test (E and F). ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. See also Figure S1.
Figure 2Risk of HCC Development Correlates with Apoptosis and DNA Damage in Mcl-1Δhep Mice
(A) Livers from 12-month-old mice. Arrowheads indicate a tumor. Scale bar, 1 cm.
(B) Serum ALT levels throughout life time of wild-type mice, Mcl-1Δhep mice that developed HCC at 12 months (n = 12), and Mcl-1Δhep mice that did not.
(C) Serum ALT levels at 2 months (n = 8 animals per group).
(D) Hepatocyte death rates (n = 20).
(E) Correlation of ALT levels with hepatocytes apoptosis (n = 15).
(F) Hepatocyte mitosis (upper square and insert), apoptosis (lower square and insert), and signs of DNA damage (γH2AX, black arrow) in livers of Mcl-1Δhep mice. Scale bars, 50 μm.
(G) γH2AX+ hepatocytes per high-power field (HPF) in wild-type (n = 7) and Mcl-1Δhep mice (n = 12).
(H) Correlation of ALT levels with the number of γH2AX+ hepatocytes (n = 11).
(I) Pie chart displaying the percentage of genes at least 2-fold upregulated in Mcl-1Δhep mice and clustered according to KEGG pathway database analysis.
(J) Gene set enrichment analysis comparing all differentially regulated genes from Mcl-1Δhep mice with various gene sets. NES, normalized enrichment score.
In (B) and (C), data are presented as mean ± SEM. In (G), the bar indicates the mean. Statistical significance was calculated using Student's t test (B and G), ANOVA with Bonferroni correction (C). ∗p < 0.05. See also Figure S2.
Figure 3Reduced Apoptosis, Proliferation, and Tumor Development in Mcl-1Δhep/TNFR1−/− Mice
(A) AST and ALT levels from 2-month-old Mcl-1Δhep (n = 16), Mcl-1/TNFR1−/− (n = 10), and wild-type (n = 8) mice.
(B) Staining and quantification for H&E, cl.Casp3, and Ki67 in 2-month-old wild-type, Mcl-1Δhep/TNFR1−/−, and Mcl-1Δhep mice. Arrowheads indicate cells with positive IHC staining. Scale bars, 100 μm.
(C) Macroscopy, H&E, and collagen IV staining of livers at 12 months of age. The arrowhead indicates a tumor. Scale bars, 100 μm.
(D) Tumor development after 12 months in Mcl-1Δhep mice (n = 44) compared with Mcl-1Δhep/TNFR1−/− mice (n = 39).
(E) Retrospective analysis of tumor development and correlation to ALT levels in the serum of 2-month-old mice (n = 11 Mcl-1Δhep/TNFR1−/− mice without HCC, n = 5 with HCC).
In (A), (B), (D), and (E), data are presented as mean ± SEM. Statistical significance was calculated using Student's t test (A and B), ANOVA with Bonferroni correction (E), or Fisher's exact test (D). ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001; n.s., not significant. See also Figures S3 and S4.
Figure 4Reduced DNA Damage And Genetic Instability in Mcl-1Δhep/TNFR1−/− and TAK1/Casp8Δhep Mice and Intercrossings
(A) Staining for γH2AX (black) and cleaved Casp3 (red), double-positive hepatocytes (black/red arrows). Scale bar, 50 μm.
(B) IF staining for γH2AX and Ki67 in wild-type, Mcl-1Δhep, and Mcl-1Δhep/TNFR1−/− mice, as well as TAK1Δhep, TAK1/Casp8Δhep, and TAK1Δhep/RIPK3−/− mice. Arrowheads indicate cells with positive IF staining. Scale bar, 10 μm.
(C) Quantification of Ki67+ and Ki67+/γH2AX+ hepatocytes (n = 4 mice per group, n = 5 for Mcl-1Δhep mice).
(D) Rate of AI in wild-type, Mcl-1Δhep, and Mcl-1Δhep/TNFR1−/− mice, TAK1Δhep, TAK1Δhep/RIPK3−/−, and TAK1/Casp8Δhep mice (TaqMan copy number assay, each square represents one area of microdissected liver tissue, lines indicate different areas of the same liver; red, AI; black, no AI). Mcl-1Δhep mice and intercrossings at 2 months; TAK1Δhep mice and intercrossings at 6 weeks of age.
In (C), data are presented as mean ± SEM. Statistical significance was calculated using ANOVA with Bonferroni correction (C), or Fisher's exact test (D). ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. See also Figure S5.
Figure 5Detection of Proliferation-Associated DNA Damage after PHX Is Impaired in Casp8Δhep Mice
(A–C) Western blot analysis of whole-liver lysates (A), immunostainings (B), and quantification of γH2AX+ hepatocytes 0, 6, 24, and 48 hr post-PHX (C). Scale bar, 50 μm.
(D and E) BrdU incorporation combined with γH2AX staining (n = 4). Scale bar, 10 μm.
(F and G) PFGE with densitometric quantification to visualize DNA DSB in livers of wild-type mice after PHX (n = 3).
(H and I) IF staining (H) and quantification of Ki67+/γH2AX+ hepatocytes in wild-type, TNFR1/2−/−, RIPK3−/−, and Casp8Δhep mice (I). Arrowheads indicate cells with positive IF staining. Scale bar, 10 μm.
(J and K) PFGE with densitometric quantification to visualize DNA DSB in livers of Casp8Δhep mice after PHX.
In (C), bar represents mean. In (E), (G), (I), and (K) data are presented as mean ± SEM. In (G), bar indicates the mean. Statistical significance was calculated using ANOVA with Bonferroni correction (C and I) or Student's t test (E, G, and K). ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001; n.s., not significant. Irrelevant bands were omitted from gels (F and J). Areas in which lanes were omitted are indicated by white space between lanes. See also Figure S6.
Figure 6Caspase-8, RIPK1, FADD, and c-FLIP Are Crucial for Phosphorylation of H2AX in Hepatocytes upon Doxorubicin Treatment
(A) IF for γH2AX in untreated wild-type mice and wild-type, Casp8Δhep, and QVD-OPH-treated wild-type mice following doxorubicin treatment. Arrow heads illustrate γH2AX+ foci in nuclei. Scale bar, 10 μm.
(B) PFGE on livers of doxorubicin-treated mice.
(C) γH2AX staining of doxorubicin-treated wild-type and caspase-8 D387-mutant mice. Scale bar, 50 μm.
(D) γH2AX IF staining 12 hr post-doxorubicin-induced DNA damage in hepatocytes of Casp8−/−/RIPK3−/− mice (n = 5), RIPK3−/− mice (n = 4), RIPK1KD mice (n = 9), RIPK1−/−RIPK3−/−FADD−/− (labeled as R1−/−R3−/−FADD−/−, n = 2), RIPK1+/−RIPK3−/−FADD−/− (labeled as R1+/−R3−/−FADD−/−, n = 2), c-FLIPΔhep (n = 6), and TNFR1/2−/− mice (n = 6). Arrowheads illustrate γH2AX+ foci in nuclei. Scale bar, 10 μm.
(E) Quantification of IF stainings (A and D).
(F) Immunoprecipitation with anti-caspase-8 antibody (upper panel) and immunoblotting of lysates (lower panel), 0–24 hr after doxorubicin (5 μM) treatment. Red box: RIPK1, FADD, and caspase-8 interaction at 1 hr; blue boxes: low-level activation of apoptosis starting at 4 hr post-treatment. (The signal visible in the t = 0 column, cl.PARP lane, does not originate from cl.PARP, but from a lower unspecific band.) Control cells treated for 1 hr with CD95L/FasL (B, beads; L, lysates).
(G) Immunoblotting of lysates, 0–24 hr after doxorubicin (5 μM) treatment looking at levels of total and cl.PARP, blue boxes (F and G): low-level activation of apoptosis starting at 4 hr post-treatment.
(H) Levels of LUBAC (HOIP, HOIL-1, and SHARPIN), cIAP1, cIAP2, and XIAP in U2OS cells at 15 min (red box) post-doxorubicin stimulation (5 μM).
(I) Subcellular fractionation of U2OS cells.
(J) RIPK1 and γH2AX IF staining in U2OS cells after doxorubicin treatment. The arrowhead indicates colocalizing signals. Scale bar, 10 μm.
Statistical significance was calculated using ANOVA with Bonferroni correction (E). ∗∗∗p < 0.001. Irrelevant bands were omitted from gels (B). Areas in which lanes were omitted are indicated by white space between lanes. See also Figure S7.
Figure 7JNK Is a Downstream Mediator of Caspase-8-, c-FLIP-, and RIPK1-Dependent Phosphorylation of H2AX In Vivo and In Vitro
(A) Immunohistochemistry for pCHK1, pCHK2, and pcJUN in livers after doxorubicin treatment. Arrowheads indicate pcJUN-positive nuclei. Scale bar, 50 μm.
(B) γH2AX and pJNK co-stainings of livers 12 hr post-doxorubicin treatment. Merged: overlay of DAPI, γH2AX, and pJNK staining. Arrowheads indicate IF signals for γH2AX (green), pJNK (red), or overlapping signals of both (yellow). Scale bar, 10 μm.
(C and D) IF stainings (C) and quantification for γH2AX in wild-type and JNK1/2-deficient hepatocytes 12 hr post-doxorubicin treatment (D). Arrowheads indicate IF signals for γH2AX. Scale bar, 10 μm.
(E) Analysis of DDR signaling by western blotting of lysates from doxorubicin-treated caspase-8 knockdown cells, JNK inhibitor (SP600125) and ATM inhibitor (KU-55933) pre-treated control cells (U2OS). Red boxes: differences in γH2AX and pJNK activation post-doxorubicin treatment between control cells and lentiviral caspase-8 knockdown and JNK inhibitor treated cells. Statistical analysis was corrected for three tests using the Bonferroni method. See also Figure S8.
Figure 8Evidence for JNK-Dependent DDR in Human Regenerating Livers and Caspase-8 in Human HCC
(A) γH2AX and pJNK co-stainings demonstrating JNK-dependent phosphorylation of H2AX in liver tissue of CLD patients or the left lobe of patients after (right) portal vein ligation and liver transection (PVL/LT). Arrowheads indicate IF signals for γH2AX (green), pJNK (red), or overlapping signals of both (yellow). Scale bar, 10 μm.
(B) Overall survival of HCC patients depending on HCC caspase-8 expression level (
(C) Overall survival of HCC patients depending on HCC caspase-8 methylation status (n = 358 patients, TCGA cohort, log rank test).
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Anti-RIP3 (phospho S227) antibody | Abcam | Cat# ab209384 |
| Anti-c-Jun Rabbit polyclonal Antibody | Abcam | Cat# ab31367; RRID: |
| Purified Mouse Anti-RIP Antibody (38/RIP) (Immunofluorescent imaging) | BD Biosciences | Cat# 610459; RRID: |
| Phospho Histone H2A.X (ser139) (20E3) Rabbit mAb | Cell Signaling Technologies | Cat# 9718; RRID: |
| RIP (D94C12) XP Rabbit Mab | Cell Signaling Technology | Cat# 3493; RRID: |
| Anti-Caspase-3 antibody | Cell Signaling Technology | Cat# 9662; RRID: |
| Phospho-p53 (Ser15) (D4S1H) Rabbit mAb | Cell Signaling Technology | Cat# 12571 |
| GAPDH (D16H11) XP Rabbit mAb | Cell Signaling Technology | Cat# 5174; RRID: |
| PCNA (PC10) Mouse mAb | Cell Signaling Technology | Cat# 2586; RRID: |
| Phospho-ATM (Ser1981) (D6H9) Rabbit mAb | Cell Signaling Technology | Cat# 5883; RRID: |
| Phospho-Chk1 (Ser345) (133D3) Rabbit mAb | Cell Signaling Technology | Cat# 2348; RRID: |
| Phospho-SAPK/JNK (Thr183/Tyr185) Antibody | Cell Signaling Technology | Cat# 9251; RRID: |
| Phospho-Chk2 (Thr68) Antibody | Cell Signaling Technology | Cat# 2661; RRID: |
| Phospho-ATR (Ser428) Antibody | Cell Signaling Technology | Cat# 2853; RRID: |
| Phospho-BRCA1 (Ser1524) Antibody | Cell Signaling Technology | Cat# 9009; RRID: |
| Cleaved Caspase-3 (Asp175) (5A1E) Rabbit mAb | Cell Signaling Technology | Cat# 9664; RRID: |
| Cleaved Caspase-8 (Asp387) (D5B2) XP Rabbit mAb | Cell Signaling Technology | Cat# 8592 |
| RIP (D94C12) XP Rabbit mAb | Cell Signaling Technology | Cat# 3493; RRID: |
| Cleaved Caspase-1 (Asp296) Antibody | Cell Signaling Technology | Cat# 67314 |
| Phospho-p38 MAPK (Thr180/Tyr182) (D3F9) XP Rabbit mAb | Cell Signaling Technology | Cat# 4511; RRID: |
| p38 MAPK (D13E1) XP Rabbit mAb | Cell Signaling Technology | Cat# 8690; RRID: |
| c-IAP1 Rabbit polyclonal Antibody | Cell Signaling Technology | Cat# 4952; RRID: |
| c-IAP2 (58C7) Rabbit mAb | Cell Signaling Technology | Cat# 3130; RRID: |
| XIAP Rabbit polyclonal Antibody | Cell Signaling Technology | Cat# 2042; RRID: |
| PARP Rabbit polyclonal Antibody | Cell Signaling Technology | Cat# 9542; RRID: |
| Caspase-8 Rabbit polyclonal Antibody | Cell Signaling Technology | Cat# 4927; RRID: |
| Alexa Fluor 488 Goat anti-Rat IgG (Immunofluorescent imaging) | Life Technologies | Cat# A11006; RRID: |
| Alexa Fluor 546 Goat anti-Rabbit (Immunofluorescent imaging) | Life Technologies | Cat# A11010; RRID: |
| Goat anti-Mouse IgG Alexa Fluor 488 (Immunofluorescent imaging) | Life Technologies | Cat# A11029; RRID: |
| NA19L Anti-replication Protein A (Ab-3) Mouse mAb (RPA34-20) | Merck (Calbiochem) | Cat# NA19L; RRID: |
| Ki-67 (SP6) Rabbit mAb | Neomarkers / Lab vision Corporation | Cat# RM9106; RRID: |
| Cleaved caspase-8 Rabbit polyclonal Antibody | Novus Biologicals | Cat# NB100-56116; RRID: |
| Chk1 [p Ser317] Rabbit polyclonal Antibody | Novus Biologicals | Cat# NB100-92499; RRID: |
| p-Chk2 [p Thr68] Rabbit polyclonal Antibody | Novus Biologicals | Cat# NB100-92502; RRID: |
| gamma H2AX [p Ser139] Rabbit polyclonal Antibody (Immunofluorescent imaging) | Novus Biologicals | Cat# NB100-2280; RRID: |
| gamma H2AX (p Ser139) Rabbit polyclonal Antibody | Novus Biologicals | Cat# NB100-384; RRID: |
| SHARPIN Rabbit polyclonal Antibody | Proteintech | Cat# 14626-1-AP; RRID: |
| Caspase-8 p18 Antibody (H-134) | Santa Cruz Biotechnology | Cat# sc-7890; RRID: |
| p-c-Jun Goat polyclonal Antibody (Ser 63/73) | Santa Cruz Biotechnology | Cat# sc-16312; RRID: |
| p-Akt1/2/3 Rabbit polyclonal Antibody (Ser 473) | Santa Cruz Biotechnology | Cat# sc-7985-R; RRID: |
| Akt1/2 Goat polyclonal Antibody (N-19) | Santa Cruz Biotechnology | Cat# sc-1619; RRID: |
| 53BP1 Rabbit polyclonal Antibody (H-300) (Immunofluorescent imaging) | Santa Cruz Biotechnology | Cat# sc-22760; RRID: |
| Human HOIP/RNF31 Antibody | R&D Systems | Cat# AF8039 |
| Anti-BrdU antibody, Mouse Monoclonal (clone BU-33) | Sigma-Aldrich | Cat# B8434; RRID: |
| Anti-actin N terminal antibody | Sigma Aldrich | Cat# A2103; RRID: |
| Anti-ATM Mouse mAb | Sigma-Aldrich | Cat# A1106; RRID: |
| C15 (anti-caspase 8) | Prof. Peter H Krammer (DKFZ, Heidelberg) | N/A |
| 1C4 (anti-FADD) | Prof. Peter H Krammer (DKFZ, Heidelberg) | N/A |
| Human HOIL-1 Antibody | Prepared in house | |
| lentiviral particles for caspase-8 | Santa Cruz | Cat# sc-29930-V |
| lentiviral particles for control | Santa Cruz | Cat# sc-108080 |
| Liver tissue from mice after Vitamin E diet | This paper | N/A |
| Liver tissue from mice after BHA diet | This paper | N/A |
| Liver tissue from mice after two-third partial hepatectomy | N/A | |
| Liver Tissue from mice after LPS/D-Gal treatment | This paper | N/A |
| Liver tissue from mice after Doxorubicin treatment | This paper | N/A |
| Liver tissue from various mutant mice and intercrossings | N/A | |
| Doxorubicin | Sigma-Aldrich | Cat# D1515 |
| DMSO | Sigma-Aldrich | Cat# 276855 |
| Q-VD-OPH | Sigma-Aldrich | Cat# SML0063 |
| Necrostatin1 | Sigma-Aldrich | Cat# N9037 |
| D-(+)-Galactosamine | Sigma-Aldrich | Cat# G0500 |
| Lipopolysaccharide | Sigma-Aldrich | Cat# F3665 |
| Buprenorphine | MSD Sharp & Dohme GmbH | NDC 12496-0757-5 |
| DAPI | Life | Cat# D1306 |
| Puromycin (CAS 53-79-2) | Santa Cruz | Cat# sc-205821 |
| Caspase 8 inhibitor (Z-IETD-FMK) | Selleckchem | Cat# S7314 |
| ATM kinase inhibitor Ku-55933 | Selleckchem | Cat# S1092 |
| JNK inhibitor SP600125 | Selleckchem | Cat# S1460 |
| Caspase 1 inhibitor (YVAD-CMK) | Merck (Calbiochem) | Cat# 400012 |
| LIVE/DEAD Fixable Dead Cell Stain Kit | Invitrogen | Cat# L23102 |
| RNeasy Mini Kit | Qiagen | Cat# 74106 |
| Quantitect Reverse | Qiagen | Cat# 205313 |
| Fast Start SYBR Green Master Rox | Roche | Cat# 04913850001 |
| TaqMan™ Copy Number Assays | Thermo Fisher | Cat# 4400291 |
| Human Wwox | Thermo Fisher | Cat# 4400291 |
| Human Spata22 | Thermo Fisher | Cat# 4400291 |
| Human Fhit | Thermo Fisher | Cat# 4400291 |
| Human Fgfr1 | Thermo Fisher | Cat# 4400291 |
| Human Fgr | Thermo Fisher | Cat# 4400291 |
| Murine Wwox | Thermo Fisher | Cat# 4400291 |
| Murine Spata22 | Thermo Fisher | Cat# 4400291 |
| Murine Fhit | Thermo Fisher | Cat# 4400291 |
| Murine Fgfr1 | Thermo Fisher | Cat# 4400291 |
| Murine Fgr | Thermo Fisher | Cat# 4400291 |
| Mouse DNA | Agilent | Cat# G4122F |
| Mouse RNA expression data | This paper | The accession number for the data reported in this paper is: |
| Datasets for Gene Set Enrichment Analysis (GSEA) | Molecular Signatures Database | |
| Clinical and RNA sequencing data from human HCC | The Cancer Genome Atlas (TCGA) | |
| Methylation data from human HCC | TCGA, via cBioPortal | |
| U2OS | Massimo Lopes | N/A |
| p19-/- MEFs | Emmanuel Dejardin | N/A |
| JNK1/2flox/flox | Roger J. Davis | N/A |
| Mcl-1flox/flox | Joseph T. Opferman | N/A |
| Tak1Δhep | Tom Luedde | N/A |
| Casp8Δhep | Tom Luedde | N/A |
| Tak1/Casp8Δhep | Tom Luedde | N/A |
| Tak1Δhep/RIPK3-/- | Tom Luedde | N/A |
| Xiap−/− | Philip Jost | N/A |
| caspase 8 D387 | David Wallach | N/A |
| cFLIPΔhep | Jörn M Schattenberg | |
| TNFR1-/- | Mathias Heikenwälder | N/A |
| TNFR1/2-/- | Jackson | JAX: 003243 |
| Ripk1-/-/Ripk3−/−/Casp8−/− | Douglas Green | N/A |
| Ripk1-/-/Ripk3−/−FADD−/− | Douglas Green | N/A |
| Ripk3−/−/Casp8−/− | Douglas Green | N/A |
| Ripk3−/− | Douglas Green/ Tom Luedde | N/A |
| RIPK1KD | Douglas Green | N/A |
| Murine Mcl-1 | This paper | N/A |
| Murine Tnf-α | This paper | N/A |
| Murine Trail | This paper | N/A |
| Murine TrailR | This paper | N/A |
| Murine Fas | This paper | N/A |
| Murine FasL | This paper | N/A |
| Murine Tnfr1 | This paper | N/A |
| Murine Tnfr2 | This paper | N/A |
| Murine IL-6 | This paper | N/A |
| Murine IL-1α | This paper | N/A |
| Murine IL-1β | This paper | N/A |
| Murine IL-18 | This paper | N/A |
| Murine Ifn-γ | This paper | N/A |
| Murine Gadd45a | This paper | N/A |
| Murine Actin | This paper | N/A |
| Murine GAPDH | This paper | N/A |
| Murine Rad51 | This paper | N/A |
| Murine Exo1 | This paper | N/A |
| Murine Ddit3 | This paper | N/A |
| Murine PolE2 | This paper | N/A |
| Murine PolQ | This paper | N/A |
| Murine Ddb1 | This paper | N/A |
| Murine Chek2 | This paper | N/A |
| Murine Lig1 | This paper | N/A |
| Human Actin | This paper | N/A |
| Human GAPDH | This paper | N/A |
| Human Rad51 | This paper | N/A |
| Human Exo1 | This paper | N/A |
| Human Ddit3 | This paper | N/A |
| Human PolE2 | This paper | N/A |
| Human PolQ | This paper | N/A |
| Human Ddb1 | This paper | N/A |
| Human Chek2 | This paper | N/A |
| Human Lig1 | This paper | N/A |
| Human Gpnmb | This paper | N/A |
| Human Tinag | This paper | N/A |
| Human Plk1 | This paper | N/A |
| Human Bcl2a1b | This paper | N/A |
| Human Tpx2 | This paper | N/A |
| Human CD44 | This paper | N/A |
| Human Glypican3 | This paper | N/A |
| Human Epcam | This paper | N/A |
| Human Afp | This paper | N/A |
| D3S1263-Fwd (FAM labeled) | Thermo Fisher | N/A |
| Thermo Fisher | N/A | |
| Thermo Fisher | N/A | |
| D3S1289-Rev (FAM labeled) | Thermo Fisher | N/A |
| Copy Caller Software | Life Technologies | |
| FlowJo sofware | TreeStar | |
| Summit software v4.3 | Beckman Coulter | |
| GeneMapper software | Applied Biosystems | |
| NDP Viewer v1.2.36 | NDP View | |
| Tissue IA image 2.0 | Leica Biosystems | |
| GeneSpring GX | Agilent | |
| GESA Molecular Signatures Database | ||
| Xcalibur software 2.2 | Thermo Fisher Scientific | |
| R statistical programming language 3.2.2 | R Foundation for Statistical Computing | |
| cgdsr R package (R-Based API for Accessing the MSKCC Cancer Genomics Data Server (CGDS)) | CRAN repository | |
| SCAN.UPC R package | Bioconductor project | |
| ABI 3130XL Genetic Analyzer | Applied Biosystems | |
| Stella 3200 imaging system | Raytest | |
| Nano Zoomer C9600 Virtual Slide Light microscope scanner | Hamamatsu | |