| Literature DB >> 35443185 |
Derek Cui Xu1, Li Wang2, Kenneth M Yamada3, Luis Alberto Baena-Lopez4.
Abstract
Resistance to apoptosis due to caspase deregulation is considered one of the main hallmarks of cancer. However, the discovery of novel non-apoptotic caspase functions has revealed unknown intricacies about the interplay between these enzymes and tumor progression. To investigate this biological problem, we capitalized on a Drosophila tumor model with human relevance based on the simultaneous overactivation of the EGFR and the JAK/STAT signaling pathways. Our data indicate that widespread non-apoptotic activation of initiator caspases limits JNK signaling and facilitates cell fate commitment in these tumors, thus preventing the overgrowth and exacerbation of malignant features of transformed cells. Intriguingly, caspase activity also reduces the presence of macrophage-like cells with tumor-promoting properties in the tumor microenvironment. These findings assign tumor-suppressing activities to caspases independent of apoptosis, while providing molecular details to better understand the contribution of these enzymes to tumor progression.Entities:
Keywords: CP: Cell biology; Caspase-9; Dronc; Drosophila wound-like tumor; EGFR signaling; JAK/STAT signaling; JNK signaling; hemocytes; non-apoptotic caspase activation; tumor suppressor; tumor-associated macrophages
Mesh:
Substances:
Year: 2022 PMID: 35443185 PMCID: PMC9082238 DOI: 10.1016/j.celrep.2022.110718
Source DB: PubMed Journal: Cell Rep Impact factor: 9.995
Figure 1.Non-apoptotic caspase activation in EJS tumors
(A) Schematic showing the thermogenic induction protocol of EJS tumors in apterous-Gal4 expressing cells (ap, green area) of the wing disc. Ubiquitous expression of Tubulin-Gal80 prevents Gal4 activity at 18°C. Transferring larvae to 29°C induces transgene expression and tumor formation. Larvae dissection time points 1–5 days after temperature shift are indicated.
(B) Lineage tracing of caspase-activating cells in wild-type wing discs using the DBS-S-QF sensor (details in Figures S1A and S1B) showing current caspase activity (gray and magenta, anti-HA) and past caspase activity (gray and cyan, anti-β-gal) in third instar wing discs. Scale bar: 150 μm. Full genotype descriptions for the figure are in Table S1.
(C) DBS-S-QF lineage tracing in EJS tumors after 3 days of tumor induction; the image shows ap-expressing cells (gray and yellow, GFP, and region outlined with a green line), cells labeled for current caspase activity (gray and magenta, anti-HA), and cells labeled for past caspase activity (gray and cyan, anti-β-gal). Magenta squares indicate region shown at higher magnification in (D). Scale bar: 100 μm.
(D) High magnification (60×) image from (C) showing a small fraction of cells without indications of caspase activation (white asterisk) in the remaining wild-type region of the wing disc not expressing ap. Scale bar: 100 μm.
(E) Percentage area of total wing disc formed by cells showing past caspase activation in either wild-type or EJS backgrounds. Mean ± SD are plotted. Unpaired Student’s t test; ****p < 0.0001. Wild-type discs n = 18; EJS tumors n = 6. Number of independent experiments N = 1. Mean ± SD are plotted in the graph.
Figure 2.Non-apoptotic activity of initiator caspases restricts tumor proliferation and cell size
(A) Relative sizes of EJS tumors and EJS tumors expressing Dronc-RNAi (Dronc-i) over time after tumor initiation. The graph shows mean ± SD at each time point. Control (EJS) tumors were used for normalization. One-way ANOVA with Tukey’s multiple comparisons tests was used to determine statistical significance; ns, not significant p > 0.05, ***p = 0.001, ****p < 0.0001. Numbers of wing discs analyzed for each time point were as follows (Day: n [EJS]; n [EJS + Dronc-i]): (1: 39; 36), (1.5: 21; 38), (2: 29; 35), (3: 18; 7), (5: 12; 12). Number of independent experiments (Day: N): (1: 3), (1.5: 2), (2: 2), (3: 1), (5: 1). Full genotype descriptions for the figure are in Table S1. Mean ± SD are plotted in all quantitative graphs of the figure.
(B) Representative maximum projected images of control EJS, EJS + UAS-Dronc-RNAi, and EJS + Dronc tumors after 3 days of EJS induction (DAPI, gray). The entire wing disc is outlined with a white dashed line using DAPI as reference, whereas the tumor region is outlined with a continuous green line using GFP or RFP as reference. Scale bar: 100 μm.
(C) Relative sizes of EJS tumors with either normal (EJS and EJS + Dronc+/− or reduced Dronc expression (EJS + UAS-Dronc-RNAi; EJS + Dronc) after 3 days of EJS induction. Control (EJS and EJS + Dronc+/−) tumors were used for normalization. Unpaired Student’s t test for each pair of conditions; ****p < 0.0001. EJS tumors n = 56, N = 3; EJS + Dronc-i tumors n = 61, N = 3. EJS + Dronc+/− n = 46, N = 5; EJS + Dronc n = 47, N = 5.
(D) Quantification of apoptosis using TUNEL staining in control EJS (EJS), EJS + UAS-Dronc-RNAi (EJS + Dronc-i), EJS + UAS-miRNA[RHG] (EJS + miR[RHG]), and EJS + UAS-P35 (EJS + P35) tumors after 1 day of EJS induction. One-way ANOVA with Tukey’s multiple comparisons tests; ****p < 0.0001. EJS tumors n = 31, N = 3; EJS + Dronc-i tumors n = 51, N = 3; EJS + miR[RHG] tumors n = 33, N = 1; EJS + P35 tumors n = 34, N = 2.
(E) Relative sizes of control EJS (EJS), EJS + UAS-miRNA[RHG] (EJS + miR[RHG]), EJS + UAS-P35 (EJS + P35), EJS + UAS-Diap-1 (EJS + Diap-1) tumors after 3 days of EJS induction. Statistical significance was determined by an unpaired Student’s t test for control and (EJS + miR[RHG]), and one-way ANOVA with Tukey’s multiple comparisons tests for control and (EJS + P35) and (EJS + Diap-1). ns, not significant with p > 0.05; ****p < 0.0001. EJS tumors n = 21 for both experiments; EJS + miR[RHG] tumors n = 23; EJS + P35 tumors n = 13; EJS + Diap-1 n = 17. N = 1 for all conditions.
(F) Relative sizes of control EJS (EJS), EJS + UAS-Dark-sh (EJS + Dark-sh), and EJS + UAS-Dark-RNAi (EJS + Dark-i) tumors after 3 days of EJS induction (full genotype in STAR Methods). Unpaired Student’s t tests for each comparison. ****p < 0.0001. EJS tumors n = 33, N = 2; EJS + Dark-sh tumors n = 40, N = 2; EJS tumors n = 65, N = 4; EJS + Dark-i tumors n = 74, N = 4.
(G) Representative confocal images of control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 1 day of EJS induction showing phospho-histone H3 (PH3) immunostaining (gray). Outline of wing disc (white dashes) and tumor (green) obtained by tracing DAPI and GFP, respectively. Scale bar: 100 μm.
(H) Quantification of the mitotic index using PH3 staining in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 1 day of EJS induction. Unpaired Student’s t test; **p < 0.01. EJS tumors n = 14; EJS + Dronc-i tumors n = 15. N = 1.
(I) Higher magnification (60x) confocal image of nuclei stained with DAPI in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of EJS induction. Inset depicts the entire tumorous wing disc with the outlined rectangle indicating the region of higher magnification. Example nuclei for size comparison are circled in blue (EJS) and orange (EJS + Dronc-i). Scale bar: 50 μm.
(J) Relative sizes of nuclei in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of EJS induction; nuclei in control EJS tumors were used for normalization. Unpaired Student’s t test. ****p < 0.0001. EJS tumors n = 59, N = 3; EJS + Dronc-i n = 65, N = 3.
Figure 3.Non-apoptotic activity of Dronc limits JNK signaling and malignant exacerbation in open-wound-like EJS tumors
(A) Representative maximum projected confocal images of Tre-RFP expression in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of EJS induction, false colored to visualize intensity of Tre-RFP expression. The intensity scale bar shows the range of pixel intensities from 0–2,400 out of the full 4,095. Scale bar: 100 μm. Full genotype descriptions for the entire figure are in Table S1.
(B) Quantification of the mode value of Tre-RFP intensity in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of EJS induction. Unpaired Student’s t test; ****p < 0.0001. EJS tumors n = 48; EJS + Dronc-i tumors n = 41. N = 3. Mean ± SD are plotted in all quantitative graphs of the figure.
(C) Representative maximum projected confocal images of control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of EJS induction stained with anti-MMP1, false colored to visualize intensity of MMP1 staining. The intensity scale bar shows the full range of pixel intensities from 0–4,095. Scale bar: 100 μm.
(D) Quantification of mean MMP1 staining intensity in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of EJS induction. Unpaired Student’s t test; ****p < 0.0001. EJS tumors n = 24; EJS + Dronc-i tumors n = 19. N = 1.
(E) Representative maximum projected confocal images of wild-type wing discs (WT), control EJS (EJS), EJS + UAS-bsk (EJS + JNKDN), EJS + UAS-bskDN + UAS-Dronc-RNAi (EJS + JNKDN + Dronc-i) tumors after 1.5 days of EJS induction, as EJS + JNKDN tumors seldom progressed past 2 days post EJS induction due to larval pupariation. GFP (gray) labels the ap-expressing cells. White double-headed arrows indicate the ventral compartment of the wing discs not expressing apGal4.
(F) Representative maximum projection confocal images of Wingless immunostaining (gray) in wing discs of the genotypes indicated in (E) 1.5 days after EJS induction. Blue and white double-headed arrows refer to the dorsal and ventral portions of the presumptive wing pouch.
(G) Dorsal-ventral size ratio of the wing pouch in wing discs of the genotypes indicated in (E) after 1.5 days of EJS induction. Wingless immunostaining was used to identify the wing margin and wing pouch. Wild-type discs n = 11, N = 3; EJS tumors n = 38, N = 4; EJS + JNKDN tumors n = 26, N = 4; EJS + JNKDN + Dronc-i tumors n = 15, N = 4. two-way ANOVA with Tukey’s multiple comparisons tests; ns, not significant p > 0.05; ****p < 0.0001.
(H) Relative mRNA levels of MMP1, Upd1, Upd2, and Upd3 mRNAs in EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of tumor induction compared to control EJS tumors measured by qRT-PCR. Bars represent the mean ± SD of three independent replicates.
(I) Representative maximum projected confocal images showing the expression of Upd3 (Upd3-LexA > LexAop-tdTomato), false colored to visualize intensity of Upd3 expression in control (EJS), EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of tumor induction. The intensity scale bar shows pixel intensities from 0 to 4,095. Scale bar: 100 μm.
(J) Quantification of Upd3 expression in control (EJS), EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 3 days of tumor induction. Unpaired Student’s t test; ***p < 0.001. EJS tumors n = 21; EJS + Dronc-i tumors n = 20. N = 2. In (E), (F), and (H), wing discs were outlined with a white dashed line using DAPI staining (not shown) as reference.
Figure 4.Non-apoptotic caspase activity in EJS tumors alters the cellular configuration of the tumor microenvironment
(A) Representative maximum projected confocal images showing DTAMs labeled with hemolectin-dsRed (dsRed) in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 1 day of EJS induction. Inset depicts the entire tumorous wing disc (white dashed outline) with white square outlines indicating the digitally zoomed region. Scale bar: 100 μm. Full genotype descriptions for the figure are in Table S1.
(B) Numbers of DTAMs per tumor in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i, orange) tumors after 1 day of EJS induction. Unpaired Student’s t test; ****p < 0.0001. EJS tumors n = 45; EJS + Dronc-i tumors n = 54. N = 3. Mean ± SD are plotted in all quantitative graphs of the figure.
(C) Representative maximum projected confocal images showing DTAMs labeled with hemolectin-dsRed (dsRed) in EJS + UAS-Bsk (EJS + JNKDN) and EJS + UAS-Dronc-RNAi + UAS-Bsk (EJS + Dronc-i + JNKDN) tumors after 1 day of EJS induction. Inset depicts the entire tumorous wing disc (white dashed outline) with white square outline indicating the zoomed-in region. Wing discs were outlined using DAPI staining (not shown) as reference. Scale bar: 100 μm.
(D) Numbers of DTAMs per tumor in control EJS + UAS-Bsk (EJS + JNKDN) and EJS + UAS-Dronc-RNAi + UAS-Bsk (EJS + Dronc-i + JNKDN) tumors after 1.5 days of EJS induction. Unpaired Student’s t test; ns, not significant at p > 0.05. EJS + JNKDN tumors n = 30; EJS + Dronc-i + JNKDN n = 33. N = 4.
(E) Numbers of circulating hemocytes in larvae hosting control EJS (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors after 1 day of EJS induction. Unpaired Student’s t test; ns, not significant p > 0.05. EJS tumor-hosting larvae n = 29, N = 9; EJS + Dronc-i tumor-hosting larvae n = 32, N = 6.
(F) Number of DTAMs per tumor in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors over time after tumor initiation. Plotted are the mean ± SD at each time point. One-way ANOVA with Tukey’s multiple comparisons test for each time point; ****p < 0.0001. Numbers of wing discs analyzed for each time point were as follows (Day: n [EJS]; n [EJS + Dronc-i]): (1: 45; 54), (2: 60; 78), (3: 50; 53). Number of independent experiments for each time point and condition (Day: N): (1: 3), (2: 6), (3: 4).
(G) Representative maximum projected confocal images showing the expression of the cell proliferation markers PH3 (gray, upper panels) and EdU (gray lower panels) in DTAMs (labeled with Hml-dsRed, magenta) on EJS tumors after 1 day of EJS induction. Yellow arrows indicate colocalization between hemocyte and proliferation markers. Scale bar: 10 μm.
(H) Number of EdU+ DTAMs versus the total number of DTAMs in control (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors at 1 and 2 days after EJS induction. R values of Pearson correlation coefficients are displayed. Statistical significance was determined by a Fisher Z transformation via a two-tailed test. ns, not significant, p = 0.0569; ***p = 0.0077. Numbers of wing discs analyzed for each time point were as follows (Day: n [EJS]; n [EJS + Dronc-i]): (1: 18; 13), (2: 8; 8). N = 2 for all conditions.
Figure 5.DTAMs have a pro-tumorigenic role in EJS tumors
(A) Representative maximum projected confocal images of either wild-type (Hml-QF > QUAS-GFP, Hml > GFP; top) or rpr-expressing (Hml-QF > QUAS-GFP + QUAS-rpr, Hml > GFP,rpr; bottom) DTAMs adherent to control EJS (EJS) and EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors. DTAMs were double labeled with GFP and the H2 antibody (gray); blue and magenta arrows point to DTAMs that are GFP and H2 positive, respectively. Scale bar: 100 μm. Full genotype descriptions for the figure are in Table S1.
(B) Number of hemocytes per tumor in control and Dronc-deficient EJS tumors in larval hosts with either wild-type hemocytes (EJS and EJS + Dronc-i) or hemocytes expressing rpr (EJS + Hml > rpr and EJS + Dronc-i + Hml > rpr) after 3 days of EJS induction. One-way ANOVA with Turkey’s multiple comparisons tests. ns, not significant p > 0.05; **p < 0.01. EJS tumors n = 21; EJS + Hml > rpr n = 21; EJS + Dronc-i n = 25; EJS Dronc-i + Hml > rpr n = 29. N = 3 for all conditions. Mean ± SD are plotted in all quantitative graphs of the figure.
(C) Relative size of EJS and Dronc-deficient EJS tumors after 3 days of tumor induction in larval hosts with either wild-type (EJS and EJS + Dronc-i) or rpr-expressing (EJS + Hml > rpr and EJS + Dronc-i + Hml > rpr) DTAMs. Control (EJS and EJS + Dronc-i) tumors were used for normalization. Unpaired Student’s t test; ****p < 0.0001. EJS tumors n = 29; EJS + Hml > rpr tumors n = 30. EJS + Dronc-i tumors n = 30; EJS + Dronc-i + Hml > rpr n = 34. N = 3 for all conditions.
(D) Expression of Upd3 (magenta and gray) in subsets of DTAMs (H2 immunostaining, gray) adhered to EJS tumors.
(E) Number of Upd3-positive DTAMs adhering to either EJS or EJS + UAS-Dronc-RNAi (EJS + Dronc-i) tumors in larvae hosting either control Hml > GFP or rpr-expressing (Hml > rpr) DTAMs. two-way ANOVA with Turkey’s multiple comparisons tests. ns, not significant p > 0.05; **p < 0.01; ****p < 0.0001. EJS + Hml > GFP tumors: n = 33, N = 3; EJS + Hml > rpr tumors: n = 29, N = 3; EJS + Dronc-i + Hml > GFP tumors: n = 61, N = 4; for EJS Dronc-i + Hml > rpr: n = 50, N = 4.
Figure 6.Initiator caspases can act as tumor suppressors in an open-wound-like EJS tumor by negatively regulating the JNK pathway
Diagrams indicating the signaling profile, tumor size, and hemocyte interactions in EJS (left) and caspase-deficient EJS tumors (right). The Upd positive feedback loop reinforced by the absence of caspase activity (thicker red arrows) promotes JNK signaling, hemocyte proliferation, and tumor growth.
KEY RESOURCES TABLE
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Antibodies | ||
| Chicken polyclonal Anti-Beta Galactosidase | Abcam | Cat# ab9361 |
| Rabbit monoclonal Anti-HA-tag (clone C29F4) | Cell Signaling | Cat#3 724 |
| Rabbit polyclonal Anti-Phospho-Histone H3 (Ser10) | Cell Signaling | Cat# 9701S |
| Mouse monoclonal Anti-MMP1 Supernatant | Developmental Studies Hybridoma Bank | Cat# 3A6B4 |
| Mouse monoclonal Anti-Wingless Supernatant | Developmental Studies Hybridoma Bank | Cat# 4D4 |
| Goat polyclonal Anti-Distal-less | Santa Cruz | Cat# Sc15858 |
| Mouse monoclonal Anti-Hemese (H2) | Gift from I. Andò ( | N/A |
| Goat Anti-Chicken IgY (H + L) Secondary Antibody, Alexa Fluor 647 | ThermoFisher Scientific | Cat# A-21449 |
| Donkey Anti-Rabbit IgG (H + L) Highly Cross-Adsorbed Secondary Antibody, Alexa Fluor 555 | ThermoFisher Scientific | Cat# A-31572 |
| Donkey Anti-Mouse IgG (H + L) Highly Cross-Adsorbed Secondary Antibody, Alexa Fluor 555 | ThermoFisher Scientific | Cat# A-31570 |
| Donkey Anti-Goat IgG (H + L) Cross-Adsorbed Secondary Antibody, Alexa Fluor 555 | ThermoFisher Scientific | Cat# A-21432 |
| Chemicals, peptides, and recombinant proteins | ||
| DAPI Solution (1 mg/mL) | ThermoFisher Scientific | Cat# 62,248 |
| Dihydroethidium (DHE) | ThermoFisher Scientific | Cat# D11347 |
| Critical commercial assays | ||
| DeadEnd™ Colorimetric TUNEL System | Promega | Cat# G7360 |
| Click-iT™ EdU Cell Proliferation Kit for Imaging, Alexa Fluor™ 647 dye | ThermoFisher Scientific | Cat# C10340 |
| Rneasy Plus kit | Qiagen | Cat# 74,034 |
| Maxima First Strand cDNA synthesis | ThermoFisher Scientific | Cat# K1642 |
| Q5 High-Fidelity polymerase | New England Biolabs | Cat# M0492L |
| QuantiNova SYBR Green | Qiagen | Cat# 208,054 |
| Annexin V-FITC Kit (for Propidium Iodide) | Miltenyi Biotec | Cat# 130-092-052 |
| Experimental models: Organisms/strains | ||
| ( | N/A | |
| Gift from H. Herranz ( | N/A | |
| Gift from J.P. Vincent ( | Flybase: FBtp0051290 | |
| Gift from P. Meier, ( | Flybase: FBtp0053799 | |
| ( | N/A | |
| Gift from H. Herranz | N/A | |
| Bloomington Drosophila Stock Center | BDSC: 3041 | |
| ( | N/A | |
| see generation in MM. | N/A | |
| Gift from I. Hariharan ( | Flybase: FBtp0053916 | |
| ( | N/A | |
| Gift from M. Miura ( | Flybase: FBtp0093822 | |
| Bloomington Drosophila Stock Center | BDSC: 33,924 | |
| Bloomington Drosophila Stock Center | BDSC: 63,820 | |
| Bloomington Drosophila Stock Center | BDSC: 59,012 | |
| Bloomington Drosophila Stock Center | BDSC: 6409 | |
| Gift from B. Lemaitre ( | FlyBase: FBtp0069700 | |
| Bloomington Drosophila Stock Center | BDSC:66,468 | |
| Gift from A. Baonza ( | Flybase: FBtp0141518 | |
| Gift from A. Bergmann | N/A | |
| Bloomington Drosophila Stock Center | BDSC: 3605 | |
| Bloomington Drosophila Stock Center | BDSC: 38,907 | |
| Bloomington Drosophila Stock Center | BDSC: 24,621 | |
| Vienna Drosophila Resource Center | VDRC: 43,454 | |
| Bloomington Drosophila Stock Center | BDSC: 50594 | |
| Bloomington Drosophila Stock Center | BDSC: 52264 | |
| Gift from J. Shim ( | Flybase: FBtp0141740 | |
| Bloomington Drosophila Stock Center | BDSC: 66691 | |
| Bloomington Drosophila Stock Center | BDSC: 67908 | |
| Vienna Drosophila RNAi Center | VDRC: v104089 | |
| Bloomington Drosophila Stock Center | BDSC: 24,754 | |
| Bloomington Drosophila Stock Center | BDSC: 58811 | |
| Bloomington Drosophila Stock Center | BDSC: 58825 | |
| Gift from M. Milan ( | Flybase: FBtp0018024 | |
| Bloomington Drosophila Stock Center | BDSC: 35,369 | |
| Bloomington Drosophila Stock Center | BDSC: 12093 | |
| Oligonucleotides | ||
| RPL32 qPCR Forward ATGCTAAGCTGTCGCACAAATG | ( | N/A |
| RPL32 qPCR Reverse GTTCGATCCGTAACCGATGT | ( | N/A |
| MMP1 qPCR Forward AGGACTCCAAGGTAGACACAC | ( | N/A |
| MMP1 qPCR Reverse TTGCCGTTCTTGTAGGTGAACGC | ( | N/A |
| DRSC Fly Primerbank ( | PD70143 | |
| DRSC Fly Primerbank ( | PD70143 | |
| ( | N/A | |
| ( | N/A | |
| ( | N/A | |
| ( | N/A | |
| Forward primer for Conditional DroncΔCA cloning ggccagtgcggccGCCCTAGGGTTT aaacggggaatgggcaattGtctggatgcggcc | This paper | N/A |
| Reverse primer for Conditional DroncΔCA cloning catGTTGGaattccccgcatagtcagg gacgtcgtatgggtagccccc | This paper | N/A |
| Software and algorithms | ||
| Fiji | RRID:SCR_002285 | |
| CellProfiler Image Analysis Software | RRID:SCR_007358 | |
| Illustrator 2020 | Adobe | |
| GraphPad Prism | GraphPad | RRID:SCR_002798 |
| R Project for Statistical Computing | RRID:SCR_001905 | |
| Microsoft Excel Office 365 | Microsoft | RRID:SCR_016137 |
| Rstudio | RStudio | RRID:SCR_000432 |