| Literature DB >> 34038729 |
Kenta Kuramoto1, Yoon-Jin Kim1, Jung Hwa Hong1, Congcong He2.
Abstract
Autophagy dysregulation is implicated in metabolic diseases, including type 2 diabetes. However, the mechanism by which the autophagy machinery regulates metabolism is largely unknown. Autophagy is generally considered a degradation process via lysosomes. Here, we unveil a metabolically important non-cell-autonomous, non-degradative mechanism regulated by the essential autophagy protein Becn1 in adipose tissue. Upon high-fat diet challenge, autophagy-hyperactive Becn1F121A mice show systemically improved insulin sensitivity and enhanced activation of AMP-activated protein kinase (AMPK), a central regulator of energy homeostasis, via a non-cell-autonomous mechanism mediated by adiponectin, an adipose-derived metabolic hormone. Adipose-specific Becn1F121A expression is sufficient to activate AMPK in non-adipose tissues and improve systemic insulin sensitivity by increasing adiponectin secretion. Further, Becn1 enhances adiponectin secretion by interacting with components of the exocyst complex via the coiled-coil domain. Together, our study demonstrates that Becn1 improves insulin sensitivity by facilitating adiponectin secretion through binding the exocyst in adipose tissue.Entities:
Keywords: AMPK; Becn1; Sec6; adiponectin; adipose tissue; autophagy; exocyst; glucose tolerance; insulin sensitivity
Mesh:
Substances:
Year: 2021 PMID: 34038729 PMCID: PMC8177967 DOI: 10.1016/j.celrep.2021.109184
Source DB: PubMed Journal: Cell Rep Impact factor: 9.423
Figure 7.Adipose-specific Becn1F121A non-cell-autonomously improves systemic insulin sensitivity via promoting adiponectin secretion
(A) WB analysis of serum adiponectin levels in Adipoq-Cre or control (WT) mice injected with AAV2/8-FLEX-Becn1F121A and then fed with HFD for 12 weeks. n = 4. t test.
(B) ELISA of serum levels of adiponectin, resistin, and leptin in Adipoq-Cre or WT mice injected with AAV2/8-FLEX-Becn1F121A and then fed with HFD for 12 weeks. WT+AAV-Becn1F121A, n = 11; Adipoq-Cre+AAV-Becn1F121A, n = 9. t test.
(C and D) Reducing adiponectin in adipose-specific Becn1F121A mice abolishes the insulin-sensitizing effects of adipose Becn1F121A. GTT and ITT (C) and ELISA of serum adiponectin (D) of WT and adipose-specific Becn1F121A mice expressing both or one copy of Adiponectin after 8 weeks of HFD feeding. For GTT and ITT: WT+AAV-Becn1F121A, n = 9; Adipoq-Cre+AAV-Becn1F121A, n = 9; Adipoq+/− KO+AAV-Becn1F121A, n = 6; Adipoq+/− KO Adipoq-Cre+AAV-Becn1F121A, n = 5. For adiponectin ELISA: n = 5–6. One-way ANOVA with Dunnett’s test.
(E) Inhibiting early (upper), but not late (lower), stages of autophagy reduces adiponectin release to circulation in mice. WB analysis of adiponectin in the serum of HFD-fed Becn1F121A mice treated with SBI-0206965 (SBI) or Spautin-1 (early-stage inhibitors, inhibiting autophagosome formation) or chloroquine (CQ; late-stage inhibitor, inhibiting lysosomal degradation). n = 4–6. t test.
(F) ELISA of serum adiponectin in HFD-fed Becn1F121A mice treated with SBI-0206965, Spautin-1, or CQ. n = 5–8. One-way ANOVA with Dunnett’s test. Data represent mean ± SEM. *,#,¶p < 0.05; **,##,¶¶p < 0.01; ***,###p < 0.001.
(G) Model of Becn1-regulated adiponectin secretion. When the essential autophagy protein Becn1 is released from its inhibitor Bcl-2 in adipose tissue, triggered by exercise or the active Becn1F121A mutation, it interacts with Sec6 and other exocyst components to increase adiponectin secretion, systemic AMPK activation, and insulin sensitivity.
Figure 1.Autophagy-hyperactive Becn1F121A mice show enhanced AMPK activation in tissues, caused by factors in circulation
(A) Metabolic tissues of Becn1F121A KI mice show increased AMPK activation. Western blot (WB) analysis and quantification of AMPK phosphorylation in liver and muscle of Becn1F121A mice. n = 7.
(B) WB analysis and quantification of AMPK activation and signaling pathways downstream of AMPK in the liver of HFD-fed WT and Becn1F121A mice. n = 7.
(C) Circulating factors in Becn1F121A mice play a role in activating AMPK. WB analysis of AMPK phosphorylation in cell lines cultured for 1 h in medium containing 10% mouse serum from WT or Becn1F121A mice. n = 4.
Data represent mean ± SEM, t test. *p < 0.05; **p < 0.01; ***p < 0.001.
Figure 2.Becn1 positively regulates adiponectin secretion in vivo and in vitro
(A) ELISA of total adiponectin and HMW adiponectin in the serum of WT (+/+) mice and heterozygous (FA/+) or homozygous (FA/FA) Becn1F121A KI mice fed with RD (regular diet) or HFD for 8 weeks. Total adiponectin, n = 8–17; HMW adiponectin, n = 7–11. One-way ANOVA with Dunnett’s test.
(B) WB analysis of adiponectin in the serum of WT and Becn1F121A mice fed with HFD for 8 weeks. n = 6.
(C) ELISA of serum adiponectin in WT littermates (+/+) and Becn1+/− KO (+/−) mice fed with HFD for 8 weeks. +/+, n = 12; +/−, n = 10.
(D) Total and HMW adiponectin are increased in Becn1F121A mice. WB analysis of HMW and total adiponectin in the serum of WT and Becn1F121A mice using a mouse anti-adiponectin antibody (MA1–054; Thermo Fisher Scientific). Total protein loading is shown by Ponceau S staining. n = 7.
(E) Becn1F121A-induced adiponectin secretion is cell autonomous. Primary adipocytes (adipose-derived stromal vascular fraction [SVF] cells) isolated from Becn1F121A mice secrete more adiponectin into the conditioned medium than those from WT mice, quantified by WB analysis after 24-h culture. Total protein loading is shown by Ponceau S staining. n = 3 mice.
Data represent mean ± SEM, t test. *p < 0.05; **p < 0.01; ***p < 0.001.
Figure 3.Non-cell-autonomous activation of AMPK by Becn1F121A mouse serum is mediated by adiponectin signaling
(A and B) C2C12 myotubes (A) or NIH 3T3 fibroblasts (B) stably expressing scrambled (Scr) or shRNAs against adiponectin receptor 1 (AdipoR1) were cultured for 1 h in medium containing 10% mouse serum from WT or Becn1F121A mice, and AMPK phosphorylation was analyzed and quantified by WB studies. AdipoR1 KD efficiency is shown on the right. n = 3 mice.
Data represent mean ± SEM, t test. *p < 0.05; **p < 0.01. NS, not significant.
Figure 4.Increasing autophagy by Becn1F121A does not promote adipogenesis in vivo or in vitro
(A) CoIP of endogenous Bcl-2 and Becn1 in the iWAT of WT and Becn1F121A mice. n = 3 mice.
(B) Adipogenesis markers in gWAT and iWAT of RD-fed WT and Becn1F121A mice were analyzed by WB. n = 6 mice. t test. Data represent mean ± SEM.
(C) 3T3-L1 preadipocytes stably expressing hemagglutinin (HA)-tagged WT Becn1 or Becn1F121A were cultured in the adipocyte-differentiation medium for a 10-day time course, and adipogenesis markers were analyzed every 2 days by WB.
Figure 5.Becn1 forms a complex with the exocyst, and the Becn1-exocyst interaction is essential to increase secretion of adiponectin, but not leptin, in Becn1F121A adipocytes
(A) Immunofluorescence staining of adiponectin (green) and Becn1 (red) in SVF primary adipocytes isolated from WT or Becn1F121A mice. The intensity line profile measurements show intensity distribution on dashed arrows in the images above. Pearson correlation coefficient is used to quantify colocalization between adiponectin and Becn1. Low magnification, scale bars: 10 μm; high magnification, scale bars: 5 μm. n = 7 cells. t test.
(B) The exocyst component Sec6, but not Exo84 or Exo70, is pulled down by Becn1F121A more strongly than WT Becn1. CoIP of FLAG-Sec6 by HA-Becn1 in HEK293 cells transfected with Sec6 and WT Becn1 or Becn1F121A.
(C) Becn1F121A promotes exocyst assembly. CoIP of HA-Becn1, Sec8, and Sec5 by FLAG-Sec6 in HEK293 cells transfected with Sec6 and WT Becn1 or Becn1F121A.
(D) CoIP of endogenous exocyst components (Sec6, Sec5, and Sec8) and autophagy-related PtdIns3K proteins (Atg14, Vps34, and UVRAG) with the endogenous Becn1 protein in primary adipocytes isolated from WT or Becn1F121A mice. One-way ANOVA with Tukey-Kramer test.
(E) CoIP of HA-hSec6 (human Sec6) and indicated full-length (FL) and deletion mutants of FLAG-hBecn1F123A (human Becn1F123A, mouse Becn1F121A equivalent) in HEK293 cells.
(F) WB analysis of adiponectin levels in the conditioned medium secreted from WT 3T3-L1-differentiated adipocytes stably expressing HA-tagged FL Becn1F121A or the Becn1F121A ΔCCD deletion mutant after 24-h culture. Intracellular adiponectin and total protein loading (Ponceau S staining) are also shown. n = 3.
(G) ELISA of adiponectin and leptin in the conditioned medium of WT 3T3-L1-differentiated adipocytes stably expressing HA-tagged FL Becn1F121A or the Becn1F121A ΔCCD deletion mutant after 24-h culture. n = 6.
(H) Leptin and adiponectin vesicle pools have limited colocalization in adipocytes. Immunofluorescence staining of adiponectin and leptin in primary adipocytes of WT mice. Low magnification, scale bars: 10 μm; high magnification, scale bars: 5 μm. n = 12 regions.
Data represent mean ± SEM. One-way ANOVA with Tukey-Kramer test. *p < 0.05; **p < 0.01.
Figure 6.Adipose-specific Becn1F121Aimproves both insulin sensitivity and glucose tolerance and regulates insulin signaling, AMPK activity, and lipid metabolism in non-adipose tissues
(A) Adipose-specific expression of Becn1F121A via injection of AAV2/8-FLEX-3XFlag-Becn1F121A to Adipoq-Cre mice.
(B) GTT and ITT in Adipoq-Cre or control (WT) mice injected with AAV2/8-FLEX-3XFlag-Becn1F121A and then fed with HFD for 12 weeks. WT+AAV-Becn1F121A, n = 11; Adipoq-Cre+AAV-Becn1F121A, n = 9.
(C) ELISA of serum insulin levels before and after intraperitoneal (i.p.) glucose injection in Adipoq-Cre or control (WT) mice injected with AAV2/8-FLEX-3XFlagBecn1F121A and fed with HFD for 12 weeks. WT+AAV-Becn1F121A, n = 11; Adipoq-Cre+AAV-Becn1F121A, n = 9. One-way ANOVA with Tukey-Kramer test.
(D) WB analysis of insulin-induced Akt phosphorylation in the liver and muscle of Adipoq-Cre or control (WT) mice injected with AAV2/8-FLEX-3XFlag-Becn1F121A and fed with HFD for 12 weeks. n = 3. t test.
(E) WB analysis of AMPK activation and signaling pathways downstream of AMPK in the liver of Adipoq-Cre or WT mice injected with AAV2/8-FLEX-Becn1F121A and then fed with HFD for 12 weeks. n = 4. t test.
(F) TG levels in the liver of Adipoq-Cre or WT mice injected with AAV2/8-FLEX-Becn1F121A and then fed with HFD for 12 weeks. WT+AAV-Becn1F121A, n = 12; Adipoq-Cre+AAV-Becn1F121A, n = 9. t test.
(G) WB analysis of PLIN2 and ACC in the liver of Adipoq-Cre or WT mice injected with AAV2/8-FLEX-Becn1F121A and then fed with HFD for 12 weeks. n = 4.
Data represent mean ± SEM, t test. *p < 0.05; **p < 0.01; ***p < 0.001. AUC, area under the curve.
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Antibodies | ||
| anti-LC3B | Novus Biologicals | Cat#NB100-2220; RRID:AB_10003146 |
| anti-Leptin | Novus Biologicals | Cat#NB300-611; RRID:AB_2136214 |
| anti-TLR9 | Novus Biologicals | Cat#NBP2-24729 |
| anti-p62 | BD Biosciences | Cat#610833; RRID:AB_398152 |
| anti-PLIN2 | Progen | Cat#GP40 |
| anti-acetyl-CoA carboxylase | Cell Signaling Technology | Cat#3676; RRID:AB_2219397 |
| anti-fatty acid synthase | Cell Signaling Technology | Cat#3180, RRID:AB_2100796 |
| anti-PPARγ | Cell Signaling Technology | Cat#2435; RRID:AB_2166051 |
| anti-C/EBPα | Cell Signaling Technology | Cat#8178; RRID:AB_11178517 |
| anti-PLIN1 | Cell Signaling Technology | Cat#9349; RRID:AB_10829911 |
| anti-AMPK | Cell Signaling Technology | Cat#2532; RRID:AB_330331 |
| anti-phospho-AMPK (Thr172) | Cell Signaling Technology | Cat#2535; RRID:AB_331250 |
| anti-phospho-AMPK (Thr172) | Cell Signaling Technology | Cat#2531; RRID:AB_330330 |
| anti-Raptor | Cell Signaling Technology | Cat#2280; RRID:AB_561245 |
| anti-phospho-Raptor (Ser792) | Cell Signaling Technology | Cat#2083; RRID:AB_2249475 |
| anti-p70S6K | Cell Signaling Technology | Cat#2708; RRID:AB_390722 |
| anti-phospho-p70S6K (Thr389) | Cell Signaling Technology | Cat#9234; RRID:AB_2269803 |
| anti-IRS-1 | Cell Signaling Technology | Cat#3407; RRID:AB_2127860 |
| anti-phospho-IRS-1 (Ser302) | Cell Signaling Technology | Cat#2491; RRID:AB_823551 |
| anti-phospho-IRS-1 (Ser636/639) | Cell Signaling Technology | Cat#2388; RRID:AB_330339 |
| anti-Akt | Cell Signaling Technology | Cat#4691; RRID:AB_915783 |
| anti-phospho-Akt (Ser473) | Cell Signaling Technology | Cat#4060; RRID:AB_2315049 |
| anti-ATG14 | MBL International | Cat#PD026; RRID:AB_1953054 |
| anti-UVRAG | Millipore Sigma | Cat#SAB4200005; RRID:AB_10603351 |
| anti-GFP | Millipore Sigma | Cat#G1544; RRID:AB_439690 |
| horseradish peroxidase (HRP)-conjugated anti-Flag M2 | Millipore Sigma | Cat#A8592; RRID:AB_439702 |
| anti-VPS34 antibody | Echelon Biosciences | Cat#Z-R016; RRID:AB_11128208 |
| anti-GAPDH | Thermo Fisher Scientific | Cat#MA5-15738; RRID:AB_10977387 |
| anti-Phospho-IRS1 (Tyr612) | Thermo Fisher Scientific | Cat#44-816G; RRID:AB_2533768 |
| anti-BECN1 | Santa Cruz Biotechnology | Cat#sc-11427; RRID:AB_2064465 |
| anti-BECN1 | Santa Cruz Biotechnology | Cat#sc-48341; RRID:AB_626745 |
| anti-α-Tubulin | Santa Cruz Biotechnology | Cat#sc-53029; RRID:AB_793541 |
| anti-Bcl-2 | Santa Cruz Biotechnology | Cat#sc-7382; RRID:AB_626736 |
| HRP-conjugated anti-β-Actin | Santa Cruz Biotechnology | Cat#sc-47778 HRP; RRID:AB_2714189 |
| anti-SEC6 | Santa Cruz Biotechnology | Cat#sc-374054; RRID:AB_10916711 |
| anti-SEC5 | Santa Cruz Biotechnology | Cat#sc-393230 |
| anti-SEC8 | Santa Cruz Biotechnology | Cat#sc-514215 |
| anti-EXO84 | Santa Cruz Biotechnology | Cat#sc-515532 |
| anti-EXO70 | Santa Cruz Biotechnology | Cat#sc-365825; RRID:AB_10843358 |
| anti-AdipoR1 | Santa Cruz Biotechnology | Cat#sc-518030 |
| anti-HA | Cell Signaling Technology | Cat#3724; RRID:AB_1549585 |
| anti-HA | Santa Cruz Biotechnology | Cat#sc-7392; RRID:AB_627809 |
| anti-adiponectin | Cell Signaling Technology | Cat#2789; RRID:AB_2221630 |
| anti-adiponectin | Thermo Fisher Scientific | Cat#MA1-054; RRID:AB_557516 |
| HRP-conjugated anti-rabbit IgG | Jackson ImmunoResearch Labs | Cat#111-035-003; RRID:AB_2313567 |
| HRP-conjugated anti-mouse IgG | Jackson ImmunoResearch Labs | Cat#115-035-003; RRID:AB_10015289 |
| HRP-conjugated anti-guinea pig IgG | Thermo Fisher Scientific | Cat#A18769; RRID:AB_2535546 |
| Alexa Fluor 594-conjugated anti-mouse IgG | Thermo Fisher Scientific | Cat#A-11005 RRID:AB_2534073 |
| Alexa Fluor Plus 488-conjugated anti-mouse IgG | Thermo Fisher Scientific | Cat#A32723; RRID:AB_2633275 |
| Alexa Fluor Plus 594-conjugated anti-rabbit IgG | Thermo Fisher Scientific | Cat#A32740; RRID:AB_2762824 |
| Mouse IgG Isotype Control | Thermo Fisher Scientific | Cat#02-6502; RRID:AB_2532951 |
| Bacterial and virus strains | ||
| Lentivirus: shRNA (pLKO.1) | This paper | N/A |
| Retrovirus: GFP-LC3 | This paper | N/A |
| Adeno-associated virus (AAV): CAG-FLEX-3xFlag-mBECN1F121A | This paper | N/A |
| Lentivirus: HA-tagged mouse BECN1 (HA-mBECN1) | This paper | N/A |
| Chemicals, peptides, and recombinant proteins | ||
| Dexamethasone | Millipore Sigma | Cat#D4902; CAS: 50-02-2 |
| Polybrene | Millipore Sigma | Cat#TR-1003-G |
| anti-Flag M2 affinity gel | Millipore Sigma | Cat#A2220 |
| Type I collagenase | Worthington Biomedical Corp. | Cat#LS004196 |
| Type II collagenase | Worthington Biomedical Corp. | Cat#LS004176 |
| 3-isobutyl-1-methylxanthine (IBMX) | MP biomedicals | Cat#195262; CAS: 28822-58-4 |
| Rosiglitazone | Tokyo Chemical Industry Co. | Cat#R0106; CAS: 122320-73-4 |
| Halt Protease and Phosphatase inhibitor cocktail | Thermo Fisher Scientific | Cat#78446 |
| ProLong Diamond Antifade Mountant | Thermo Fisher Scientific | Cat#P36961 |
| Lipofectamine 3000 transfection reagent | Thermo Fisher Scientific | Cat#L3000150 |
| PowerUP SYBR Green Master Mix | Thermo Fisher Scientific | Cat#A25742 |
| Protein A/G Plus-Agarose | Santa Cruz Biotechnology | Cat#sc-2003 |
| IgG Sepharose 6 Fast Flow | Cytiva | Cat#17-0969-01 |
| ProTEV Plus | Promega | Cat#V6101 |
| SBI-0206965 | ApexBio | Cat#A8715; CAS: 1884220-36-3 |
| DNase I | Millipore Sigma | Cat#D5025; CAS: 9003-98-9 |
| AICAR | Cayman Chemical | Cat#10010241; CAS: 2627-69-2 |
| Infinity Triglycerides Liquid Stable Reagent | Thermo Fisher Scientific | Cat#TR22421 |
| SapphireAmp Fast PCR Master Mix | Takara Bio Inc. | Cat#RR350B |
| Spautin-1 | AdooQ Bioscience | Cat#A12942; CAS: 1262888-28-7 |
| Chloroquine (phosphate) | Cayman Chemical | Cat#14194; CAS: 50-63-5 |
| Insulin | Millipore Sigma | Cat#I0516-5ML; CAS: 11070-73-8 |
| Histopaque-1077 | Millipore Sigma | Cat#10771 |
| Critical commercial assays | ||
| Mouse HMW & Total Adiponectin ELISA | ALPCO | Cat#47-ADPMS-E01 |
| Mouse Adiponectin/Acrp30 DuoSet ELISA | R&D Systems | Cat#DY1119 |
| Ultra Sensitive Mouse Insulin ELISA Kit | Crystal Chem | Cat#90080 |
| Mouse Leptin DuoSet ELISA | R&D Systems | Cat#DY498-05 |
| Mouse Resistin ELISA Kit | RayBiotech, Inc. | Cat#ELM-Resistin-1 |
| Mouse/Rat FGF-21 ELISA Kit | Proteintech | Cat#KE10042 |
| In-Fusion HD cloning Plus kit | Takara Bio Inc. | Cat#638910 |
| BCA protein assay kit | Thermo Fisher Scientific | Cat#23225 |
| High-Capacity cDNA Reverse Transcription kit | Thermo Fisher Scientific | Cat#4368814 |
| Experimental models: Cell lines | ||
| Human: HEK293 cells | ATCC | Cat#CRL-1573 |
| Human: HEK293FT cells | Thermo Fisher Scientific | Cat#R70007 |
| Human: T-REx 293 cells | Thermo Fisher Scientific | Cat#R71007 |
| Human: GP2-293 cells | Takara Bio Inc. | Cat#631458 |
| Human: WI-38 cells | ATCC | Cat#CCL-75 |
| Human: Huh7 cells | JCRB Cell Bank | Cat#JCRB0403 |
| Mouse: 3T3-L1 cells | ATCC | Cat#CL-173 |
| Human: HepG2 cells | ATCC | Cat#HB-8065 |
| Mouse: NIH 3T3 cells | ATCC | Cat#CRL-1658 |
| Mouse: C2C12 cells | ATCC | Cat#CRL-1772 |
| Experimental models: Organisms/Strains | ||
| Mouse: Becn1F121A knockin mice: B6.129(Cg)- | The Jackson Laboratory | Cat#033360 |
| Mouse: Adipoq-Cre: B6.FVB-Tg(Adipoq-cre)1Evdr/J | The Jackson Laboratory | Cat#028020 |
| Mouse: Adipoq KO: B6;129- | The Jackson Laboratory | Cat#008195 |
| Mouse: Becn1 heterozygous KO mice: B6.129X1- | The Jackson Laboratory | Cat#018429 |
| Mouse: GFP-LC3 mice: Tg(CAG-EGFP/Map1lc3b)53Nmz | RIKEN BioResource Research Center | Cat#RBRC00806 |
| Mouse: C57BL/6J mice | The Jackson Laboratory | Cat#000664 |
| Oligonucleotides | ||
| Primers for shRNA, see | This paper | N/A |
| Primers for PCR, see | This paper | N/A |
| Recombinant DNA | ||
| pcDNA3.1(-) | Thermo Fisher Scientific | Cat#V79520 |
| pCDH-CMV-MCS-EF1-Puro | System Biosciences | Cat#CD510B-1 |
| BECLIN-HA WT | Addgene plasmid Cat#46993; RRID:Addgene_46993 | |
| pLKO.1 - TRC cloning vector | Addgene plasmid Cat #10878; RRID:Addgene_10878 | |
| pLKO.1 scramble shRNA | Addgene plasmid Cat #1864; RRID:Addgene_1864 | |
| pCMV-VSV-G | Addgene plasmid Cat #8454; RRID:Addgene_8454 | |
| psPAX2 | Gift of Didier Trono lab | Addgene plasmid Cat #12260; RRID:Addgene_12260 |
| pBABEpuro GFP-LC3 | Addgene plasmid Cat #22405; RRID:Addgene_22405 | |
| pAAV-FLEX-GFP | Gift of Edward Boyden lab | Addgene plasmid Cat #28304; RRID:Addgene_28304 |
| pZZ-Flag | N/A | |
| pAAV-FLEX-3xFlag-mBecn1F121A | This Paper | N/A |
| pcDNA3.1 (-) HA-hSec6 | This Paper | N/A |
| pcDNA3.1 (-) Flag-hBECN1 | This Paper | N/A |
| pCDH-Flag-hSec6 | This Paper | N/A |
| pCDH-HA-hBECN1 | This Paper | N/A |
| pCDH-HA-mBECN1 | This Paper | N/A |
| Software and algorithms | ||
| ImageJ | National Institutes of Health | |
| NIS-Elements | Nikon | |