P301S transgenic mice
Transgenic mice at the age of 9 months showed phosphorylated tau deposition, as revealed with the AT8 antibody, in the cytoplasm of neurons and proximal dendrites in the entorhinal and piriform cortex, CA1 region of the hippocampus, dentate gyrus, somatosensory cortex, and cingulate cortex; the amygdala, hypothalamus, striatum, thalamus, septal nuclei, nuclei of the basal forebrain, and granule cells of the cerebellum were also immunostained with AT8 antibodies; neurons of the brainstem, particularly those in the pontine nuclei, tegmentum, and raphe nuclei also contained AT8-positive deposits (Fig. 1A-C). Neuropil threads in the grey matter, plexiform layers of the hippocampus, hilus of the dentate gyrus, and molecular layer of the cerebellum also contained AT8-positive deposits. Antibodies PHF1, directed against tau-P Ser396/404, and phospho-tau Ser422 showed a similar distribution and localization of phosphorylated tau (Fig. 1D-H). However, the antibody MC1, directed against conformational tau isoforms, stained lesser numbers of neurons in all regions (Fig. 1I); and the antibody tau C-3, directed against truncated tau at aspartic acid 421, stained only a few neurons in the CA1 region and dentate gyrus (Fig. 1J). Tau deposits were homogeneous and diffuse and did not have the appearance of neurofibrillary tangles. Astrocytes and oligodendrocytes were devoid of phosphorylated tau deposits. These findings were in agreement with our previous observations in P301S transgenic mice [40].
Immunohistochemistry with anti-4Rtau antibodies revealed a positive neuropil, but not increased 4Rtau deposits in any cell type. 3Rtau immunohistochemistry was negative. Neurons also contained deposits of tau nitrated at Tyr29 (tau-N Tyr29) in the same regions and localizations like those revealed with AT8 antibodies (Fig. 1K, L). Neurons also contained phosphorylated microtubule associated protein, as recognized with the MAP2-P Thr1620-1623 antibody, with the same extension and localization as tau AT8 (Fig. 2A-C). In contrast, only very rarely did neurons localized in the hippocampus and cerebral cortex exhibit phosphorylated light neurofilament (NFL-P Ser473) immunoreactivity (Fig. 2D). A subpopulation of neurons was positive with anti-casein kinase δ antibodies (Fig. 2E, F). Subpopulations of neurons also showed cytoplasmic granules positive with antibodies against active p38 (p38-P Thr180/tyr182), phosphorylated tyrosine-protein kinase SRC (SRC-P Tyr416) (only in the entorhinal cortex), and phosphorylated stress-activated protein kinase/Jun amino-terminal kinase (SAPK/JNK-P Thr183/185) (Fig. 2G-J). GSK-3β-P Ser9 immunoreactivity was negative. Markers of reticulum stress eIF2α-P Ser51 and IRE-P Ser274 were negative. Only a few neurons in the dentate gyrus and threads in the hilus showed ubiquitin deposits (Fig. 2K). LC3-immunoreactive granules were not observed. Immunostaining with AKT-P Ser473, PKAα/β-P Tyr197, SRPK1, and SRPK2-P Ser497 antibodies was negative. SRPK1 immunoreactivity was localized in neuronal and glial cell nuclei; inclusions were negative.
Double-labelling immunofluorescence and confocal microscopy to AT8 and active p38 showed co-localization of tau deposits and the active tau kinase in the cytoplasm (Fig. 3A, B). Similarly, neurons with AT8-immunoreactive deposits co-localized SAPK/JNK-P-positive granules in the cytoplasm (Fig. 3C, D).
WT mice showed weak 4Rtau immunoreactivity in the neuropil. The AT8 antibody revealed only nuclear immunostaining without positivity in the cytoplasm or dendrites of neurons. Immunohistochemistry with the rest of the antibodies did not show abnormal deposits.
GFAP-immunoreactive astrocytes were abundant in the CA1 region and dentate gyrus when compared with age-matched WT controls. Microglial cells, as revealed with the Iba1 antibody, showed a significant increase in the CA1 subfield of the hippocampus and dentate gyrus in P301S mice. Glial responses were in line with our previous observations in these mice [40].
Western Blotting Of Total Brain Homogenates In Wt And P301s
Western blots of the anterior part of the left cerebral hemisphere were carried out in 3 WT and 4 P301S transgenic mice. The antibody Tau 5, which identifies total tau, showed strong bands of variable molecular weight in P301S when compared with WT mice. 4Rtau was present in WT mice, but it was strongly increased in P301S, showing two bands of 68kDa and 64kDa. In contrast, 3Rtau was absent in WT and P301S mice. Phosphorylated tau at Thr181 and MC1 tau were expressed in P301S, but they were almost absent in WT mice. Curiously, a doublet of about 64kDa was observed with the antibodies P-tau 181 and MC1 in three mice, but a unique upper band of 68kDa was found in the fourth P301S mouse (Fig. 4).
(Phospho)proteomics
The increment in the tau phosphorylation of four serines (positions 396, 404, 422 and 202) previously observed by immunohistochemistry, were confirmed by mass-spectrometry (Supplementary Table 1). Four additional residues (S400, S416, S198, S199) were also hyperphosphorylated in P301S transgenic mice. Moreover, 524 phosphosites were also identified by our phosphoproteomic approach, with 215 being hypo-phosphorylated and 309 hyper-phosphorylated (Fig. 5A). Three-hundred twenty-eight phosphoproteins were differentially regulated in P301S transgenic mice when compared with WT mice; 179 up-regulated, 134 down-regulated, and 16 both up-regulated and down-regulated in different phosphorylation sites. Fifty-five percent of the differentially regulated phosphoproteins were quantified at the level of the total protein, showing that the levels of phosphorylation were not dependent on the total protein levels. Regarding the remaining 45%, total levels of these proteins were not quantified, and we cannot assume that 100% of the differences were due exclusively to phosphorylation. Enrichment analysis of obtained data revealed that the main differentially regulated phosphoproteins were categorized with the cellular component GO terms related to (i) synapse, including presynapse (GO:0098793) and postsynapse (GO:0097481), and related components (Fig. 5B) such as exocytic vesicle (GO:0070382), glutamatergic synapse (GO:0098978) or synapse vesicle (GO:0099003); (ii) structural components of synaptic and neuronal architecture and cytoskeleton (Fig. 5B), such as axon (GO:0030424), dendrite (GO:0030425), neuronal cell body (GO:0043025), cell junction (GO:0030054), and neuron projection (GO:0043005); and also (iii) membrane and vesicle terms (Fig. 5B), such as cytoplasmic vesicles (GO:0016023); endomembrane system (GO:0012505) or plasma membrane region (GO:0098590) (Fig. 5C).
Identification Of Differentially Regulated Phosphoproteins
The pinpoints of the differentially regulated proteins were assessed manually using available databases.
Two-hundred eighty nine differentially regulated phosphoproteins were classified according to their localization and function into six major groups: kinases; proteins linked to the cytoskeleton; proteins linked to the cellular membranes, membrane metabolism, synapsis, vesicles, endocytosis, and exocytosis; proteins linked to the DNA, RNA, and protein synthesis; proteins linked to autophagy and ubiquitin-proteasome system (UPS); and phosphatases. Other differentially regulated phosphoproteins were involved in cell signalling, energy metabolism, and lipid and carbohydrate metabolism, among other functions.
The remaining 39 differentially regulated phosphoproteins were not considered in the study because their function in the nervous system was barely known.
Thirty-seven differentially regulated phosphoproteins were kinases: 23 were up-regulated, 12 down-regulated, and two had both up-regulated and down-regulated phosphorylation sites in P301S compared with WT mice (Table 2).
Table 2
List of altered phosphoproteins in P301S in comparison with WT mice related to kinases and their functions. The number of dysregulated phosphosites and direction (hyper- or hypophosphorylation) are indicated for each protein.
Protein name | Function | Phosphosite deregulation |
Aak1 | AP2-associated protein kinase 1 (EC 2.7.11.1) (Adaptor-associated kinase 1) | Membrane signalling | 1↑1↓ |
Akap12 | A-kinase anchor protein 12 (AKAP-12) (Src-suppressed C kinase substrate) (SSeCKS) | Compartmentation of PKA and PKC | 1↑ |
Braf | Serine/threonine-protein kinase B-raf (Fragment) | Cytoskeleton | 1↑ |
Brsk1 | Serine/threonine-protein kinase BRSK1 | Cytoskeleton | 3↑ |
Brsk2 | Serine/threonine-protein kinase BRSK2 | Cytoskeleton | 4↑ |
Camk2a | Calcium/calmodulin-dependent protein kinase type II subunit alpha (CaM kinase II subunit alpha) (EC 2.7.11.17) | Synaptic plasticity, neurotransmitter release | 3↓ |
Camk2b | Calcium/calmodulin-dependent protein kinase (EC 2.7.11.17) | Actin interaction | 4↓ |
Camk2g | Calcium/calmodulin-dependent protein kinase type II subunit gamma (Fragment) | Actin interaction | 2↑ |
Cdk16 | Cyclin-dependent kinase 16 (EC 2.7.11.22) | Vesicle/excocytosis | 1↑ |
Cdkl5 | Cyclin-dependent kinase-like 5 | BDNF pathway | 1↑ |
Git1 | ARF GTPase-activating protein GIT1 (ARF GAP GIT1) (G protein-coupled receptor kinase-interactor 1) | Spine morphogenesis | 3↑1↓ |
Gsk3a | Glycogen synthase kinase-3 alpha (GSK-3 alpha) (EC 2.7.11.26) | Glycogen metabolism, tau phosphorylation | 1↑ |
Limk1 | LIM domain kinase 1 (Fragment) | Cytoskeleton | 2↑ |
Lmtk2 | Serine/threonine-protein kinase LMTK2 (EC 2.7.11.1) | Endosomal trafficking | 1↓ |
Map3k7 | Mitogen-activated protein kinase kinase kinase 7 (EC 2.7.11.25) | Cytoskeleton | 1↑ |
Mapk1 | Mitogen-activated protein kinase 1 (MAP kinase 1) (MAPK 1) (EC 2.7.11.24) | Cytoskeleton | 1↑ |
Mapk10 | Mitogen-activated protein kinase (EC 2.7.11.24) | Cytoskeleton | 1↑ |
Marcks | Myristoylated alanine-rich C-kinase substrate (MARCKS) | Cytoskeleton | 3↑ |
Mark1 | Serine/threonine-protein kinase MARK1 (EC 2.7.11.1) (EC 2.7.11.26) | Cytoskeleton | 1↑ |
Mink1 | Misshapen-like kinase 1 (EC 2.7.11.1) | Cytoskeleton | 1↑ |
Nucks1 | Nuclear ubiquitous casein and cyclin-dependent kinase substrate 1 (JC7) | Nuclear | 1↓ |
Nyap2 | Neuronal tyrosine-phosphorylated phosphoinositide-3-kinase adapter 2 | Morphogenesis | 2↑ |
Pak1 | Non-specific serine/threonine protein kinase (EC 2.7.11.1) | Membrane/synapsis/GABA receptor | 2↑ |
Phka2 | Phosphorylase b kinase regulatory subunit | Glycogen metabolism | 1↑ |
Pi4kb | Phosphatidylinositol 4-kinase beta | Golgi complex | 1↑ |
Pikfyve | 1-phosphatidylinositol 3-phosphate 5-kinase (EC 2.7.1.150) | Golgi/transport | 1↑ |
Prkab1 | 5'-AMP-activated protein kinase subunit beta-1 (AMPK subunit beta-1) (AMPKb) | Energy metabolism | 1↓ |
Prkacb | cAMP-dependent protein kinase catalytic subunit beta (PKA C-beta) (EC 2.7.11.11) | DNA/RNA | 1↓ |
Prkar1a | cAMP-dependent protein kinase type I-alpha regulatory subunit [Cleaved into: cAMP-dependent protein kinase type I-alpha regulatory subunit, N-terminally processed] | Glucose/lipid metabolism | 1↓ |
Prkce | Protein kinase C epsilon type (EC 2.7.11.13) (nPKC-epsilon) | Membrane signalling | 2↓ |
Prkcg | Protein kinase C gamma type (PKC-gamma) (EC 2.7.11.13) | Membrane signalling | 1↓ |
Prpf4b | Serine/threonine-protein kinase PRP4 homolog (EC 2.7.11.1) | DNA/RNA | 3↓ |
Rps6kc1 | Non-specific serine/threonine protein kinase (EC 2.7.11.1) | Endosomes | 1↑ |
Spag9 | C-Jun-amino-terminal kinase-interacting protein 4 (JIP-4) (JNK-interacting protein 4) | Cell signalling/c-Jun kinase activity | 1↓ |
Sphkap | A-kinase anchor protein SPHKAP (SPHK1-interactor and AKAP domain-containing protein) | PKA-binding protein | 1↑ |
Srcin1 | SRC kinase-signaling inhibitor 1 | Synapsis/cell signalling | 3↑ |
Stk32c | Serine/threonine-protein kinase 32C (EC 2.7.11.1) | Cell signalling | 1↓ |
Thirty-four differentially regulated phosphoproteins were related to the cytoskeleton, 18 up-regulated, 12 down-regulated, and four with both up- and down-regulated phosphorylation sites in P301S compared with WT mice (Table 3).
Table 3
List of altered phosphoproteins in P301S in comparison with WT mice related to the cytoskeleton in addition to tau protein. The number of dysregulated phosphosites and direction (hyper- or hypophosphorylation) are indicated for each protein.
Protein name | Phosphosite deregulation |
Ablim2 | Actin-binding LIM protein 2 | 3↓ |
Add1 | Alpha-adducin (Erythrocyte adducin subunit alpha) | 3↓1↑ |
Anln | Anillin | 2↓ |
Apc | Adenomatous polyposis coli protein | 1↑ |
Atat1 | Alpha-tubulin N-acetyltransferase 1 (Alpha-TAT) (Alpha-TAT1) (TAT) (EC 2.3.1.108) (Acetyltransferase mec-17 homolog) | 1↑ |
Camsap2 | Calmodulin-regulated spectrin-associated protein 2 | 1↑ |
Cap2 | Adenylyl cyclase-associated protein 2 (CAP 2) | 1↓ |
Capza2 | F-actin-capping protein subunit alpha-2 (CapZ alpha-2) | 1↓ |
Caskin1 | Caskin-1 (CASK-interacting protein 1) | 2↑ |
Cep170 | Centrosomal protein of 170 kDa | 1↑ |
Clasp1 | CLIP-associating protein 1 | 1↑ |
Cracdl | Capping protein-inhibiting regulator of actin-like | 3↑ |
Crmp1 | Crmp1 protein (Dihydropyrimidinase-related protein 1) | 2↑ |
Dnal1 | Dynein axonemal light chain 1 | 1↓ |
Dync1li2 | Cytoplasmic dynein 1 light intermediate chain 2 (Dynein light intermediate chain 2, cytosolic) | 1↓ |
Ermn | Ermin (Juxtanodin) (JN) | 1↓ |
Evl | Ena/VASP-like protein (Ena/vasodilator-stimulated phosphoprotein-like) | 1↑ |
Gap43 | Neuromodulin (Axonal membrane protein GAP-43) (Calmodulin-binding protein P-57) (Growth-associated protein 43) | 1↑ |
Gas2l1 | GAS2-like protein 1 (Growth arrest-specific protein 2-like 1) | 1↑ |
Hook3 | Protein Hook homolog 3 (mHK3) | 1↓ |
Kif1b | Kinesin-like protein KIF1B | 1↓ |
Limk1 | LIM domain kinase 1 (Fragment) | 2↑ |
Map1a | Microtubule-associated protein 1A (MAP-1A) [Cleaved into: MAP1A heavy chain; MAP1 light chain LC2] | 1↑4↓ |
Map1b | Microtubule-associated protein 1B (MAP-1B) (MAP1(X)) (MAP1.2) [Cleaved into: MAP1B heavy chain; MAP1 light chain LC1] | 3↑3↓ |
Map2 | Microtubule-associated protein 2 (MAP-2) | 8↑ |
Map4 | Microtubule-associated protein 4 (MAP-4) | 1↑1↓ |
Map6 | Microtubule-associated protein 6 (MAP-6) (Stable tubule-only polypeptide) (STOP) | 1↑ |
Mtmr1 | Myotubularin-related protein 1 (Phosphatidylinositol-3,5-bisphosphate 3-phosphatase) (EC 3.1.3.95) (Phosphatidylinositol-3-phosphate phosphatase) (EC 3.1.3.64) | 1↑ |
Nefh | Neurofilament heavy polypeptide (NF-H) (200 kDa neurofilament protein) (Neurofilament triplet H protein) | 6↓ |
Nefm | Neurofilament medium polypeptide (NF-M) (160 kDa neurofilament protein) (Neurofilament 3) (Neurofilament triplet M protein) | 2↓ |
Rufy3 | Protein RUFY3 | 2↑ |
Sptbn1 | Spectrin beta chain, non-erythrocytic 1 (Beta-II spectrin) (Embryonic liver fodrin) (Fodrin beta chain) | 3↓ |
Tppp | Tubulin polymerization-promoting protein (TPPP) (EC 3.6.5.-) (25 kDa brain-specific protein) (TPPP/p25) (p25-alpha) | 2↑ |
Tsc2 | Tuberin | 1↑ |
Wipf2 | WAS/WASL-interacting protein family member 2 (WASP-interacting protein-related protein) (WIP-related protein) | 1↑ |
One-hundred and thirteen differentially regulated phosphoproteins were integral membrane proteins, linked to membrane metabolism including ion channels, synapsis, vesicles, endocytosis, and exocytosis. Eighty seven were up-regulated, 18 down-regulated, and eight with both up- and down-regulated phosphorylation sites in P301S compared with WT mice (Table 4).
Table 4
List of altered phosphoproteins in P301S in comparison with WT mice related to membrane and membrane-linked proteins. The number of deregulated phosphosites and direction (hyper- or hypophosphorylation) are indicated for each protein.
Protein name | Protein location | Phosphosite deregulation |
Adcy2 | Adenylate cyclase type 2 (EC 4.6.1.1) | Membrane signaling | 1↑ |
Adcy9 | Adenylate cyclase type 9 | Membrane signaling | 1↑ |
Add1 | Alpha-adducin (Erythrocyte adducin subunit alpha) | Membrane/cytoskeleton | 1↑ 3↓ |
Afdn | Afadin (Afadin adherens junction formation factor) (Protein Af-6) | Cell junction/membrane | 1↑ |
Als2 | Alsin (Amyotrophic lateral sclerosis 2 protein homolog) | Vesicles Rab | 3↑ |
Amph | Amphiphysin | Membrane/synapsis | 2↑ |
Ank2 | Ankyrin-2 | Integral membrane protein | 5↑ |
Ank3 | Ankyrin-3 (Fragment) | Integral membrane protein | 2↑1↓ |
Ankrd34a | Ankyrin repeat domain 34A | Integral membrane protein | 2↑ |
Ankrd34b | Ankyrin repeat domain-containing protein 34B (Dendritic cell progenitor protein of 58 kDa) | Integral membrane protein | 1↑ |
Apba1 | Amyloid-beta A4 precursor protein-binding family A member 1 (Adapter protein X11alpha) | Vesicle trafficking | 2↑ |
Arfgap1 | ADP-ribosylation factor GTPase-activating protein 1 | Golgi complex/vesicles | 1↓ |
Arhgap23 | Rho GTPase-activating protein 23 (Rho-type GTPase-activating protein 23) | Membrane signaling | 1↓ |
Arhgef7 | Rho guanine nucleotide exchange factor 7 (Beta-Pix) | Membrane signaling | 1↓ |
Asap1 | Arf-GAP with SH3 domain, ANK repeat and PH domain-containing protein 1 | Membrane signaling | 1↑ |
Basp1 | Brain acid soluble protein 1 (22 kDa neuronal tissue-enriched acidic protein) | Membrane | 2↓ |
Bsn | Protein bassoon | Synapsis | 1↓4↑ |
Cacna1e | Voltage-dependent R-type calcium channel subunit alpha-1E (Brain calcium channel II) (BII) | Ion cannel/AMPA receptor | 2↑ |
Cacng8 | Voltage-dependent calcium channel gamma-8 subunit | Ion channel/AMPA receptor | 1↑ |
Cadps | Calcium-dependent secretion activator 1 | Secretion vesicles | 1↓ |
Cadps2 | Calcium-dependent secretion activator 2 | Secretion vesicles | 2↑ |
Cavin2 | Caveolae-associated protein 2 (Cavin-2) | Membrane/vesicles | 1↑ |
Clvs2 | Clavesin-2 (Retinaldehyde-binding protein 1-like 2) | Vesicles/endosomes | 1↑ |
Ctnna1 | Catenin alpha-1 (102 kDa cadherin-associated protein) (Alpha E-catenin) (CAP102) | Membrane/cytoskeleton | 1↑ |
Ctnna2 | Catenin alpha-2 (Alpha N-catenin) | Membrane/vesicles | 1↑ |
Cttn | Cttn protein (Src substrate cortactin) | Cytoskeleton/membrane/vesicles | 1↑ |
Dennd1a | DENN domain-containing protein 1A (Fragment) | Membrane/vesicles | 1↑ |
Dlg2 | Disks large homolog 2 (Postsynaptic density protein PSD-93) | Synapsis | 1↓ |
Dlg4 | Disks large homolog 4 | Synapsis | 2↑ |
Dlgap4 | Disks large-associated protein 4 (Dlgap4 protein) | Synapsis | 1↑ |
Dmd | Dystrophin (Dystrophin Dp71a) | Membranes | 1↑ |
Dmtn | Dematin (Dematin actin-binding protein) | Membrane/cytoskeleton | 1↓ |
Dmxl2 | DmX-like protein 2 (Rabconnectin-3) | Synapsis | 3↓ |
Dnal1 | Dynein axonemal light chain 1 | Cytoskeleton/membranes | 1↓ |
Dnm1l | Dynamin-1-like protein (EC 3.6.5.5) | Membrane/vesicles | 1↑ |
Dnm3 | Dynamin-3 (EC 3.6.5.5) | Membrane/vesicles | 2↑ |
Dpysl2 | Dihydropyrimidinase-related protein 2 (DRP-2) | Membrane signaling | 4↑ |
Dpysl3 | Dihydropyrimidinase-related protein 3 (DRP-3) | Membrane/cytoskeleton | 2↑ |
Dpysl5 | Dihydropyrimidinase-related protein 5 (DRP-5) | Membrane/cytoskeleton | 8↑ |
Eef1akmt1 | EEF1A lysine methyltransferase 1 (EC 2.1.1.-) (N(6)-adenine-specific DNA methyltransferase 2) (Protein-lysine N-methyltransferase N6amt2) | Vesicles | 1↓ |
Ehd1 | EH domain-containing protein 1 (PAST homolog 1) (mPAST1) | Membrane/endosomes | 1↓ |
Ehd3 | EH domain-containing protein 3 | Membrane/endosomes | 1↓ |
Epb41l3 | Band 4.1-like protein 3 (4.1B) (Differentially expressed in adenocarcinoma of the lung protein 1) (DAL-1) (DAL1P) (mDAL-1) | Synapses | 3↑1↓ |
Epn1 | Epsin-1 (EPS-15-interacting protein 1) (Intersectin-EH-binding protein 1) (Ibp1) | Membranes/endocytosis | 1↑1↓ |
Fam126b | Protein FAM126B | Membrane signaling/vesicles | 1↑ |
Fam160a2 | FTS and Hook-interacting protein | Membrane signalling/vesicles | 1↑ |
Farp1 | FERM, ARHGEF and pleckstrin domain-containing protein 1 (FERM, RhoGEF and pleckstrin domain-containing protein 1) | Membrane signalling/synapsis | 2↑ |
Frmd4a | FERM domain-containing protein 4A | Membrane/cytoskeleton | 2↑ |
Gabra1 | Gamma-aminobutyric acid receptor subunit alpha-1 (GABA(A) receptor subunit alpha-1) | Membrane/GABA receptor | 1↑ |
Gabrg2 | Gamma-aminobutyric acid receptor subunit gamma-2 (GABA(A) receptor subunit gamma-2) | Membrane/GABA receptor | 1↑ |
Gja1 | Gap junction alpha-1 protein (Connexin-43) (Cx43) (Gap junction 43 kDa heart protein) | Gap junction | 2↑ |
Grm5 | Metabotropic glutamate receptor 5 (mGluR5) | Membrane/GLU receptor | 2↑ |
Hcn2 | Potassium/sodium hyperpolarization-activated cyclic nucleotide-gated channel 2 (Brain cyclic nucleotide-gated channel 2) (BCNG-2) | Ion channel/membrane | 1↑ |
Hepacam | Hepatocyte cell adhesion molecule (Protein hepaCAM) | Membrane | 1↑ |
Iqsec1 | IQ motif and SEC7 domain-containing protein 1 | Vesicles | 2↑ |
Iqsec2 | ARF6 guanine nucleotide exchange factor IQArfGEF (IQ motif and SEC7 domain-containing protein 2) | Synapsis | 3↑ |
Itsn1 | Intersectin-1 (EH and SH3 domains protein 1) | Membrane/vesicle/synapsis | 1↑ |
Kcnb1 | Potassium voltage-gated channel subfamily B member 1 (Voltage-gated potassium channel subunit Kv2.1) (mShab) | Ion channel/membrane | 1↑ |
Kcnq2 | Potassium voltage-gated channel subfamily KQT member 2 (Fragment) | Ion channel/membrane | 1↑ |
Kctd12 | BTB/POZ domain-containing protein KCTD12 | Membrane/GABA receptor | 1↑ |
Kif1a | Kinesin-like protein KIF1A (Kinesin-related microtuble-based motor protein) | Axonal transport/vesicles | 1↑ |
Kif2a | Kinesin-like protein | Axonal transport/vesicles | 1↑ |
Klc1 | Kinesin light chain | Axonal transport/vesicles | 4↑ |
Klc2 | Kinesin light chain | Axonal transport/vesicles | 2↑ |
Klc4 | Kinesin light chain 4 (KLC 4) (Kinesin-like protein 8) | Axonal transport/vesicles | 1↑ |
Lrrc7 | Leucine-rich repeat-containing protein 7 (Densin-180) (Densin) (Protein LAP1) | Synapsis | 1↑ |
Nsf | Vesicle-fusing ATPase (EC 3.6.4.6) | Vesicles | 1↓ |
Ociad1 | OCIA domain-containing protein 1 | Vesicles/endosomes | 1↑ |
Pcdh1 | Protocadherin 1 (Fragment) | Membrane protein | 2↑ |
Pclo | Protein piccolo (Aczonin) (Brain-derived HLMN protein) (Multidomain presynaptic cytomatrix protein) | Synapsis | 4↑2↓ |
Pip4p1 | Type 1 phosphatidylinositol 4,5-bisphosphate 4-phosphatase (Type 1 PtdIns-4,5-P2 4-Ptase) (EC 3.1.3.78) | Membrane/cholesterol | 1↑ |
Pitpnm1 | Membrane-associated phosphatidylinositol transfer protein 1 (Drosophila retinal degeneration B homolog 1) (RdgB1) (Mpt-1) | Membrane | 4↑ |
Prrt3 | Proline-rich transmembrane protein 3 | Membrane | 2↑ |
Rab11fip5 | Rab11 family-interacting protein 5 | Traffick vesicles | 3↑ |
Rab3gap2 | Rab3 GTPase-activating protein non-catalytic subunit | Vesicle transport | 1↑ |
Rabep1 | Rab GTPase-binding effector protein 1 (Rabaptin-5) (Rabaptin-5alpha) | Vesicles | 2↓ |
Ralbp1 | RalA-binding protein 1 | Endocytosis | ↓ |
Ralgapb | Ral GTPase-activating protein subunit beta (Fragment) | Vesicles | 1↑ |
Ranbp3 | Ran-binding protein 3 (RanBP3) | Transport vesicles | 1↓ |
Rasgrf2 | Ras-specific guanine nucleotide-releasing factor 2 (Ras-GRF2) (Ras guanine nucleotide exchange factor 2) | Synapses | 1↑ |
Rbsn | Rabenosyn-5 (FYVE finger-containing Rab5 effector protein rabenosyn-5) (RAB effector RBSN) | Endosomes/vesicles | 1↓ |
Relch | RAB11-binding protein RELCH | Endosomes/cytoskeleton/Golgi | 3↑2↓ |
Rtn3 | Reticulon-3 | Secretory vesicles | 4↓ |
Rtn4 | Reticulon-4 (Neurite outgrowth inhibitor) (Nogo protein) | Membrane trafficking/secretory vesicles | 3↑ |
Scn2a | Sodium channel protein | Ion channel/membrane | 2↑ |
Septin8 | Septin-8 | Synaptic vesicles | 1↑ |
Sgip1 | SH3-containing GRB2-like protein 3-interacting protein 1 (Endophilin-3-interacting protein) | Vesicles/endocytosis | 1↑ |
Shisa6 | Protein shisa-6 (Fragment) | Membrane/receptor AMPA | 2↑ |
Slc12a5 | Solute carrier family 12 member 5 (Electroneutral potassium-chloride cotransporter 2) (K-Cl cotransporter 2) | Membrane transporter | 1↑ |
Slc20a2 | Sodium-dependent phosphate transporter 2 (Phosphate transporter 2) (PiT-2) (Solute carrier family 20 member 2) | Membrane transporter | 2↑ |
Slc6a17 | Sodium-Dependent Neutral Amino Acid Transporter SLC6A17 | Synapsis | 1↑ |
Slc7a2 | Cationic amino acid transporter 2 (CAT-2) (CAT2) (20.5) | Membrane transporter | 1↑ |
Slc7a8 | Large neutral amino acids transporter small subunit 2 (L-type amino acid transporter 2) (mLAT2) (Solute carrier family 7 member 8) | Membrane transporter | 1↑ |
Smap2 | Stromal membrane-associated protein 2 (Stromal membrane-associated protein 1-like) | Endocytosis | 1↑ |
Snap25 | Synaptosomal-associated protein 25 (SNAP-25) (Super protein) (SUP) (Synaptosomal-associated 25 kDa protein) | Synapsis | 1↑ |
Snap91 | Clathrin coat assembly protein AP180 (91 kDa synaptosomal-associated protein) | Synapsis | 1↑ |
Srcin1 | SRC kinase-signaling inhibitor 1 | Synapsis/cell signalling | 3↑ |
Svop | Synaptic vesicle 2-related protein (SV2-related protein) | Synapsis | 1↑ |
Syn1 | Synapsin-1 (Synapsin I) | Synapsis | 5↑ |
Syn3 | Synapsin-3 (Synapsin III) | Synapsis | 3↑ |
Synj1 | Phosphoinositide 5-phosphatase (EC 3.1.3.36) | synapsis | 1↑ |
Tanc2 | Protein TANC2 (Tetratricopeptide repeat, ankyrin repeat and coiled-coil domain-containing protein 2) | Synapsis | 2↑ |
Tbc1d10b | TBC1 domain family member 10B (Protein wz3-85) | Vesicle transport | 1↑ |
Tbc1d22b | TBC1 domain family, member 22B | Vesicle transport | 1↑ |
Tjp1 | Tight junction protein ZO-1 (Tjp1 protein) | Membrane | 1↓ |
Tjp2 | Tight junction protein ZO-2 | Membrane | 1↑ |
Tmcc1 | Transmembrane and coiled-coil domains protein 1 | Membrane | 1↑ |
Tmcc2 | Transmembrane and coiled-coil domains protein 2 | Membrane | 1↑ |
Tns1 | Tensin 1 (Fragment) | Membrane | 2↑ |
Tom1 | Target of Myb protein 1 | Vesicles | 2↑ |
Tprg1l | Tumor protein p63-regulated gene 1-like protein | Synapsis | 1↑ |
Unc13a | Protein unc-13 homolog A (Munc13-1) | Vesicles/synapsis | 1↓1↑ |
Vamp2 | Vesicle-associated membrane protein 2 (VAMP-2) (Synaptobrevin-2) | Synapsis | 1↑ |
Vdac1 | Voltage-dependent anion-selective channel protein 1 (VDAC-1) (mVDAC1) (Outer mitochondrial membrane protein porin 1) | Ion channel/mitochondrial membrane protein | 1↓ |
Forty dysregulated phosphoproteins were linked to DNA and RNA metabolism, RNA splicing, and protein synthesis; 37 phosphoproteins were down-regulated, and 3 up-regulated in P301S compared with WT mice (Table 5).
Table 5
List of altered phosphoproteins in P301S in comparison with WT mice related to DNA, RNA metabolism, and protein synthesis. The number of dysregulated phosphosites and direction (hyper- or hypophosphorylation) are indicated for each protein.
Protein name | Protein function | Phosphosite deregulation |
Aarsd1 | Alanyl-tRNA editing protein Aarsd1 (Alanyl-tRNA deacylase alaX) (AlaX) (AlaXp-II) (Alanyl-tRNA synthetase domain-containing protein 1) | DNA/RNA | 1↓ |
Ccar2 | Cell cycle and apoptosis regulator protein 2 (Cell division cycle and apoptosis regulator protein 2) | DNA | 1↓ |
Cic | Protein capicua homolog | DNA/RNA | 1↓ |
Cwc15 | Spliceosome-associated protein CWC15 homolog (Embryonic development factor 1) (mED1) | DNA/RNA | 2↓ |
Dhx32 | Putative pre-mRNA-splicing factor ATP-dependent RNA helicase DHX32 (Fragment) | DNA/RNA | 1↓ |
Eif2s2 | Eukaryotic translation initiation factor 2 subunit 2 | RNA/protein synthesis | 1↓ |
Eif3j1 | Eukaryotic translation initiation factor 3 subunit J-A (eIF3j-A) (Eukaryotic translation initiation factor 3 subunit 1-A) (eIF-3-alpha-A) (eIF3 p35) | RNA/protein synthesis | 2↓ |
Eif5b | Eukaryotic translation initiation factor 5B (eIF-5B) (EC 3.6.5.3) (Translation initiation factor IF-2) | RNA/protein synthesis | 3↓ |
Hdac2 | Histone deacetylase 2 (HD2) (EC 3.5.1.98) | DNA | 2↓ |
Hdgf | Hepatoma-derived growth factor (HDGF) | DNA | 1↓ |
Hdgfl3 | Hepatoma-derived growth factor-related protein 3 (HRP-3) | DNA/RNA | 2↓ |
Hnrnpu | Heterogeneous nuclear ribonucleoprotein U (hnRNP U) (Scaffold-attachment factor A) (SAF-A) | DNA/RNA | 1↓ |
Kdm1a | Lysine-specific histone demethylase 1A (Fragment) | DNA | 1↓ |
Nab2 | NGFI-A-binding protein 2 | RNA transcription | 2↓ |
Ncl | Nucleolin (Protein C23) | RNA | 4↓ |
Ncoa5 | Nuclear receptor coactivator 5 (NCoA-5) (Coactivator independent of AF-2) (CIA) | Estrogen receptor nucleus | 1↓ |
Nsrp1 | Nuclear speckle splicing regulatory protein 1 (Coiled-coil domain-containing protein 55) (Nuclear speckle-related protein 70) (NSrp70) | DNA/RNA | 2↓ |
Pcbp1 | Poly(rC)-binding protein 1 (Alpha-CP1) (Heterogeneous nuclear ribonucleoprotein E1) (hnRNP E1) | RNA | 1↑ |
Pnn | Pinin | DNA/RNA | 1↓ |
Psd3 | PH and SEC7 domain-containing protein 3 | DNA/RNA | 1↓ |
Ptges3 | Prostaglandin E synthase 3 (EC 5.3.99.3) | Chaperone/DNA metabolism | 1↓ |
Ralgapa1 | Ral GTPase-activating protein subunit alpha-1 | RNA transcription | 1↑ |
Rbm10 | RNA-binding protein 10 (RNA-binding motif protein 10) | RNA | 1↓ |
Rbm25 | RNA-binding protein 25 (RNA-binding motif protein 25) | RNA | 1↓ |
Rbm33 | RNA-binding protein 33 | RNA | 1↓ |
Rplp1 | 60S acidic ribosomal protein P1 | RNA protein synthesis | 1↓ |
Rplp2 | 60S acidic ribosomal protein P2 | RNA protein synthesis | 2↓ |
Safb | Scaffold attachment factor B1 (SAF-B1) | DNA | 1↓ |
Sltm | SAFB-like transcription modulator (Modulator of estrogen-induced transcription) | Protein synthesis | 1↑ |
Smarcc2 | SWI/SNF complex subunit SMARCC2 | DNA | 1↓ |
Smn1 | Survival motor neuron protein | DNA | 1↓ |
Srsf1 | Serine/arginine-rich splicing factor 1 (Splicing factor, arginine/serine-rich 1) | RNA splicing | 2↓ |
Srsf10 | Serine/arginine-rich-splicing factor 10 | RNA splicing | 2↓ |
Srsf6 | Serine/arginine-rich splicing factor 6 (Pre-mRNA-splicing factor SRP55) (Splicing factor, arginine/serine-rich 6) | RNA splicing | 1↓ |
Srsf7 | Serine/arginine-rich splicing factor 7 (Splicing factor, arginine/serine-rich 7) | RNA splicing | 1↓ |
Supt6h | Transcription elongation factor SPT6 | Protein synthesis | 1↓ |
Tceal3 | Transcription elongation factor A protein-like 3 (TCEA-like protein 3) | Protein synthesis | 1↓ |
Thrap3 | Thyroid hormone receptor-associated protein 3 | DNA | 1↓ |
Top2b | DNA topoisomerase 2-beta (EC 5.6.2.2) (DNA topoisomerase II, beta isozyme) | DNA | 1↓ |
Tra2b | Transformer-2 protein homolog beta (TRA-2 beta) (TRA2-beta) | RNA splicing | 1↓ |
Sixteen differentially regulated phosphoproteins were components of the cellular degrading systems, autophagy, and UPS. Five phosphoproteins were up-regulated and 11 down-regulated (Table 6).
Table 6
List of altered phosphoproteins in P301S in comparison with WT mice related to autophagy and the ubiquin-proteasome system (UPS). The number of dysregulated phosphosites and direction (hyper- or hypophosphorylation) are indicated for each protein.
Protein name | Protein function | Phosphosite deregulation |
Atg2b | Autophagy-related protein 2 homolog B | Autophagy | 1↑ |
Atg9a | Autophagy-related protein 9 | Autophagy | 1↑ |
Cand1 | Cullin-associated NEDD8-dissociated protein 1 (Cullin-associated and neddylation-dissociated protein 1) (p120 CAND1) | UPS | 2↓ |
Dcaf11 | DDB1- and CUL4-associated factor 11 | UPS | 2↓ |
Fbxo41 | F-box only protein 41 | UPS | 1↓ |
Hectd4 | HECT domain E3 ubiquitin protein ligase 4 | UPS | 1↓ |
Lmbrd1 | Lysosomal cobalamin transport escort protein LMBD1 (LMBD1) (LMBR1 domain-containing protein 1) (Protein N90b) | Lysosomes | 1↓ |
Lrsam1 | E3 ubiquitin-protein ligase LRSAM1 (EC 2.3.2.27) | UPS | 1↓ |
Mgrn1 | E3 ubiquitin-protein ligase MGRN1 (EC 2.3.2.27) | UPS | 1↓ |
Nedd4l | HECT-type E3 ubiquitin transferase (EC 2.3.2.26) | UPS | 2↑ |
Psmd11 | 26S proteasome non-ATPase regulatory subunit 11 (26S proteasome regulatory subunit RPN6) (26S proteasome regulatory subunit S9) (26S proteasome regulatory subunit p44.5) | UPS | 1↑ |
Stub1 | E3 ubiquitin-protein ligase CHIP (EC 2.3.2.27) | UPS | 1↓ |
Trim2 | Tripartite motif-containing protein 2 (EC 2.3.2.27) | UPS | 1↓ |
Trim9 | E3 ubiquitin-protein ligase TRIM9 | UPS | 2↑ |
Uba1 | Ubiquitin-like modifier-activating enzyme 1 (EC 6.2.1.45) | UPS | 1↓ |
Ube2o | (E3-independent) E2 ubiquitin-conjugating enzyme UBE2O (EC 2.3.2.24) | UPS | 1↓ |
Usp5 | Ubiquitin carboxyl-terminal hydrolase (EC 3.4.19.12) | UPS | 3↓ |
Usp9x | Ubiquitinyl hydrolase 1 (EC 3.4.19.12) | UPS | 1↓ |
Nine dysregulated phosphoproteins were phosphatases, five were up-regulated, and four down-regulated in P301S when compared with WT mice (Table 7).
Table 7
List of altered phosphoproteins in P301S in comparison with WT mice related to phosphatases and their activity. The number of dysregulated phosphosites and direction (hyper- or hypophosphorylation) are indicated for each protein.
Protein name | Protein function | Phosphosite deregulation |
Elfn2 | Protein phosphatase 1 regulatory subunit 29 (Extracellular leucine-rich repeat and fibronectin type III domain-containing protein 2) (Leucine-rich repeat and fibronectin type-III domain-containing protein 6) (Leucine-rich repeat-containing protein 62) | Cytoskeleton | 1↑ |
Pip4p1 | Type 1 phosphatidylinositol 4,5-bisphosphate 4-phosphatase (Type 1 PtdIns-4,5-P2 4-Ptase) (EC 3.1.3.78) | Membrane/cholesterol | 1↑ |
Plpp6 | Phospholipid phosphatase 6 (EC 3.1.3.-) | Lipid metabolism | 1↑ |
Ppme1 | Protein phosphatase methylesterase 1 (PME-1) (EC 3.1.1.89) | Demetylates proteins (phosphatases) | 1↓ |
Ppp1r1a | Protein phosphatase 1 regulatory subunit 1A (Protein phosphatase inhibitor 1) (I-1) (IPP-1) | Phosphatase | 1↑ |
Ppp1r9a | Protein phosphatase 1, regulatory subunit 9A (Fragment) | Glycogen metabolism/phosphatase | 1↓ |
Ppp2r5e | Serine/threonine-protein phosphatase 2A 56 kDa regulatory subunit | Phosphatase | 2↑ |
Ppp3cb | Serine/threonine-protein phosphatase (EC 3.1.3.16) | Phosphatase | 1↓ |
Ptprz1 | Receptor-type tyrosine-protein phosphatase zeta (R-PTP-zeta) (EC 3.1.3.48) | Oligodendrocytes | 1↓ |
Thirty-nine differentially regulated phosphoproteins (22 up-regulated, 17 down-regulated, and one with up- and down-regulated phosphorylation sites) were involved in cell signalling, energy metabolism, lipid metabolism, and carbohydrate metabolism, among other functions (Table 8). The classification is considered instrumental as many proteins are involved in different pathways.
Table 8
List of altered phosphoproteins in P301S in comparison with WT mice related to energy metabolism, cell signalling, Golgi apparatus, carbohydrates, and lipids. The number of dysregulated phosphosites and direction (hyper- or hypophosphorylation) are indicated for each protein.
Protein names | Protein function | Phosphosite deregulation |
Acaca | Acetyl-CoA carboxylase 1 (ACC1) (EC 6.4.1.2) | Fatty acid synthesis | 1↓ |
Agfg1 | Arf-GAP domain and FG repeat-containing protein 1 | Nucleoporin | 2↑ |
Akr7a2 | Aflatoxin B1 aldehyde reductase member 2 (EC 1.1.1.n11) | Energy metabolism | 1↑ |
Amer2 | APC membrane recruitment protein 2 (Amer2) (Protein FAM123A) | Negative regulator WNT | 1↑ |
Ampd2 | AMP deaminase (EC 3.5.4.6) | Purine metabolism | 1↑ |
Atl1 | Atlastin-1 (EC 3.6.5.-) | Golgi | 1↑ |
Bclaf1 | Bcl-2-associated transcription factor 1 (Btf) | Cell death | 1↓ |
C2cd2l | Phospholipid transfer protein C2CD2L (C2 domain-containing protein 2-like) (Transmembrane protein 24) | Lipid transport | 1↑ |
Cnksr2 | Connector enhancer of kinase suppressor of ras 2 (Connector enhancer of KSR 2) (CNK homolog protein 2) (CNK2) | Cell signalling | 1↑ |
Coq9 | Ubiquinone biosynthesis protein COQ9, mitochondrial | Energy metabolism | 1↓ |
Dagla | Diacylglycerol lipase-alpha (DAGL-alpha) (DGL-alpha) (EC 3.1.1.-) | DAG, lipids | 1↑ |
Dock7 | Dedicator of cytokinesis protein 7 | Cell signalling | 3↑ |
Fgf12 | Fibroblast growth factor 12 (FGF-12) (Fibroblast growth factor homologous factor 1) (FHF-1) (Myocyte-activating factor) | FGF | 1↓ |
Hsph1 | Heat shock protein 105 kDa (42 degrees C-HSP) (Heat shock 110 kDa protein) (Heat shock-related 100 kDa protein E7I) (HSP-E7I) | Chaperone | 1↓ |
Ipo7 | Importin-7 (Imp7) (Ran-binding protein 7) (RanBP7) | Nuclear transport | 2↓ |
Ldhb | L-lactate dehydrogenase B chain (LDH-B) (EC 1.1.1.27) | Energy metabolism | 1↓ |
Lgalsl | Galectin-related protein (Galectin-related protein A) (Lectin galactoside-binding-like protein A) | Carbohydrate metabolism | 5↓ |
Mbp | Myelin basic protein | Myelin | 2↓ |
Mff | Mitochondrial fission factor | Energy metabolism | 1↓ |
Mief1 | Mitochondrial dynamics protein MID51 | Energy metabolism | 1↓ |
Mtx3 | Metaxin | Mitochondria/transport | 1↑ |
Myo18a | Unconventional myosin-XVIIIa (Molecule associated with JAK3 N-terminus) (MAJN) (Myosin containing a PDZ domain) (Surfactant protein receptor SP-R210) (SP-R210) | Golgi/trafficking | 1↓ |
Pacs1 | Phosphofurin acidic cluster sorting protein 1 (PACS-1) | Trans-Golgi | 1↑ |
Pdap1 | 28 kDa heat- and acid-stable phosphoprotein (PDGF-associated protein) (PAP) (PDGFA-associated protein 1) (PAP1) | Cell signalling | 1↑1↓ |
Pde4a | cAMP-specific 3',5'-cyclic phosphodiesterase 4A (EC 3.1.4.53) | Cell signaling | 1↓ |
Pex5l | PEX5-related protein | Peroxisome | 1↑ |
Pgam1 | Phosphoglycerate mutase 1 (EC 5.4.2.11) (EC 5.4.2.4) | Glycogen metabolism | 1↓ |
Pikfyve | 1-phosphatidylinositol 3-phosphate 5-kinase (Phosphatidylinositol 3-phosphate 5-kinase) (EC 2.7.1.150) | Golgi/transport | 1↑ |
Plekha5 | Pleckstrin homology domain-containing, family A member 5 | Lipid metabolism | 1↑ |
Plpp6 | Phospholipid phosphatase 6 (EC 3.1.3.-) | Lipid metabolism | 1↑ |
Ptprz1 | Receptor-type tyrosine-protein phosphatase zeta (R-PTP-zeta) (EC 3.1.3.48) | Oligodendrocytes | 1↓ |
Rap1gap | Rap1 GTPase-activating protein 1 (Rap1GAP) (Rap1GAP1) (ARPP-90) | Cell signalling | ↓↑ |
Rapgef2 | Cyclic nucleotide ras GEF (Neural RAP guanine nucleotide exchange protein) (PDZ domain-containing guanine nucleotide exchange factor 1) (RA-GEF-1) (Rap guanine nucleotide exchange factor 2) (Ras/Rap1-associating GEF-1) | Cell signalling | 1↑ |
Rb1cc1 | RB1-inducible coiled-coil protein 1 (Coiled-coil-forming protein 1) (FAK family kinase-interacting protein of 200 kDa) (FIP200) (LaXp180) | Cell signalling | 2↑ |
Rgs14 | Regulator of G-protein signaling 14 (RGS14) (RAP1/RAP2-interacting protein) (RPIP1) | Cell signalling | 1↑ |
Sec31a | Protein transport protein Sec31A (SEC31-like protein 1) (SEC31-related protein A) | Endoplasmic reticulum/transportr | 1↓ |
Septin5 | Septin | Transport | 1↑ |
Spred1 | Sprouty-related, EVH1 domain-containing protein 1 (Spred-1) | Cell signalling | 1↑ |
Tnik | TRAF2 and NCK interacting kinase (Traf2 and NCK-interacting protein kinase) | Cell signalling | 1↓ |
Tom1l2 | TOM1-like protein 2 (Target of Myb-like protein 2) | Transport | 2↑ |
Phosphoprotein Interactomes In P301s Mice
Network analysis was performed submitting the corresponding protein IDs to the STRING. A schematic representation is shown in Fig. 6. Abbreviations and quantitative values are detailed in Supplementary Table 1. The image illustrates the complementary phosphoprotein network dysregulated in P301S tauopathy. There is a close interaction between proteins of the membranes and cytoskeleton, and proteins with kinase activity.