Clinical evaluation of the P93S kindred
Members of the P93S kindred were seen under the NIH IRB approved protocol entitled “Investigating Complex Neurodegenerative Disorders related to Amyotrophic Lateral Sclerosis and Frontotemporal Dementia” and consent was obtained in accordance with the Declaration of Helsinki. Enrolled participants underwent comprehensive assessments including history and neurological examination, neuropsychological testing, and caregiver questionnaires. Motor rating was captured using ADPM wearable technology. Electromyography and nerve conduction study were performed. MR imaging was obtained on a 3T scanner including sagittal 3D T1-weighted, fat suppressed axial T2-weighted, fat suppressed coronal T2-weighted, axial FLAIR, and axial DTI images of the brain and sagittal T1-weighted, sagittal STIR, sagittal T2-weighted, axial T2-weighted, and axial s3D MEDIC-MT, postcontrast sagittal T1-weighted, and postcontrast axial 3D T1-weighted images of the spine. Lumbar puncture was performed in the upright, seated position with insertion of an atraumatic Sprotte needle in the L4/5 space and analyzed for cell counts and differential, protein, glucose, oligoclonal bands and IgG index. Additional exploratory CSF analysis included absolute and relative quantification of CSF immune cell subsets using multicolored flow cytometry and proteomic inflammatory biomarkers were performed according to previously published protocols.11
Clinical spectrum of ANXA11 mutations
The NIH Undiagnosed Diseases Program as well as the University of California San Francisco Memory and Aging Center cohorts were queried for cases harboring ANXA11 mutations using a minor allele frequency filter of 1 in 10,000 in gnomAD. Identified cases were then reviewed for diagnosis and clinical features by board-certified neurologists (AS, JK, LV).
Cell culture and differentiation
The NIH Intramural research program policies were followed for the procurement and use of WTC11 line iPS cells from the Coriell cell repository, which were derived from a 30-year-old male without known neurological disease. Culture procedures have been described previously.12 Briefly, iPS cells were grown on tissue culture dishes precoated with Matrigel (Corning #354277) in Essential 8 medium (Thermo #A1517001), replaced every one to two days as needed. Accutase (Thermo #A1110501) was used for cell dissociation and passaging. Chroman-1 (MedChemExpress Catalog #HY-15392) supplementation was used to promote survival upon thawing, passaging, and other cell line modifications until cell colonies contained a minimum of five cells. The human iPS cells used in this study were previously engineered to express mouse neurogenin-2 (mNGN2) with a doxycycline-inducible promoter integrated in the AAVS1 and CLYBL promoter safe harbor sites for differentiation into cortical-like neurons or transcription factors MAFB, IRF8 and CEBPA in the AAVS1 and SPI1, CEBPB, and IRF5 in the CLYBL safe harbor sites for differentiation into microglia-like cells.
Plasmids for viral transduction into iPS cells were generated using the pLEX lentiviral vector and ligation cloning to generate fluorescently labeled vectors for the overexpression of ANXA11 based off previously published constructs.3 Following sequence confirmation, the plasmids were transfected into Lenti-X HEK cells using Lipofectamine™ 3000 (Invitrogen). Twenty-four hours after transfection, viral boost reagent was added. Medium was collected after 72 hours and concentrated using Lenti-X concentrator (Takara Bio) overnight before being aliquoted and stored at -80°C. After dissociation and singularization using StemPro Accutase™ (Gibco), viral aliquots were delivered to iPS cells in E8 medium with Chroman-1. Cells were monitored for transduction efficiencies with a goal of at least 80% of cells expressing the fluorescent green construct, equal across lines. Media was changed to E8 medium and iPS cells were expanded and frozen for use in differentiations and downstream experiments.
Neuronal differentiation followed previously published protocols.12 Briefly, cells expressing doxycycline-inducible mNGN2 were plated on Matrigel-coated plate in neuronal induction medium: DMEM/F12 (Thermo #11330032) supplemented with N2 supplement (Thermo #17502048), Non-essential amino acids (Thermo #11140050), Glutamax (Thermo #35050061), 2µg/mL doxycycline (Sigma #D9891) and 50nM Chroman-1 on day zero. Fresh induction medium without Chroman-1 was added after PBS washes on days one and two. On day three, cells were dissociated using Accutase, counted, and replated onto poly-L-ornithine (PLO)-coated plates in neuronal maturation medium containing 2µg/mL doxycycline. On day four, the medium was changed after a PBS wash. Thereafter, a half medium change was conducted twice weekly. All neuron experiments were conducted using day 15 neurons unless otherwise specified.
Microglial differentiation followed previously published protocols.13 Briefly, cells expressing the six transcription factors were plated on a dual Matrigel- and PLO-coated tissue culture dish in Essential 8 medium with doxycycline and Chroman-1 on day zero. On day two, medium was changed to Advanced DMEM/F12 (Thermo #12634010) with 2µg/mL doxycycline, GlutaMAX (Thermo #35050061), 100 ng/mL Human IL-34 (Peprotech #200 − 34) and 10 ng/mL Human GM-CSF (Peprotech #300-03) after PBS washes. On day four, medium was changed with the addition of 50 ng/mL Human M-CSF (Peprotech #300 − 25), 50 ng/mL Human TGF-β1 (Peprotech #100-21C), and 50 ng/mL Mevalonolacton (Sigma-Aldrich #M4667-1G), and antibiotic/antimycotic (Gibco #15240-062). Thereafter, half medium changes were conducted twice weekly. All microglial experiments were performed on day 15 unless otherwise specified.
Lysosome colocalization
WTC11 iPS cells with the mNGN2 construct overexpressing wildtype and P93S mutant ANXA11 were transduced with a lentiviral vector containing LAMP1 fluorescently labeled with mApple as described in cell culture methods above. Following transduction, iPS cells were differentiated into iPSC-derived neurons as spheroids. For spheroid differentiation, 10,000 iPS cells were resuspended in 20 µL neuronal induction medium per sphere after splitting iPS cells with Accutase. 20 µL of the iPS cell suspension was added to a well of an ultra-low attachment round bottom 384-well plate (Corning) coated with anti-adherence solution (Life Technologies) for 1 hour and washed with PBS 3 times. Cells were left to sit for 5 min before centrifuging at 150 RCF for 2 min to promote cells aggregate. The next day, 60 µL neuronal induction medium was added. The third day after addition of doxycycline, spheres were pipetted up using a wide-bore, low-attachment pipette tip and plated on an 8-chamber glass bottom slide (Ibidi) coated with poly-L-ornithine followed by a 2-h coating with 15 µg/mL laminin and prepped with 250uL neuronal maturation medium. Spheroids were allowed to grow for four more days with a full medium change the day after replating and a half medium change every three days thereafter. On day seven after doxycycline, iPSC-derived neurons were imaged using Nikon spinning disc equipped with a 60x water immersion objective. Live cell imaging was focused on regions of the well with clear growth cones and relatively sparse axons to reduce the number of intersecting axons in the captured image area. Eight images were captured per well with four replicates per condition. NIS Elements general analysis 3 was used to quantify red and green puncta corresponding to lysosomes and ANXA11 granules respectively. Total counts of lysosomes colocalized with ANXA11 were calculated as well as mean counts per well. Data was assessed for normality using Shapiro-Wilk test and unpaired t-test was applied to well means to determine significance. Data was visualized in GraphPad Prism 9.5.1.
Quantification of neuritic RNA
RNAscope Assay (Advanced Cell Diagnostics) was used to assess delivery and distribution of RNA in iPSC-derived neurons according to the manufacturer’s protocol.14 Briefly, iPSC-derived neurons overexpressing wildtype and P93S mutant ANXA11 were plated on an 8-chamber glass bottom slide (Ibidi) at a density of 12,000 cells per well in 250 µL medium. On day 15 after doxycycline, cells were fixed with 4% paraformaldehyde for 10 minutes at room temperature, then washed three times with PBS. Cells were then sequentially dehydrated in increasing concentrations of ethanol and frozen at -20°C overnight. The following day cells were rehydrated before treatment with protease. The cells were probed for beta-actin in the HybEZ oven at 40˚C for two hours. Cells were incubated with Amp1-FL, Amp2-FL, Amp3-FL and Amp4-FL solutions sequentially prior to Hoechst nuclear counterstaining. Cells were imaged immediately for identification of beta-actin RNA puncta. The following day, cells were incubated with anti-tau (R&D AF3494) and anti-H4A3 (DSHB AB 2296838) antibodies in PBS at a 1:1,000 dilution overnight at 4°C. The next day, cells were washed three times with PBS before being incubated with anti-goat and anti-rabbit secondary antibodies (Biotium #20016 and #20098) for thirty minutes at room temperature and reimaged. Imaging was performed on the Nikon spinning-disk confocal microscope (Nikon Eclipse T1) using a 60× water immersion objective lens. Eight images were captured per well with eight replicates per condition. NIS Elements general analysis 3 was used to quantify RNA puncta. Total neuritic RNA puncta per total RNA puncta were calculated as well as means per well. Data was assessed for normality using Shapiro-Wilk test and unpaired t-test was applied to well means to determine significance. Data was visualized in GraphPad Prism 9.5.1.
TDP-43 immunocytochemistry
Immunocytochemistry was performed on 96-well plates (Perkin Elmer) or µ-Slide glass bottom slides (Ibidi). On day 15 post differentiation, cells were fixed using 4% paraformaldehyde for 15 minutes at room temperature. Following three PBS washes, cells were permeabilized using 0.1% Triton-X100 for 10 minutes at room temperature. Cells were then blocked in 2% bovine serum albumin for 60 minutes. Primary antibody incubation was performed overnight at 4°C at 1:500 concentration of anti-TDP-43 antibody (Abcam ab254166). Immunofluorescence was detected with fluorochrome-conjugated secondary antibodies CF640 donkey anti-mouse (1:1,000) for detection of TDP-43. Finally, nuclei were counterstained with Hoechst (2 µg/mL, Thermo Fisher Scientific no. 62248). Images were acquired on an inverted Nikon spinning-disk confocal microscope (Nikon Eclipse T1), using a 60× 1.40 NA oil-immersion objective. Twelve images were captured per well with four replicates per condition. Quantification of nuclear TDP signal was performed using CellProfiler. Total mean intensities of nuclear TDP-43 signal were calculated as well as means per well. Data was tested for normality using Shapiro-Wilk test and unpaired t-test was applied to well means to determine significance. Data was visualized in GraphPad Prism 9.5.1.
Detection of cryptic exons
HCR FISH custom probes were designed using Molecular Instruments Custom Probe Design Tool to target native and cryptic exons in two genes known to be associated with TDP-43 loss of function: UNC13A and STMN2 (Supplementary material). Ability to detect cryptic RNA was first tested in iPSC-derived neurons expressing a catalytically dead Cas9 fused to a KRAB transcriptional repression domain to allow inhibition of gene transcription with control non-targeting guide and a guide to knockdown TDP-43 expression on day seven after doxycycline. HCR FISH was performed according to the manufacturer’s protocol.15 Briefly, iPSC-derived neurons overexpressing wildtype and P93S mutant ANXA11 were plated on a 384-well plate (Corning) at a density of 3,000 cells per well in 100 µL medium. On day 15 after doxycycline, cells were fixed with 4% paraformaldehyde for 10 minutes at room temperature, then washed three times with PBS. Fixed cells were permeabilized with 70% ethanol overnight at -20˚C. Ethanol was removed the following day and cells were washed twice with 2x SSC buffer (Molecular Instruments). Before adding the probe solutions, cells were incubated in warm probe hybridization buffer for 30 minutes at 37˚C. Probe solutions were prepared with 0.8 pmol of each probe set in probe hybridization buffer. Cells in probe solutions were hybridized overnight at 37˚C. The following day, cells were washed four times with warm probe wash buffer. Cells were then washed twice with 5x SSCT at room temperature. Samples were amplified for 30 minutes at room temperature in amplification buffer while hairpin solutions were prepared. 12 pmol of each hairpin one and two were heated to 95˚C for 90 seconds then cooled to room temperature without exposure to light for 30 minutes. Cooled hairpins were added together in amplification buffer at room temperature before being added to the cells. Samples were incubated at room temperature overnight without exposure to light. The next day, hairpin solutions were removed, and cells were washed five times with 5x SSCT. Cells were incubated with Hoechst in PBS for nuclear counterstaining at a 1:10,000 dilution for five minutes at room temperature. Cells were washed three times with PBS and stored at 4˚C until being imaged. Cells were imaged with a Nikon spinning disk confocal on a 60x water immersion objective lens using a random imaging job with the nucleus as the plane of focus. NIS Elements general analysis 3 was used to quantify cryptic exons. Total cryptic exons per cell were calculated as well as means per well. Data was assessed for normality using Shapiro-Wilk test. To determine significance, unpaired t-test was applied to data passing tests of normality and Mann-Whitney test was applied to data not passing tests of normality. Data was visualized in GraphPad Prism 9.5.1.
Single cell RNA sequencing
iPSC-derived neurons and microglia on day 15 post differentiation were washed with PBS once and then washed twice with PBS + 0.5 mM EDTA before adding 1 mL of Papain at 10 units/mL (Worthington) in TrypLE. Cells were incubated for five minutes at 37˚C until cells were starting to physically detach. Enzyme mixture was aspirated, and cells were resuspended in trituration medium (BrainPhys medium supplemented with Chroman-1 and 33ug/mL DNase I (Worthington)) using a p1000 pipette tip until single cells are visible under light microscopy. Cells were collected and centrifuged at 200 xg for 5 minutes at room temperature. Supernatant was aspirated and cells were resuspended in trituration medium with ovomucoid papain inhibitor at 10 mg/mL (Worthington). Cells were centrifuged at 200 xg for 5 minutes at room temperature. Cells were then resuspended in BrainPhys medium and counted. Cells were then washed three times with PBS + 0.04% Bovine Serum Albumin using a wide-bore tip p1000 pipette. Cell solutions were counted using an automated cell counter (Countess II). Final cell solution was recounted and diluted to a target concentration of 1000 cells/µL and placed on ice.
Single cells were isolated using the Chromium Connect platform where 5000 single cells were targeted for capture from each sample. Single cell expression libraries were constructed using the Chromium Next GEM Automated Single Cell 3’ Library and Gel Bead Kit v3.1 and the Chip G Automated single cell kit (10x Genomics). Libraries were pooled and sequencing was completed on an Illumina NextSeq 550 system using a NextSeq 150 Cycle Hi-Output v2.5 kit (Illumina #20024907), generating a total of 400 million reads for an estimated sequencing depth of 40,000 reads per cell.
Raw sequencing data were aligned using bcl2fastq v2.20.0 and counts tables were generated using Cell Ranger software v7.0.0 (10x Genomics). Normalization, integration, and clustering analysis of these two scRNAseq datasets was completed using the Seurat package (version 4.3.0) in R as previously described.16,17 Data were filtered to a minimum of 800 UMIs per cell and 200 genes per cell. Cells with more than 6000 genes or greater than 10% mitochondrial reads were excluded, and a minimum 0.8 ratio of the base 10 logs of genes per cell and UMIs was required per cell. UMAP clustering was performed using the Louvain algorithm at a resolution of 0.2 and included 32 principal components. The neuronal cluster was identified by expression of TUBB3 and DCX, however PHOX2B positive neurons were not included in pseudobulk differential expression analysis. The microglial cluster was characterized by expression of APOE and AIF1. Pseudobulk analysis was completed using DESeq2 v1.38.0.18 The linear model was used to account for batch effects in the data. The ashr shrinkage algorithm was applied to penalize high log fold changes of minimally expressed transcripts.
Mass spectrometry-based proteomics
Sample preparation for proteomics was performed according to previously published protocols and included an automated pipeline for protein assay, capture and digestion.19,20 Briefly, iPSC-derived neurons and microglia were harvested on day 15 from 6-well plates with six replicates per condition. Cells were washed with ice-cold PBS prior to collection using a high-percentage detergent lysis buffer (50 mM HEPES, 50 mM NaCl, 5 mM EDTA 1% SDS, 1% Triton X-100, 1% NP-40, 1% Tween 20, 1% deoxycholate and 1% glycerol) supplemented with complete protease inhibitor cocktail at 1 tablet/10 mL ratio. The cell lysate was reduced by 10 mM dithiothreitol for 30 min at 60°C and alkylated using 20 mM iodoacetamide for 30 min in the dark at room temperature. The denatured proteins were captured by hydrophilic magnetic beads. Tryptic on-beads digestion was conducted for 16 h at 37°C. Tryptic peptides were dehydrated and resuspended in a 2% acetonitrile / 0.4% trifluoroacetic acid solution and normalized to a concentration of 0.2 mg/mL for liquid chromatography-mass spectrometry (LC-MS) analysis.
For the LC-MS analysis, we employed a direct-data-independent acquisition (dDIA) single-shot approach. Briefly, sample peptides were separated on a nano LC and subsequently analyzed on an Orbitrap Eclipse MS. A linear 120 min LC gradient with 2–35% solvent B (0.1% formic acid, 5% dimethyl sulfoxide in acetonitrile) were used on 75 µm by 500 mm LC column with 2 µm C18 particle (Thermo Scientific, Cat # ES903). The MS1 scan was set at 12,000 resolutions with an auto injection time; the MS2 scan isolation windows were set to 8 m/z (400–1,000 m/z range), 3 s cycle time, and 30,000 resolution. For protein annotation, MS RAW files were database searched using dDIA approach in Spectronaut (v14.1, Biognosys, Inc) against a human proteome reference containing 20,586 reviewed protein entries (Uniprot-Human-Proteome_UP000005640). The raw intensity of quantified proteins was medium normalized across all samples from the same condition.
Normalized peptide abundances were pedestalled by two then base two log transformed. Cyclic loess normalization was applied to correct for differences in distribution. Mean abundance per protein was modeled by the coefficient of variation observed per protein per condition. Modeling non-linear fits identified 9.5 as the value at which linearity is lost and thus applied as the filter. ANOVA testing followed by post-hoc testing was used to identify differentially expressed proteins.
Data availability
The data that support the findings of the clinical spectrum of ANXA11 mutations can be found at https://adknowledgeportal.synapse.org/Explore/Studies/DetailsPage/StudyDetails?Study=syn25686496 but further clinical information will not be made publicly available to protect the privacy of research participants. The code for the analysis of single cell sequencing can be found at: https://github.com/NIH-CARD/ANXA11_novel_variant.git and mass-spectrometry based proteomic findings are openly available at PRIDE. The data that support the remaining findings in this study are available from the corresponding author, upon request.