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53 changes: 53 additions & 0 deletions .github/ISSUE_TEMPLATE/propose-dataset.yml
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name: Propose a dataset
description: Suggest a new or expanded dataset for the FunGen-xQTL catalog. A curator turns it into a page.
title: "Dataset proposal: "
labels: [dataset-proposal]
body:
- type: markdown
attributes:
value: |
Give public identifiers only: a Synapse ID or a public URL. Do not paste cluster, HPC or FTP paths, emails, or participant-level details.
- type: input
id: name
attributes:
label: Dataset name
placeholder: e.g. MSSM PsychAD snRNA-seq
validations:
required: true
- type: input
id: cohort
attributes:
label: Cohort
placeholder: e.g. ROSMAP, MSBB, Knight-ADRC, MiGA
validations:
required: true
- type: input
id: context
attributes:
label: Context (organ, tissue or cell type)
placeholder: e.g. DLPFC, microglia, 7 cell types
- type: input
id: modality
attributes:
label: Modality
placeholder: e.g. snRNA-seq, methylation, proteomics
validations:
required: true
- type: input
id: n
attributes:
label: Sample size (aggregate)
- type: dropdown
id: access
attributes:
label: Access
options: [open, controlled, requested, not known yet]
- type: input
id: synapse
attributes:
label: Synapse ID or public URL
placeholder: syn...
- type: textarea
id: why
attributes:
label: Why it belongs in the atlas
9 changes: 6 additions & 3 deletions .github/workflows/hugo.yml
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Expand Up @@ -29,12 +29,15 @@ jobs:
hugo-version: 'latest'
extended: true

- name: Install PyYAML
run: pip install pyyaml

- name: Download Hugo Book theme
# Pinned: the layouts in site/ override hugo-book and were built against this commit
run: |
mkdir -p website/themes
cd website/themes
git clone https://github.com/alex-shpak/hugo-book.git
cd ../..
git clone https://github.com/alex-shpak/hugo-book.git website/themes/hugo-book
git -C website/themes/hugo-book checkout 4074906

- name: Generate xQTL Data Catalog
run: |
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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -23,7 +23,7 @@ FunGen-xQTL maps molecular quantitative trait loci (QTL) across multiple molecul
- Metabolomics of brain.
- Single-nucleus RNA-seq (ROSMAP DLPFC, in the CUIMC, MIT and mega cohorts).
- Whole-genome sequencing genotypes and covariates.
* **[xQTL data](xqtl-data/qtl/)** are molecular QTL associations organized by modality, namely [eQTL](xqtl-data/qtl/eQTL), [sQTL](xqtl-data/qtl/sQTL), [pQTL](xqtl-data/qtl/pQTL), [gpQTL](xqtl-data/qtl/gpQTL), [mQTL](xqtl-data/qtl/mQTL), [haQTL](xqtl-data/qtl/haQTL), [caQTL](xqtl-data/qtl/caQTL) and [metQTL](xqtl-data/qtl/metQTL). They also include ROSMAP transcriptomic pattern QTL (tpQTL) and trans-xQTL.
* **[xQTL data](xqtl-data/qtl/)** are molecular QTL associations organized by modality, namely [eQTL](xqtl-data/qtl/eQTL), [sQTL](xqtl-data/qtl/sQTL), [pQTL](xqtl-data/qtl/pQTL), [glycoQTL](xqtl-data/qtl/glycoQTL), [mQTL](xqtl-data/qtl/mQTL), [haQTL](xqtl-data/qtl/haQTL), [caQTL](xqtl-data/qtl/caQTL) and [metQTL](xqtl-data/qtl/metQTL). They also include ROSMAP transcriptomic pattern QTL (tpQTL) and trans-xQTL.
* **[FGMB Atlas](fgmb_weights_database)** provides multi-context regulome-wide association study (RWAS) prediction models, with Synapse accessions for the models, gene-level association results and causal fine-mapping outputs.
* **AD loci integration summary** gives the 195-locus AD GWAS and xQTL summary from the October 2026 release on Synapse ([syn69865823](https://www.synapse.org/Synapse:syn69865823)). The same data can be browsed in the interactive [xQTL-AD-loci-explorer](https://wanggroup.org/xQTL-AD-loci-explorer/).
* **[Reference data](xqtl-data/reference_data/)** include ADSP-based LD reference panels (16,905 European ancestry samples), an LD sketch panel, and other analytical resources.
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4 changes: 2 additions & 2 deletions content/README.md
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Expand Up @@ -19,9 +19,9 @@ The FunGen-xQTL project provides comprehensive molecular quantitative trait loci
- Histone modification (H3K9ac ChIP-seq)
- Chromatin accessibility (snATAC-seq)
- Metabolomics (brain)
- Single-nucleus RNA-seq (ROSMAP DLPFC: CUIMC, MIT, and mega cohorts)
- Single-nucleus RNA-seq (ROSMAP DLPFC: CUIMC1, MIT, and mega cohorts)
- Genotype (WGS) and covariates
* **[xQTL Data](xqtl-data/qtl/)** - Molecular QTL associations organized by modality: [eQTL](xqtl-data/qtl/eQTL), [sQTL](xqtl-data/qtl/sQTL), [pQTL](xqtl-data/qtl/pQTL), [gpQTL](xqtl-data/qtl/gpQTL), [mQTL](xqtl-data/qtl/mQTL), [haQTL](xqtl-data/qtl/haQTL), [caQTL](xqtl-data/qtl/caQTL), [metQTL](xqtl-data/qtl/metQTL), plus ROSMAP transcriptomic pattern QTLs (tpQTL) and trans-xQTLs
* **[xQTL Data](xqtl-data/qtl/)** - Molecular QTL associations organized by modality: [eQTL](xqtl-data/qtl/eQTL), [sQTL](xqtl-data/qtl/sQTL), [pQTL](xqtl-data/qtl/pQTL), [glycoQTL](xqtl-data/qtl/glycoQTL), [mQTL](xqtl-data/qtl/mQTL), [haQTL](xqtl-data/qtl/haQTL), [caQTL](xqtl-data/qtl/caQTL), [metQTL](xqtl-data/qtl/metQTL), plus ROSMAP transcriptomic pattern QTLs (tpQTL) and trans-xQTLs
* **[FGMB Atlas](fgmb_weights_database)** - Multi-context regulome-wide association study (RWAS) prediction model resources, including Synapse accessions for models, gene-level association results, causal fine-mapping outputs.
* **AD Loci Integration Summary** - The 195-locus AD GWAS × xQTL summary (October 2026 release) on Synapse ([syn69865823](https://www.synapse.org/Synapse:syn69865823)), also browsable in the interactive [xQTL-AD-loci-explorer](https://wanggroup.org/xQTL-AD-loci-explorer/)
* **[Reference Data](xqtl-data/reference_data/)** - ADSP-based LD reference panels (16,905 European ancestry samples), including an LD sketch panel, and other analytical resources
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7 changes: 7 additions & 0 deletions content/coverage.md
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---
layout: coverage
---

# Analysis coverage

This grid shows which [xQTL protocol](https://statfungen.github.io/xqtl-protocol) methods have been run on each dataset, including cis-QTL mapping, SuSiE and fSuSiE fine-mapping, ColocBoost colocalization, TWAS, cTWAS, Mendelian randomization (MR), LF2 and scEEMS.
50 changes: 50 additions & 0 deletions content/how_to_get_data.md
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# How to get the data

The data are hosted on Synapse and NIAGADS. Each dataset page gives a Synapse ID or public URL, and its access label states what is needed before download.

{{< access-defs >}}

## Synapse and the AD Knowledge Portal

Omics data, QTL results, xQTL models and reference files are on Synapse. Most cohort data are controlled.

{{% steps %}}
1. **Create a Synapse account.** Register at [synapse.org](https://www.synapse.org/) and verify your profile.
2. **Become a certified user.** Pass the short Synapse certification quiz on data governance.
3. **Request access.** For controlled data, request data access on the [AD Knowledge Portal](https://adknowledgeportal.synapse.org/).
4. **Download.** Use the web interface, the Synapse command-line client, or the Python or R client with the Synapse ID from the dataset page.
{{% /steps %}}

```python
import synapseclient
syn = synapseclient.login()
entity = syn.get("syn69670632", downloadLocation=".")
```

The four top-level FunGen-xQTL folders on Synapse are [variant and gene summaries (syn69865684)](https://www.synapse.org/Synapse:syn69865684), [xQTL models (syn69670588)](https://www.synapse.org/Synapse:syn69670588), [raw QTL data (syn69670632)](https://www.synapse.org/Synapse:syn69670632) and [reference files (syn69670634)](https://www.synapse.org/Synapse:syn69670634).

## NIAGADS

NIAGADS distributes ADSP genomic data and some AD GWAS summary statistics through its Data Sharing Service (DSS). Summary statistics marked Open can be downloaded from the dataset's public URL. Harmonized xQTL summary statistics and fine-mapping results are open access on NIAGADS DSS as [NG00184.v1](https://dss.niagads.org/datasets/ng00184/) (GRCh38) and need no application.

Individual-level data, such as ADSP genotypes, are controlled access and are requested through DSS under their own accessions. The request is submitted by a principal investigator at the level of assistant professor or above, together with the institution's Signing Official, and both need an eRA Commons ID. Since June 2026, every DSS user verifies their identity through Login.gov or ID.me before signing in. The NIAGADS ADRD Data Access Committee reviews each request. The [NIAGADS application instructions](https://niagads.scrollhelp.site/support/application-instructions) list the required documents.

{{% callout %}}
**NG00184 downloads are packaged archives, one per QTL type and result type, named** `ADSP_FunGen_xQTL.v1.<QTL type>.<result type>.tar`

| Result type | What it holds |
|---|---|
| `hmt_significant` | High-confidence associations (recommended starting point) |
| `bh_significant` | Associations passing the FDR threshold |
| `all` | Every tested association |
| `single_context_finemapping_cs95` | Variants in 95% credible sets |
| `single_context_finemapping_all` | Full fine-mapping output |

NG00184 includes eQTL, snuc-eQTL, sQTL, pQTL, mQTL and haQTL. Each archive holds `.bed.gz` files with tabix indexes, metadata and a manifest.
{{% /callout %}}

The [xQTL Atlas](https://xqtl.niagads.org/) lets you search significant associations by variant, gene or region, view them in a genome browser and download matching rows as TSV.

## Release status

{{< status-defs >}}
7 changes: 7 additions & 0 deletions content/inventory.md
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---
layout: inventory
---

# Dataset inventory

This inventory lists the omics datasets in the current release and the new or expanded datasets being curated for the next phase of the atlas.
5 changes: 4 additions & 1 deletion content/xqtl-data/gwas/ADGC_GWAS_imputation_protocol.md
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@@ -1,6 +1,9 @@
---
type: gwas
status:
short_title: ADGC imputation protocol
status: staged
access:
release:
synapse_ids: []
lead_analysts: [Xuanhe Chen]
last_verified:
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3 changes: 2 additions & 1 deletion content/xqtl-data/gwas/AD_GWAS.md
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@@ -1,6 +1,7 @@
---
type: gwas
status:
short_title: AD GWAS overview
status: staged
synapse_ids: [syn69670651, syn69670652, syn69670653, syn69670656, syn69670625, syn69696846, syn69865824]
lead_analysts: []
last_verified:
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5 changes: 4 additions & 1 deletion content/xqtl-data/gwas/Bellenguez_AD.md
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@@ -1,6 +1,9 @@
---
type: gwas
status:
short_title: Bellenguez 2022
status: staged
access:
release:
synapse_ids: [syn69670625, syn69670630, syn69865816, syn69865824, syn70095142, syn70095143]
lead_analysts: [Oluwatosin Olayinka, Hao Sun, Rui Dong]
last_verified:
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5 changes: 4 additions & 1 deletion content/xqtl-data/gwas/Jansen_AD.md
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@@ -1,6 +1,9 @@
---
type: gwas
status:
short_title: Jansen 2019
status: staged
access:
release:
synapse_ids: [syn69670625, syn69670626, syn69670630, syn69696846, syn69865816, syn69865824, syn70095142, syn70095143]
lead_analysts: [Oluwatosin Olayinka]
last_verified:
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5 changes: 4 additions & 1 deletion content/xqtl-data/gwas/Kunkle_AD.md
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@@ -1,6 +1,9 @@
---
type: gwas
status:
short_title: Kunkle 2019
status: staged
access:
release:
synapse_ids: [syn69670625, syn69670626, syn69670630, syn69696846, syn69865816, syn69865824, syn70095142, syn70095143]
lead_analysts: [Oluwatosin Olayinka]
last_verified:
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5 changes: 4 additions & 1 deletion content/xqtl-data/gwas/Wightman_AD.md
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@@ -1,6 +1,9 @@
---
type: gwas
status:
short_title: Wightman 2021
status: staged
access:
release:
synapse_ids: [syn69670625, syn69670626, syn69670630, syn69696846, syn69865816, syn69865824, syn70095142, syn70095143]
lead_analysts: [Oluwatosin Olayinka]
last_verified:
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12 changes: 12 additions & 0 deletions content/xqtl-data/omics/covariates/ROSMAP_covariates.md
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---
type: omics
modality: covariates
short_title: ROSMAP covariates
cohort: ROSMAP
access: controlled
status: staged
synapse_ids: []
lead_analysts: []
last_verified:
---

# ROSMAP Covariates data

Religious Orders Study (ROS) or the Rush Memory and Aging Project (MAP) covariates data
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13 changes: 13 additions & 0 deletions content/xqtl-data/omics/expression/Knight_ADRC_brain_expression.md
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@@ -1,3 +1,16 @@
---
type: omics
modality: expression
short_title: Knight ADRC brain
cohort: Knight-ADRC
context: parietal cortex
access: controlled
status: staged
synapse_ids: [syn69670592, syn69670597, syn69670600, syn69670611, syn69670630, syn69865816]
lead_analysts: [Chunming Liu]
last_verified:
---

# Knight ADRC brain gene expression

## Contact
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15 changes: 15 additions & 0 deletions content/xqtl-data/omics/expression/MSBB_brain_expression.md
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@@ -1,3 +1,18 @@
---
type: omics
modality: expression
short_title: MSBB brain
cohort: MSBB
context: 4 brain regions
sample_size:
access: controlled
status: staged
release:
synapse_ids: [syn69670592, syn69670597, syn69670600, syn69670611, syn69670630, syn69865816]
lead_analysts: [Minghui Wang]
last_verified:
---

# MSBB brain gene expression

## Contact
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12 changes: 12 additions & 0 deletions content/xqtl-data/omics/expression/MetaBrain_brain_expression.md
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@@ -1,3 +1,15 @@
---
type: omics
modality: expression
short_title: MetaBrain
cohort: MetaBrain
context: multi-region
status: staged
synapse_ids: [syn69670592, syn69670597, syn69670600, syn69670611, syn69670630, syn69865816]
lead_analysts: []
last_verified:
---

# MetaBrain Brain Expression

## Summary
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30 changes: 19 additions & 11 deletions content/xqtl-data/omics/expression/MiGA_brain_expression.md
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@@ -1,3 +1,18 @@
---
type: omics
modality: expression
short_title: MiGA microglia
cohort: MiGA
context: "microglia, 4 regions"
sample_size:
access: controlled
status: staged
release:
synapse_ids: [syn69670592, syn69670597, syn69670600, syn69670611, syn69670630, syn69865816]
lead_analysts: [Travyse Edwards]
last_verified:
---

# MiGA multi-brain region gene expression

A genetic and transcriptomic resource comprised of 255 primary human microglia samples isolated ex vivo from four different brain regions of 100 human subjects with neurodegenerative, neurological, or neuropsychiatric disorders, as well as unaffected controls.
Expand Down Expand Up @@ -26,26 +41,19 @@ Travyse Edwards
We have gene expression data for four brain regions: medial frontal gyrus (GFM), superior temporal gyrus (GTS), thalamus (THA), and subventricular zone (SVZ). I have included information about the TPM matrices below for each brain region. The columns are sample names and the rows are gene ids.

- GFM
- Path: `/sc/arion/projects/load/users/edwart10/projects/09-07-2022-MiGA-Analysis/output/rnaseq/GFM/sample-gfm.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz`
- File: `sample-gfm.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz`
- Columns: 75, Rows: 45814
- GTS
- Path: `/sc/arion/projects/load/users/edwart10/projects/09-07-2022-MiGA-Analysis/output/rnaseq/GTS/sample-gts.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz`
- File: `sample-gts.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz`
- Columns: 63, Rows: 45472
- THA
- Path: `/sc/arion/projects/load/users/edwart10/projects/09-07-2022-MiGA-Analysis/output/rnaseq/THA/sample-tha.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz`
- File: `sample-tha.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz`
- Columns: 61, Rows: 45461
- SVZ
- Path: `/sc/arion/projects/load/users/edwart10/projects/09-07-2022-MiGA-Analysis/output/rnaseq/SVZ/sample-svz.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz`
- File: `sample-svz.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz`
- Columns: 53, Rows: 42086

File Sizes:
```
$ ls -lh
-rw-r--r-- 1 edwart10 LOAD 11M Sep 28 12:16 sample-gfm.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz
-rw-r--r-- 1 edwart10 LOAD 8.8M Sep 28 13:17 sample-gts.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz
-rw-r--r-- 1 edwart10 LOAD 8.6M Sep 28 13:17 sample-tha.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz
-rw-r--r-- 1 edwart10 LOAD 6.8M Sep 28 13:18 sample-svz.trimmed.clean.rnaseqc.low_expression_filtered.outlier_removed.tpm.gct.gz
```

### Other Key Files

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13 changes: 13 additions & 0 deletions content/xqtl-data/omics/expression/ROSMAP_AC_expression.md
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---
type: omics
modality: expression
short_title: ROSMAP AC
cohort: ROSMAP
context: AC
access: controlled
status: staged
synapse_ids: [syn3388564, syn69670592, syn69670597, syn69670600, syn69670611, syn69670630, syn69865816]
lead_analysts: [Frank Grenn]
last_verified:
---

# ROSMAP AC gene expression

Religious Orders Study (ROS) or the Rush Memory and Aging Project (MAP) AC gene expression.
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15 changes: 15 additions & 0 deletions content/xqtl-data/omics/expression/ROSMAP_DLPFC_expression.md
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@@ -1,3 +1,18 @@
---
type: omics
modality: expression
short_title: ROSMAP DLPFC
cohort: ROSMAP
context: DLPFC
sample_size:
access: controlled
status: staged
release:
synapse_ids: [syn3388564, syn69670592, syn69670597, syn69670600, syn69670611, syn69670630, syn69865816]
lead_analysts: [Xuanhe Chen]
last_verified:
---

# ROSMAP DLPFC gene expression

Religious Orders Study (ROS) or the Rush Memory and Aging Project (MAP) DLPFC gene expression.
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13 changes: 13 additions & 0 deletions content/xqtl-data/omics/expression/ROSMAP_PCC_expression.md
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@@ -1,3 +1,16 @@
---
type: omics
modality: expression
short_title: ROSMAP PCC
cohort: ROSMAP
context: PCC
access: controlled
status: staged
synapse_ids: [syn3157322, syn3388564, syn69670592, syn69670597, syn69670600, syn69670611, syn69670630, syn69865816]
lead_analysts: [Frank Grenn]
last_verified:
---

# ROSMAP PCC gene expression

Religious Orders Study (ROS) or the Rush Memory and Aging Project (MAP) PCC alternative splicing.
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