From 2070fec1d50bda186582d44e386757bfae71efbe Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Thu, 2 Oct 2025 10:38:38 -0500
Subject: [PATCH 01/12] chore: update lock file

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 uv.lock | 1411 ++++++++++++++++++++++++++++---------------------------
 1 file changed, 731 insertions(+), 680 deletions(-)

diff --git a/uv.lock b/uv.lock
index 8d226ed8..1d7b10e3 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.11, <3.14"
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@@ -17,11 +17,11 @@ wheels = [
 
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-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e3/02/0f2892c661036d50ede074e376733dca2ae7c6eb617489437771209d4180/zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166", size = 25547, upload-time = "2025-06-08T17:06:39.4Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/d6/67/14be68a7bad15eecda09b1e81fca2420f7533645fe187bf4d6104c1aad52/zarr-3.1.3.tar.gz", hash = "sha256:01342f3e26a02ed5670db608a5576fbdb8d76acb5c280bd2d0082454b1ba6f79", size = 349125, upload-time = "2025-09-18T19:32:41.688Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276, upload-time = "2025-06-08T17:06:38.034Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/71/9de7229515a53d1cc5705ca9c411530f711a2242f962214d9dbfe2741aa4/zarr-3.1.3-py3-none-any.whl", hash = "sha256:45f67f87f65f14fa453f99dd8110a5936b7ac69f3a21981d33e90407c80c302a", size = 276427, upload-time = "2025-09-18T19:32:40.042Z" },
 ]

From 039add0d6a024d1d3d53965a3107c5dd7f60ecd3 Mon Sep 17 00:00:00 2001
From: JoshLoecker <47901540+JoshLoecker@users.noreply.github.com>
Date: Mon, 6 Oct 2025 18:44:24 +0000
Subject: [PATCH 02/12] style: format code, Jupyter Notebook(s), and Python
 imports with `ruff`

---
 main/como/combine_distributions.py | 12 ++++++-----
 main/como/rnaseq_gen.py            | 32 +++++++++++++++++-------------
 main/como/rnaseq_preprocess.py     |  6 +++---
 3 files changed, 28 insertions(+), 22 deletions(-)

diff --git a/main/como/combine_distributions.py b/main/como/combine_distributions.py
index c747e071..ffca3a1c 100644
--- a/main/como/combine_distributions.py
+++ b/main/como/combine_distributions.py
@@ -189,11 +189,13 @@ def _combine_z_distribution_for_context(
         var_name="source",
         value_name="zscore",
     )
-    combined_df = pd.DataFrame({
-        "ensembl_gene_id": z_matrix["ensembl_gene_id"],
-        "zscore": combined_z_matrix,
-        "source": "combined",
-    })
+    combined_df = pd.DataFrame(
+        {
+            "ensembl_gene_id": z_matrix["ensembl_gene_id"],
+            "zscore": combined_z_matrix,
+            "source": "combined",
+        }
+    )
     stack_df = pd.concat([stack_df, combined_df])
     # graph_zscore_distribution(
     #     df=stack_df,
diff --git a/main/como/rnaseq_gen.py b/main/como/rnaseq_gen.py
index 2ea307b4..2938f0f8 100644
--- a/main/como/rnaseq_gen.py
+++ b/main/como/rnaseq_gen.py
@@ -477,12 +477,14 @@ def zfpkm_plot(results, *, output_png_filepath: Path, plot_xfloor: int = -4):
         scale_fitted = fitted * (max_fpkm / max_fitted)
 
         to_concat.append(
-            pd.DataFrame({
-                "sample_name": [name] * len(x),
-                "log2fpkm": x,
-                "fpkm_density": y,
-                "fitted_density_scaled": scale_fitted,
-            })
+            pd.DataFrame(
+                {
+                    "sample_name": [name] * len(x),
+                    "log2fpkm": x,
+                    "fpkm_density": y,
+                    "fitted_density_scaled": scale_fitted,
+                }
+            )
         )
     mega_df = pd.concat(to_concat, ignore_index=True)
     mega_df.columns = pd.Series(data=["sample_name", "log2fpkm", "fpkm_density", "fitted_density_scaled"])
@@ -1002,14 +1004,16 @@ async def rnaseq_gen(  # noqa: C901
         )
 
     metadata_df["fragment_length"] = metadata_df["fragment_length"].astype(np.float32)
-    metadata_df = metadata_df.groupby("sample_name", as_index=False).agg({
-        "sample_name": "first",
-        "fragment_length": "mean",
-        "layout": "first",
-        "strand": "first",
-        "study": "first",
-        "library_prep": "first",
-    })
+    metadata_df = metadata_df.groupby("sample_name", as_index=False).agg(
+        {
+            "sample_name": "first",
+            "fragment_length": "mean",
+            "layout": "first",
+            "strand": "first",
+            "study": "first",
+            "library_prep": "first",
+        }
+    )
     logger.debug(f"Starting '{context_name}'")
     await _process(
         context_name=context_name,
diff --git a/main/como/rnaseq_preprocess.py b/main/como/rnaseq_preprocess.py
index a04f0df3..9df9bdd5 100644
--- a/main/como/rnaseq_preprocess.py
+++ b/main/como/rnaseq_preprocess.py
@@ -349,9 +349,9 @@ async def _write_counts_matrix(
     Returns:
         A pandas DataFrame representing the final counts matrix.
     """
-    counts: list[pd.DataFrame] = await asyncio.gather(*[
-        _create_sample_counts_matrix(metric) for metric in _organize_gene_counts_files(data_dir=como_context_dir)
-    ])
+    counts: list[pd.DataFrame] = await asyncio.gather(
+        *[_create_sample_counts_matrix(metric) for metric in _organize_gene_counts_files(data_dir=como_context_dir)]
+    )
     rna_specific_sample_names = set(config_df.loc[config_df["library_prep"] == rna.value, "sample_name"].tolist())
 
     final_matrix: pd.DataFrame = functools.reduce(lambda left, right: pd.merge(left, right, on="ensembl_gene_id", how="outer"), counts)

From cef1deea801e4fd3ead1831eb6790cf7f85a084c Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 13:47:44 -0500
Subject: [PATCH 03/12] refactor: remove ruff related items from CI

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 .github/workflows/continuous_integration.yml | 45 --------------------
 1 file changed, 45 deletions(-)

diff --git a/.github/workflows/continuous_integration.yml b/.github/workflows/continuous_integration.yml
index 02a42779..6f7816d3 100644
--- a/.github/workflows/continuous_integration.yml
+++ b/.github/workflows/continuous_integration.yml
@@ -7,51 +7,6 @@ on:
   workflow_dispatch:
 
 jobs:
-  format:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@v5
-
-      - name: Strip Notebook Output
-        run: uv tool run --from nbconvert jupyter-nbconvert --clear-output --inplace "main/COMO.ipynb"
-
-      - name: Format Python Imports
-        uses: astral-sh/ruff-action@v3
-        with:
-          args: "check --fix --select I"
-
-      - name: Format code
-        uses: astral-sh/ruff-action@v3
-        with:
-          args: "format"
-
-      - name: Format Notebook
-        uses: astral-sh/ruff-action@v3
-        with:
-          args: "format main/COMO.ipynb"
-
-      - name: Commit Changes
-        uses: stefanzweifel/git-auto-commit-action@v5
-        with:
-          commit_message: "style: format code, Jupyter Notebook(s), and Python imports with `ruff`"
-          file_pattern: "main/como/*.py"
-
-
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-
-      - name: Check Lint
-        uses: astral-sh/ruff-action@v3
-        with:
-          args: "check --no-fix --verbose"
-
   test:
     runs-on: ubuntu-latest
     strategy:

From 5b16b16943c04e05f07494286988bfaaad0aa317 Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 13:48:37 -0500
Subject: [PATCH 04/12] fix: allow python 3.10

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 95f89ba8..9e21e282 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ build-backend = "hatchling.build"
 [project]
 name = "COMO"
 dynamic = ["version"]
-requires-python = ">=3.11,<3.14"
+requires-python = ">=3.10,<3.14"
 dependencies = [
     "aioftp>=0.23.1",
     "anndata>=0.12.0",

From 0e133b9c0ec4426042965086e4ff4f34fc8afb9d Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 13:54:30 -0500
Subject: [PATCH 05/12] chore: bump python to 3.11 to follow anndata's minimum
 requirements

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9e21e282..95f89ba8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ build-backend = "hatchling.build"
 [project]
 name = "COMO"
 dynamic = ["version"]
-requires-python = ">=3.10,<3.14"
+requires-python = ">=3.11,<3.14"
 dependencies = [
     "aioftp>=0.23.1",
     "anndata>=0.12.0",

From b0eed5a3459d23ea1a83e4f7d432c36374b9b9cc Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 13:55:27 -0500
Subject: [PATCH 06/12] chore: remove python 3.10 testing

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 .github/workflows/continuous_integration.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/continuous_integration.yml b/.github/workflows/continuous_integration.yml
index 6f7816d3..286f54d0 100644
--- a/.github/workflows/continuous_integration.yml
+++ b/.github/workflows/continuous_integration.yml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [ "3.10", "3.11", "3.12" ]
+        python-version: [ "3.11", "3.12", "3.13" ]
     steps:
       - name: Checkout
         uses: actions/checkout@v4

From 0a986fa4733c052f064fd8744f103ad469e191f2 Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 13:57:40 -0500
Subject: [PATCH 07/12] fix: incorrect variable name

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 main/como/rnaseq_preprocess.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/main/como/rnaseq_preprocess.py b/main/como/rnaseq_preprocess.py
index 9df9bdd5..d6c9fb3d 100644
--- a/main/como/rnaseq_preprocess.py
+++ b/main/como/rnaseq_preprocess.py
@@ -65,7 +65,7 @@ async def build_from_tab(cls, filepath: Path) -> _STARinformation:
             num_ambiguous = [int(i) for i in ambiguous.removesuffix("\n").split("\t")[1:]]
 
         df: pd.DataFrame = await read_file(
-            fiepath,
+            filepath,
             h5ad_as_df=True,
             sep="\t",
             header=None,

From bff7f7b9a60660207aee647244410a98e04799ce Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 13:57:45 -0500
Subject: [PATCH 08/12] fix: incorrect filepath

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 tests/unit/test_fisher_stats.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/unit/test_fisher_stats.py b/tests/unit/test_fisher_stats.py
index 34140eb7..21e6e0b5 100644
--- a/tests/unit/test_fisher_stats.py
+++ b/tests/unit/test_fisher_stats.py
@@ -4,7 +4,7 @@
 
 
 def test_fisher_stats():
-    reference_model = cobra.io.load_matlab_model("main/data/reference_models/GeneralModelUpdatedV3.mat")
+    reference_model = cobra.io.load_matlab_model("main/data/GeneralModelUpdatedV2.mat")
     scenario_model = cobra.io.read_sbml_model("tests/inputs/naiveB_model.xml")
     real = FisherExactTest.run(reference=reference_model, scenario=scenario_model, pathway="Glycolysis/gluconeogenesis")
 

From 01a4128016f1a1cc31580a346b6b803307fd84b4 Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 14:01:32 -0500
Subject: [PATCH 09/12] fix: expected value typo

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 tests/unit/test_fisher_stats.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/unit/test_fisher_stats.py b/tests/unit/test_fisher_stats.py
index 21e6e0b5..4b478b2c 100644
--- a/tests/unit/test_fisher_stats.py
+++ b/tests/unit/test_fisher_stats.py
@@ -13,4 +13,4 @@ def test_fisher_stats():
     assert real.a == 32
     assert real.b == 10
     assert real.c == 4496
-    assert real.d == 6082
+    assert real.d == 6072

From de5d2f005be75bf7c053e2642a84aa3706d5a266 Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 14:21:31 -0500
Subject: [PATCH 10/12] chore: update lock

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 uv.lock | 84 ++++++++++++++++++++++++++++-----------------------------
 1 file changed, 42 insertions(+), 42 deletions(-)

diff --git a/uv.lock b/uv.lock
index 1d7b10e3..bcf16419 100644
--- a/uv.lock
+++ b/uv.lock
@@ -169,11 +169,11 @@ wheels = [
 
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "25.4.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5a/b0/1367933a8532ee6ff8d63537de4f1177af4bff9f3e829baf7331f595bb24/attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b", size = 812032, upload-time = "2025-03-13T11:10:22.779Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6b/5c/685e6633917e101e5dcb62b9dd76946cbb57c26e133bae9e0cd36033c0a9/attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11", size = 934251, upload-time = "2025-10-06T13:54:44.725Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/77/06/bb80f5f86020c4551da315d78b3ab75e8228f89f0162f2c3a819e407941a/attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3", size = 63815, upload-time = "2025-03-13T11:10:21.14Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615, upload-time = "2025-10-06T13:54:43.17Z" },
 ]
 
 [[package]]
@@ -226,11 +226,11 @@ wheels = [
 
 [[package]]
 name = "certifi"
-version = "2025.8.3"
+version = "2025.10.5"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/dc/67/960ebe6bf230a96cda2e0abcf73af550ec4f090005363542f0765df162e0/certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407", size = 162386, upload-time = "2025-08-03T03:07:47.08Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4c/5b/b6ce21586237c77ce67d01dc5507039d444b630dd76611bbca2d8e5dcd91/certifi-2025.10.5.tar.gz", hash = "sha256:47c09d31ccf2acf0be3f701ea53595ee7e0b8fa08801c6624be771df09ae7b43", size = 164519, upload-time = "2025-10-05T04:12:15.808Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e5/48/1549795ba7742c948d2ad169c1c8cdbae65bc450d6cd753d124b17c8cd32/certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5", size = 161216, upload-time = "2025-08-03T03:07:45.777Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl", hash = "sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de", size = 163286, upload-time = "2025-10-05T04:12:14.03Z" },
 ]
 
 [[package]]
@@ -1025,11 +1025,11 @@ wheels = [
 
 [[package]]
 name = "identify"
-version = "2.6.14"
+version = "2.6.15"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/52/c4/62963f25a678f6a050fb0505a65e9e726996171e6dbe1547f79619eefb15/identify-2.6.14.tar.gz", hash = "sha256:663494103b4f717cb26921c52f8751363dc89db64364cd836a9bf1535f53cd6a", size = 99283, upload-time = "2025-09-06T19:30:52.938Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ff/e7/685de97986c916a6d93b3876139e00eef26ad5bbbd61925d670ae8013449/identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf", size = 99311, upload-time = "2025-10-02T17:43:40.631Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e5/ae/2ad30f4652712c82f1c23423d79136fbce338932ad166d70c1efb86a5998/identify-2.6.14-py2.py3-none-any.whl", hash = "sha256:11a073da82212c6646b1f39bb20d4483bfb9543bd5566fec60053c4bb309bf2e", size = 99172, upload-time = "2025-09-06T19:30:51.759Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757", size = 99183, upload-time = "2025-10-02T17:43:39.137Z" },
 ]
 
 [[package]]
@@ -2347,7 +2347,7 @@ wheels = [
 
 [[package]]
 name = "pydantic"
-version = "2.11.9"
+version = "2.11.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-types" },
@@ -2355,9 +2355,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "typing-inspection" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ff/5d/09a551ba512d7ca404d785072700d3f6727a02f6f3c24ecfd081c7cf0aa8/pydantic-2.11.9.tar.gz", hash = "sha256:6b8ffda597a14812a7975c90b82a8a2e777d9257aba3453f973acd3c032a18e2", size = 788495, upload-time = "2025-09-13T11:26:39.325Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/54/ecab642b3bed45f7d5f59b38443dcb36ef50f85af192e6ece103dbfe9587/pydantic-2.11.10.tar.gz", hash = "sha256:dc280f0982fbda6c38fada4e476dc0a4f3aeaf9c6ad4c28df68a666ec3c61423", size = 788494, upload-time = "2025-10-04T10:40:41.338Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/3e/d3/108f2006987c58e76691d5ae5d200dd3e0f532cb4e5fa3560751c3a1feba/pydantic-2.11.9-py3-none-any.whl", hash = "sha256:c42dd626f5cfc1c6950ce6205ea58c93efa406da65f479dcb4029d5934857da2", size = 444855, upload-time = "2025-09-13T11:26:36.909Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/1f/73c53fcbfb0b5a78f91176df41945ca466e71e9d9d836e5c522abda39ee7/pydantic-2.11.10-py3-none-any.whl", hash = "sha256:802a655709d49bd004c31e865ef37da30b540786a46bfce02333e0e24b5fe29a", size = 444823, upload-time = "2025-10-04T10:40:39.055Z" },
 ]
 
 [[package]]
@@ -2541,11 +2541,11 @@ wheels = [
 
 [[package]]
 name = "python-json-logger"
-version = "3.3.0"
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 [[package]]

From de3db8f25e1a5945ebaf5480f1a05062f6cdaa53 Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 14:21:46 -0500
Subject: [PATCH 11/12] chore(test): build FisherExactTest object and compare
 against it

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 tests/unit/test_fisher_stats.py | 30 ++++++++++++++++++++++--------
 1 file changed, 22 insertions(+), 8 deletions(-)

diff --git a/tests/unit/test_fisher_stats.py b/tests/unit/test_fisher_stats.py
index 4b478b2c..49810c76 100644
--- a/tests/unit/test_fisher_stats.py
+++ b/tests/unit/test_fisher_stats.py
@@ -1,16 +1,30 @@
+import contextlib
+from pathlib import Path
+
 import cobra
 import numpy as np
 from como.stats.fisher_exact_test import FisherExactTest
 
 
 def test_fisher_stats():
-    reference_model = cobra.io.load_matlab_model("main/data/GeneralModelUpdatedV2.mat")
-    scenario_model = cobra.io.read_sbml_model("tests/inputs/naiveB_model.xml")
+    with (
+        contextlib.redirect_stderr(Path("/dev/null").open("w", encoding="utf-8")),
+        contextlib.redirect_stdout(Path("/dev/null").open("w", encoding="utf-8")),
+    ):
+        reference_model = cobra.io.load_matlab_model("main/data/reference_models/GeneralModelUpdatedV3.mat")
+        scenario_model = cobra.io.read_sbml_model("tests/inputs/naiveB_model.xml")
     real = FisherExactTest.run(reference=reference_model, scenario=scenario_model, pathway="Glycolysis/gluconeogenesis")
+    expected = FisherExactTest(
+        pathway="Glycolysis/gluconeogenesis",
+        statistic=np.float64(4.321708185053381),
+        pvalue=np.float64(1.2883495211648955e-05),
+        a=32,
+        b=10,
+        c=4496,
+        d=6072,
+    )
+
+    assert real == expected
+
 
-    assert real.statistic == np.float64(4.321708185053381)
-    assert real.pvalue == np.float64(1.2883495211648955e-05)
-    assert real.a == 32
-    assert real.b == 10
-    assert real.c == 4496
-    assert real.d == 6072
+test_fisher_stats()

From c0378f231a7232125fd1899d9954b79ccd405453 Mon Sep 17 00:00:00 2001
From: Josh Loecker <joshloecker@icloud.com>
Date: Mon, 6 Oct 2025 14:21:57 -0500
Subject: [PATCH 12/12] feat: include subsystems in general model

Signed-off-by: Josh Loecker <joshloecker@icloud.com>
---
 .../GeneralModelUpdatedV3.mat                 | Bin 0 -> 13790656 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 main/data/reference_models/GeneralModelUpdatedV3.mat

diff --git a/main/data/reference_models/GeneralModelUpdatedV3.mat b/main/data/reference_models/GeneralModelUpdatedV3.mat
new file mode 100644
index 0000000000000000000000000000000000000000..f10c01e1e889ff317921a3fb55fc3b552d759442
GIT binary patch
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