diff --git a/pandasaurus_cxg/anndata_analyzer.py b/pandasaurus_cxg/anndata_analyzer.py
index 10f6a53..2eb4b05 100644
--- a/pandasaurus_cxg/anndata_analyzer.py
+++ b/pandasaurus_cxg/anndata_analyzer.py
@@ -175,7 +175,9 @@ def _enrich_co_annotation(enricher: AnndataEnricher):
         enriched_df = enricher.enricher.enriched_df
         if enriched_df.empty:
             return enriched_df
-        return enriched_df[enriched_df["o"].isin(enricher.seed_list)][["s_label", "o_label"]]
+        return enriched_df[enriched_df["o"].isin(list(enricher.seed_dict.keys()))][
+            ["s_label", "o_label"]
+        ]
 
     def _filter_data_and_drop_duplicates(self, field_name_1, field_name_2, disease):
         # Filter the data based on the disease condition
diff --git a/pandasaurus_cxg/anndata_enricher.py b/pandasaurus_cxg/anndata_enricher.py
index d962fc3..8594db8 100644
--- a/pandasaurus_cxg/anndata_enricher.py
+++ b/pandasaurus_cxg/anndata_enricher.py
@@ -46,8 +46,12 @@ def __init__(
             ontology_list_for_slims = ["Cell Ontology"]
         # TODO Do we need to keep whole anndata? Would it be enough to keep the obs only?
         self.anndata = anndata
-        self.seed_list = self.anndata.obs[cell_type_field].unique().tolist()
-        self.enricher = Query(self.seed_list)
+        self.seed_dict = dict(
+            self.anndata.obs.drop_duplicates(subset=[cell_type_field, "cell_type"])[
+                [cell_type_field, "cell_type"]
+            ].values
+        )
+        self.enricher = Query(list(self.seed_dict.keys()))
         try:
             unique_context = self.anndata.obs[
                 [context_field, context_field_label]
@@ -226,7 +230,7 @@ def set_enricher_property_list(self, property_list: List[str]):
         Args:
             property_list (List[str]): The list of properties to include in the enrichment analysis.
         """
-        self.enricher = Query(self.seed_list, property_list)
+        self.enricher = Query(list(self.seed_dict.keys()), property_list)
 
     def validate_slim_list(self, slim_list):
         """Check if any slim term in the given list is invalid.
diff --git a/pandasaurus_cxg/graph_generator/graph_generator.py b/pandasaurus_cxg/graph_generator/graph_generator.py
index 242d5a3..1801caa 100644
--- a/pandasaurus_cxg/graph_generator/graph_generator.py
+++ b/pandasaurus_cxg/graph_generator/graph_generator.py
@@ -147,38 +147,11 @@ def generate_rdf_graph(self):
         # transitive reduction step
         self.graph = graphgen.apply_transitive_reduction(self.graph, [subcluster.toPython()])
 
-    def enrich_rdf_graph(self):
-        """
-        Enrich RDF graph with enriched DataFrame from AnndataEnricher
-
-        Returns:
-
-        """
-        if self.ea.enricher_manager.enricher.enriched_df.empty:
-            # TODO or we can just call simple_enrichment method
-            enrichment_methods = [i for i in dir(AnndataEnricher) if "_enrichment" in i]
-            enrichment_methods.sort()
-            raise MissingEnrichmentProcess(enrichment_methods)
-        cell_type_dict = (
-            pd.concat(
-                [
-                    self.ea.enricher_manager.enricher.enriched_df[["s", "s_label"]],
-                    self.ea.enricher_manager.enricher.enriched_df[["o", "o_label"]].rename(
-                        columns={"o": "s", "o_label": "s_label"}
-                    ),
-                ],
-                axis=0,
-                ignore_index=True,
-            )
-            .drop_duplicates()
-            .set_index("s")["s_label"]
-            .to_dict()
-        )
         # add cell_type nodes and consists_of relations
         cl_namespace = Namespace("http://purl.obolibrary.org/obo/CL_")
         consist_of = URIRef(CONSIST_OF.get("iri"))
         self.graph.add((consist_of, RDFS.label, Literal(CONSIST_OF.get("label"))))
-        for curie, label in cell_type_dict.items():
+        for curie, label in self.ea.enricher_manager.seed_dict.items():
             resource = cl_namespace[curie.split(":")[-1]]
             self.graph.add((resource, RDFS.label, Literal(label)))
             self.graph.add((resource, RDF.type, OWL.Class))
@@ -192,7 +165,19 @@ def enrich_rdf_graph(self):
                 # Add the restriction
                 self.graph.add((s, RDF.type, class_expression_bnode))
 
-        # add enrichment graph
+    def enrich_rdf_graph(self):
+        """
+        Enrich RDF graph with enriched DataFrame from AnndataEnricher
+
+        Returns:
+
+        """
+        if self.ea.enricher_manager.enricher.enriched_df.empty:
+            # TODO or we can just call simple_enrichment method
+            enrichment_methods = [i for i in dir(AnndataEnricher) if "_enrichment" in i]
+            enrichment_methods.sort()
+            raise MissingEnrichmentProcess(enrichment_methods)
+        # add enrichment graph, subClassOf relations
         self.graph += self.ea.enricher_manager.enricher.graph
 
     def save_rdf_graph(
diff --git a/poetry.lock b/poetry.lock
index a70b9d2..45fa682 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -105,7 +105,7 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 name = "babel"
 version = "2.14.0"
 description = "Internationalization utilities"
-optional = false
+optional = true
 python-versions = ">=3.7"
 files = [
     {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
@@ -126,27 +126,6 @@ files = [
     {file = "bcp47-0.0.4.tar.gz", hash = "sha256:4878d2f3e697ef39ef3891a147280705e4377d5a8d7eb0702129b8d4a3718702"},
 ]
 
-[[package]]
-name = "beautifulsoup4"
-version = "4.12.3"
-description = "Screen-scraping library"
-optional = false
-python-versions = ">=3.6.0"
-files = [
-    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
-    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
-]
-
-[package.dependencies]
-soupsieve = ">1.2"
-
-[package.extras]
-cchardet = ["cchardet"]
-chardet = ["chardet"]
-charset-normalizer = ["charset-normalizer"]
-html5lib = ["html5lib"]
-lxml = ["lxml"]
-
 [[package]]
 name = "black"
 version = "23.12.1"
@@ -392,126 +371,126 @@ files = [
 
 [[package]]
 name = "contourpy"
-version = "1.2.0"
+version = "1.2.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.9"
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 description = "Idiomatic conversion between URIs and compact URIs (CURIEs)."
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 [[package]]
 name = "eutils"
 version = "0.6.0"
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 rdflib-shim = "*"
 rfc3987 = "*"
 
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 [package.dependencies]
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 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
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 [[package]]
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 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.2"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1127,7 +1075,7 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -1172,7 +1120,7 @@ colors = ["colorama (>=0.4.6)"]
 name = "jinja2"
 version = "3.1.3"
 description = "A very fast and expressive template engine."
-optional = false
+optional = true
 python-versions = ">=3.7"
 files = [
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@@ -1185,20 +1133,6 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
-[[package]]
-name = "jsbeautifier"
-version = "1.15.1"
-description = "JavaScript unobfuscator and beautifier."
-optional = false
-python-versions = "*"
-files = [
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-]
-
-[package.dependencies]
-editorconfig = ">=0.12.2"
-six = ">=1.13.0"
-
 [[package]]
 name = "json-flattener"
 version = "0.1.9"
@@ -1291,13 +1225,13 @@ linkml-runtime = ">=1.1.24"
 
 [[package]]
 name = "kgcl-schema"
-version = "0.6.4"
+version = "0.6.8"
 description = "Schema for the KGCL project."
 optional = false
-python-versions = ">=3.9,<4.0"
+python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1455,13 +1389,13 @@ pydantic = "*"
 
 [[package]]
 name = "linkml-runtime"
-version = "1.7.2"
+version = "1.7.5"
 description = "Runtime environment for LinkML, the Linked open data modeling language"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1481,120 +1415,180 @@ requests = "*"
 
 [[package]]
 name = "lxml"
-version = "5.1.0"
+version = "5.2.1"
 description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
 optional = false
 python-versions = ">=3.6"
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 packaging = ">=20.0"
 pillow = ">=8"
 pyparsing = ">=2.3.1"
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@@ -2036,68 +1927,55 @@ tests = ["coverage", "pytest", "unittest-templates"]
 
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+    {file = "pillow-10.3.0.tar.gz", hash = "sha256:9d2455fbf44c914840c793e89aa82d0e1763a14253a000743719ae5946814b2d"},
 ]
 
 [package.extras]
@@ -2308,13 +2187,13 @@ requests = ">=2.28.1,<3.0.0"
 
 [[package]]
 name = "prefixmaps"
-version = "0.2.2"
+version = "0.2.3"
 description = "A python library for retrieving semantic prefix maps"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.8"
 files = [
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+    {file = "prefixmaps-0.2.3-py3-none-any.whl", hash = "sha256:342f13b74c056f5b99bcd55e79710a7cb53a2908a2a424c68d830d8d68bb9491"},
+    {file = "prefixmaps-0.2.3.tar.gz", hash = "sha256:b63df4428672e89dc39a7f02816e47b1e8d74653dd3308a69465d6694fad7618"},
 ]
 
 [package.dependencies]
@@ -2351,13 +2230,13 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.6.3"
+version = "2.6.4"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pydantic-2.6.3-py3-none-any.whl", hash = "sha256:72c6034df47f46ccdf81869fddb81aade68056003900a8724a4f160700016a2a"},
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+    {file = "pydantic-2.6.4.tar.gz", hash = "sha256:b1704e0847db01817624a6b86766967f552dd9dbf3afba4004409f908dcc84e6"},
 ]
 
 [package.dependencies]
@@ -2474,7 +2353,7 @@ files = [
 name = "pygments"
 version = "2.17.2"
 description = "Pygments is a syntax highlighting package written in Python."
-optional = false
+optional = true
 python-versions = ">=3.7"
 files = [
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@@ -2510,24 +2389,6 @@ files = [
 antlr4-python3-runtime = ">=4.9.3,<4.10.0"
 jsonasobj = ">=1.2.1"
 
-[[package]]
-name = "pymdown-extensions"
-version = "10.7.1"
-description = "Extension pack for Python Markdown."
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.dependencies]
-markdown = ">=3.5"
-pyyaml = "*"
-
-[package.extras]
-extra = ["pygments (>=2.12)"]
-
 [[package]]
 name = "pyparsing"
 version = "3.1.2"
@@ -2560,13 +2421,13 @@ solrcloud = ["kazoo (>=2.5.0)"]
 
 [[package]]
 name = "pystow"
-version = "0.5.3"
+version = "0.5.4"
 description = "Easily pick a place to store data for your python package."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "pystow-0.5.4.tar.gz", hash = "sha256:2692180cb405bd77259bee6c7f4db545d10e81939980064730609f21750567ff"},
 ]
 
 [package.dependencies]
@@ -2637,17 +2498,17 @@ pytest = ">=2.8.1"
 
 [[package]]
 name = "pytest-mock"
-version = "3.12.0"
+version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pytest-mock-3.14.0.tar.gz", hash = "sha256:2719255a1efeceadbc056d6bf3df3d1c5015530fb40cf347c0f9afac88410bd0"},
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 ]
 
 [package.dependencies]
-pytest = ">=5.0"
+pytest = ">=6.2.5"
 
 [package.extras]
 dev = ["pre-commit", "pytest-asyncio", "tox"]
@@ -2750,20 +2611,6 @@ files = [
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 ]
 
-[[package]]
-name = "pyyaml-env-tag"
-version = "0.1"
-description = "A custom YAML tag for referencing environment variables in YAML files. "
-optional = false
-python-versions = ">=3.6"
-files = [
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-]
-
-[package.dependencies]
-pyyaml = "*"
-
 [[package]]
 name = "ratelimit"
 version = "2.2.1"
@@ -2826,121 +2673,19 @@ rdflib-jsonld = "0.6.1"
 
 [[package]]
 name = "referencing"
-version = "0.33.0"
+version = "0.34.0"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "referencing-0.34.0.tar.gz", hash = "sha256:5773bd84ef41799a5a8ca72dc34590c041eb01bf9aa02632b4a973fb0181a844"},
 ]
 
 [package.dependencies]
 attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
 
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-name = "regex"
-version = "2023.12.25"
-description = "Alternative regular expression module, to replace re."
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-python-versions = ">=3.7"
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 [[package]]
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 version = "2.0.0"
@@ -3489,60 +3207,60 @@ test = ["pytest"]
 
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+    {file = "SQLAlchemy-2.0.29-cp39-cp39-win_amd64.whl", hash = "sha256:04c487305ab035a9548f573763915189fc0fe0824d9ba28433196f8436f1449c"},
+    {file = "SQLAlchemy-2.0.29-py3-none-any.whl", hash = "sha256:dc4ee2d4ee43251905f88637d5281a8d52e916a021384ec10758826f5cbae305"},
+    {file = "SQLAlchemy-2.0.29.tar.gz", hash = "sha256:bd9566b8e58cabd700bc367b60e90d9349cd16f0984973f98a9a09f9c64e86f0"},
 ]
 
 [package.dependencies]
@@ -3604,13 +3322,13 @@ url = ["furl (>=0.4.1)"]
 
 [[package]]
 name = "sssom"
-version = "0.4.4"
+version = "0.4.6"
 description = "Operations on SSSOM mapping tables"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.8"
 files = [
-    {file = "sssom-0.4.4-py3-none-any.whl", hash = "sha256:bc2a01865ea2cf1805420d82a1cbd7d0e180fc86af77f4e3eedd4fed5a569fc7"},
-    {file = "sssom-0.4.4.tar.gz", hash = "sha256:9395c5614f2d1ff321450100d5448388642dccca6060dd8c03a5664d227da7b0"},
+    {file = "sssom-0.4.6-py3-none-any.whl", hash = "sha256:1d593ca1cffdd8093f86ab8912380afe1669d476740a5e7e1fbd13078ee9e69c"},
+    {file = "sssom-0.4.6.tar.gz", hash = "sha256:ee836b723474f53fea09afe3158c2deb32813f61c6c59dd948860f02436eba9d"},
 ]
 
 [package.dependencies]
@@ -3618,7 +3336,7 @@ click = ">=8.1.6"
 curies = ">=0.7.3"
 deprecation = ">=2.1.0,<3.0.0"
 importlib-resources = ">=6.1.1,<7.0.0"
-linkml-runtime = ">=1.5.5"
+linkml-runtime = ">=1.7.5,<2.0.0"
 networkx = {version = ">=3.1", extras = ["networkx"]}
 pandas = ">1.0.3"
 pansql = {version = ">=0.0.1", extras = ["pansql"]}
@@ -3626,23 +3344,22 @@ pyyaml = ">=6.0.1,<7.0.0"
 rdflib = ">=6.0.0"
 scipy = {version = "*", extras = ["scipy"]}
 sparqlwrapper = ">=2.0.0"
-sssom-schema = ">=0.14.0"
+sssom-schema = ">=0.15.2,<0.16.0"
 validators = ">=0.20.0"
 
 [[package]]
 name = "sssom-schema"
-version = "0.15.0"
+version = "0.15.2"
 description = "SSSOM is a Simple Standard for Sharing Ontology Mappings."
 optional = false
-python-versions = ">=3.7.6,<4.0.0"
+python-versions = "<4.0,>=3.8"
 files = [
-    {file = "sssom_schema-0.15.0-py3-none-any.whl", hash = "sha256:0ba81a0fe76d28a2c65d65a99e0cd17d8dd08274f9735776a70c8d2f3734e901"},
-    {file = "sssom_schema-0.15.0.tar.gz", hash = "sha256:35d56ba6d0350b1e07df2789aebac9c5c70b0888bf88ec3c0592c89e9c13d228"},
+    {file = "sssom_schema-0.15.2-py3-none-any.whl", hash = "sha256:41112586160d5e57a7cfedab22dfd0c21d1e3e1a86805f7fe31918a9b664ca15"},
+    {file = "sssom_schema-0.15.2.tar.gz", hash = "sha256:c759ee8f9e4a7e5e8249b58198189b2e48e297ff31a918d4af64a89ed30938da"},
 ]
 
 [package.dependencies]
 linkml-runtime = "*"
-mkdocs-mermaid2-plugin = ">=0.6.0,<0.7.0"
 
 [[package]]
 name = "tomli"
@@ -3677,13 +3394,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.10.0"
+version = "4.11.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
-    {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
+    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
+    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
 ]
 
 [[package]]
@@ -3730,67 +3447,15 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "validators"
-version = "0.22.0"
+version = "0.28.0"
 description = "Python Data Validation for Humans™"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "validators-0.22.0-py3-none-any.whl", hash = "sha256:61cf7d4a62bbae559f2e54aed3b000cea9ff3e2fdbe463f51179b92c58c9585a"},
-    {file = "validators-0.22.0.tar.gz", hash = "sha256:77b2689b172eeeb600d9605ab86194641670cdb73b60afd577142a9397873370"},
-]
-
-[package.extras]
-docs-offline = ["myst-parser (>=2.0.0)", "pypandoc-binary (>=1.11)", "sphinx (>=7.1.1)"]
-docs-online = ["mkdocs (>=1.5.2)", "mkdocs-git-revision-date-localized-plugin (>=1.2.0)", "mkdocs-material (>=9.2.6)", "mkdocstrings[python] (>=0.22.0)", "pyaml (>=23.7.0)"]
-hooks = ["pre-commit (>=3.3.3)"]
-package = ["build (>=1.0.0)", "twine (>=4.0.2)"]
-runner = ["tox (>=4.11.1)"]
-sast = ["bandit[toml] (>=1.7.5)"]
-testing = ["pytest (>=7.4.0)"]
-tooling = ["black (>=23.7.0)", "pyright (>=1.1.325)", "ruff (>=0.0.287)"]
-tooling-extras = ["pyaml (>=23.7.0)", "pypandoc-binary (>=1.11)", "pytest (>=7.4.0)"]
-
-[[package]]
-name = "watchdog"
-version = "4.0.0"
-description = "Filesystem events monitoring"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "watchdog-4.0.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:39cb34b1f1afbf23e9562501673e7146777efe95da24fab5707b88f7fb11649b"},
-    {file = "watchdog-4.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c522392acc5e962bcac3b22b9592493ffd06d1fc5d755954e6be9f4990de932b"},
-    {file = "watchdog-4.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6c47bdd680009b11c9ac382163e05ca43baf4127954c5f6d0250e7d772d2b80c"},
-    {file = "watchdog-4.0.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:8350d4055505412a426b6ad8c521bc7d367d1637a762c70fdd93a3a0d595990b"},
-    {file = "watchdog-4.0.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c17d98799f32e3f55f181f19dd2021d762eb38fdd381b4a748b9f5a36738e935"},
-    {file = "watchdog-4.0.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4986db5e8880b0e6b7cd52ba36255d4793bf5cdc95bd6264806c233173b1ec0b"},
-    {file = "watchdog-4.0.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:11e12fafb13372e18ca1bbf12d50f593e7280646687463dd47730fd4f4d5d257"},
-    {file = "watchdog-4.0.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:5369136a6474678e02426bd984466343924d1df8e2fd94a9b443cb7e3aa20d19"},
-    {file = "watchdog-4.0.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:76ad8484379695f3fe46228962017a7e1337e9acadafed67eb20aabb175df98b"},
-    {file = "watchdog-4.0.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:45cc09cc4c3b43fb10b59ef4d07318d9a3ecdbff03abd2e36e77b6dd9f9a5c85"},
-    {file = "watchdog-4.0.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:eed82cdf79cd7f0232e2fdc1ad05b06a5e102a43e331f7d041e5f0e0a34a51c4"},
-    {file = "watchdog-4.0.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:ba30a896166f0fee83183cec913298151b73164160d965af2e93a20bbd2ab605"},
-    {file = "watchdog-4.0.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:d18d7f18a47de6863cd480734613502904611730f8def45fc52a5d97503e5101"},
-    {file = "watchdog-4.0.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2895bf0518361a9728773083908801a376743bcc37dfa252b801af8fd281b1ca"},
-    {file = "watchdog-4.0.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:87e9df830022488e235dd601478c15ad73a0389628588ba0b028cb74eb72fed8"},
-    {file = "watchdog-4.0.0-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:6e949a8a94186bced05b6508faa61b7adacc911115664ccb1923b9ad1f1ccf7b"},
-    {file = "watchdog-4.0.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:6a4db54edea37d1058b08947c789a2354ee02972ed5d1e0dca9b0b820f4c7f92"},
-    {file = "watchdog-4.0.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:d31481ccf4694a8416b681544c23bd271f5a123162ab603c7d7d2dd7dd901a07"},
-    {file = "watchdog-4.0.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8fec441f5adcf81dd240a5fe78e3d83767999771630b5ddfc5867827a34fa3d3"},
-    {file = "watchdog-4.0.0-py3-none-manylinux2014_armv7l.whl", hash = "sha256:6a9c71a0b02985b4b0b6d14b875a6c86ddea2fdbebd0c9a720a806a8bbffc69f"},
-    {file = "watchdog-4.0.0-py3-none-manylinux2014_i686.whl", hash = "sha256:557ba04c816d23ce98a06e70af6abaa0485f6d94994ec78a42b05d1c03dcbd50"},
-    {file = "watchdog-4.0.0-py3-none-manylinux2014_ppc64.whl", hash = "sha256:d0f9bd1fd919134d459d8abf954f63886745f4660ef66480b9d753a7c9d40927"},
-    {file = "watchdog-4.0.0-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:f9b2fdca47dc855516b2d66eef3c39f2672cbf7e7a42e7e67ad2cbfcd6ba107d"},
-    {file = "watchdog-4.0.0-py3-none-manylinux2014_s390x.whl", hash = "sha256:73c7a935e62033bd5e8f0da33a4dcb763da2361921a69a5a95aaf6c93aa03a87"},
-    {file = "watchdog-4.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:6a80d5cae8c265842c7419c560b9961561556c4361b297b4c431903f8c33b269"},
-    {file = "watchdog-4.0.0-py3-none-win32.whl", hash = "sha256:8f9a542c979df62098ae9c58b19e03ad3df1c9d8c6895d96c0d51da17b243b1c"},
-    {file = "watchdog-4.0.0-py3-none-win_amd64.whl", hash = "sha256:f970663fa4f7e80401a7b0cbeec00fa801bf0287d93d48368fc3e6fa32716245"},
-    {file = "watchdog-4.0.0-py3-none-win_ia64.whl", hash = "sha256:9a03e16e55465177d416699331b0f3564138f1807ecc5f2de9d55d8f188d08c7"},
-    {file = "watchdog-4.0.0.tar.gz", hash = "sha256:e3e7065cbdabe6183ab82199d7a4f6b3ba0a438c5a512a68559846ccb76a78ec"},
+    {file = "validators-0.28.0-py3-none-any.whl", hash = "sha256:e0184691dea3ba82b52c161ba81d3ec1d8be8da9609f0137d1430b395b366521"},
+    {file = "validators-0.28.0.tar.gz", hash = "sha256:85bc82511f6ccd0800f4c15d8c0dc546c15e369640c5ea1f24349ba0b3b17815"},
 ]
 
-[package.extras]
-watchmedo = ["PyYAML (>=3.10)"]
-
 [[package]]
 name = "wrapt"
 version = "1.16.0"
@@ -3872,18 +3537,18 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [extras]
 docs = ["sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
diff --git a/pyproject.toml b/pyproject.toml
index d86a144..ecbcb22 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "pandasaurus-cxg"
-version = "0.1.11"
+version = "0.1.12"
 description = "Ontology enrichment tool for CxG standard AnnData files."
 authors = ["Ugur Bayindir <ugur@ebi.ac.uk>"]
 license = "http://www.apache.org/licenses/LICENSE-2.0"
diff --git a/test/graph_generator/test_graph_generator.py b/test/graph_generator/test_graph_generator.py
index 65807aa..9ddee87 100644
--- a/test/graph_generator/test_graph_generator.py
+++ b/test/graph_generator/test_graph_generator.py
@@ -90,12 +90,13 @@ def test_graph_generator_init_with_valid_input(enrichment_analyzer_instance_for_
 def test_generate_rdf_graph(graph_generator_instance_for_kidney):
     graph_generator = graph_generator_instance_for_kidney
     graph_generator.generate_rdf_graph()
-    assert len(graph_generator.graph) == 433
+    assert len(graph_generator.graph) == 530
     assert (
-        len([[s, p, o] for s, p, o in graph_generator.graph.triples((None, RDF.type, None))]) == 95
+        len([[s, p, o] for s, p, o in graph_generator.graph.triples((None, RDF.type, None))]) == 143
     )
     assert (
-        len([[s, p, o] for s, p, o in graph_generator.graph.triples((None, RDFS.label, None))]) == 2
+        len([[s, p, o] for s, p, o in graph_generator.graph.triples((None, RDFS.label, None))])
+        == 19
     )
     assert (
         len(
@@ -151,11 +152,11 @@ def test_enrich_rdf_graph(graph_generator_instance_for_kidney):
     graph_generator = graph_generator_instance_for_kidney
     graph_generator.generate_rdf_graph()
 
-    assert len(graph_generator.graph) == 433
+    assert len(graph_generator.graph) == 530
 
     graph_generator.enrich_rdf_graph()
 
-    assert len(graph_generator.graph) == 1013
+    assert len(graph_generator.graph) == 1025
     assert (
         URIRef(CONSIST_OF.get("iri")),
         RDFS.label,
diff --git a/test/test_anndata_enricher.py b/test/test_anndata_enricher.py
index a88e833..3094341 100644
--- a/test/test_anndata_enricher.py
+++ b/test/test_anndata_enricher.py
@@ -56,7 +56,7 @@ def test_init_defaults(mocker, sample_immune_data, slim_data):
     assert enricher.anndata.obs["cell_type_ontology_term_id"].equals(
         sample_immune_data.obs["cell_type_ontology_term_id"]
     )
-    assert enricher.seed_list == [
+    assert list(enricher.seed_dict.keys()) == [
         "CL:0000788",
         "CL:0000787",
         "CL:0000798",
@@ -85,7 +85,7 @@ def test_init_custom_fields(sample_immune_data):
         context_field_label="cell_type",
     )
 
-    assert enricher.seed_list == ["UBERON:0000178"]
+    assert list(enricher.seed_dict) == ["UBERON:0000178"]
     assert enricher._context_list == {
         "CL:0000788": "naive B cell",
         "CL:0000787": "memory B cell",