diff --git a/.bumpversion.cfg b/.bumpversion.cfg
index a92166d..7953d96 100644
--- a/.bumpversion.cfg
+++ b/.bumpversion.cfg
@@ -5,6 +5,6 @@ tag = True
 tag_name = v{new_version}
 message = Bump version: {current_version} → {new_version} [skip ci]
 
-[bumpversion:file:setup.py]
+[bumpversion:file:pyproject.toml]
 
 [bumpversion:file:genotype_api/__init__.py]
diff --git a/Dockerfile b/Dockerfile
index 156948d..c0a9b00 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -20,10 +20,9 @@ WORKDIR /home/worker/app
 COPY . /home/worker/app
 
 # Install app requirements
-RUN pip install -r requirements.txt
-
-# Install app
-RUN pip install -e .
+RUN pip install poetry
+RUN poetry config virtualenvs.create false \
+  && poetry install
 
 CMD gunicorn \
     --workers=$GUNICORN_WORKERS \
diff --git a/README.md b/README.md
index 49226f0..5c4fc04 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,8 @@ install [poetry]
 ```
 git clone https://github.com/Clinical-Genomics/genotype-api
 cd genotype-api
-pip install -e . -r requirements.txt
+pip install poetry
+poetry install
 ```
 
 ## Usage
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..5f966bb
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1706 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
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+]
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+test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
+
+[[package]]
+name = "virtualenv"
+version = "20.25.1"
+description = "Virtual Python Environment builder"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "virtualenv-20.25.1-py3-none-any.whl", hash = "sha256:961c026ac520bac5f69acb8ea063e8a4f071bcc9457b9c1f28f6b085c511583a"},
+    {file = "virtualenv-20.25.1.tar.gz", hash = "sha256:e08e13ecdca7a0bd53798f356d5831434afa5b07b93f0abdf0797b7a06ffe197"},
+]
+
+[package.dependencies]
+distlib = ">=0.3.7,<1"
+filelock = ">=3.12.2,<4"
+platformdirs = ">=3.9.1,<5"
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "087c373adc2f3ce8a1b6c824ed715974c77ff0a75d3db23dfabf65055c3a6396"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..d6606ac
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,48 @@
+[tool.poetry]
+name = "genotype-api"
+version = "2.0.24"
+description = "Genotype-api"
+authors = ["Christian Oertlin <c.oertlin@gmail.com>"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.11"
+sqlalchemy = "^2.0.29"
+aiofiles = "^23.2.1"
+bcrypt = "^4.1.2"
+bump2version = "^1.0.1"
+click = "^8.1.7"
+starlette = "^0.37.2"
+coloredlogs = "^15.0.1"
+email-validator = "^2.1.1"
+fastapi = ">=0.109.1"
+google-auth = "^2.29.0"
+gunicorn = "^21.2.0"
+httptools = "^0.6.1"
+numpy = "^1.26.4"
+openpyxl = "^3.1.2"
+passlib = "^1.7.4"
+pydantic = "^2.6.4"
+pymysql = "^1.1.0"
+python-dotenv = "^1.0.1"
+python-jose = {extras = ["cryptography"], version = "^3.3.0"}
+python-multipart = "^0.0.9"
+pyyaml = "^6.0.1"
+requests = "^2.31.0"
+uvicorn = "^0.29.0"
+uvloop = "^0.19.0"
+sqlalchemy-utils = "^0.41.2"
+pydantic-settings = "^2.2.1"
+
+
+[tool.poetry.group.dev.dependencies]
+bump2version = "^1.0.1"
+coveralls = "^3.3.1"
+pre-commit = "^3.7.0"
+pylint = "^3.1.0"
+pytest-cov = "^5.0.0"
+pytest = ">=5.2"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/requirements-dev.txt b/requirements-dev.txt
deleted file mode 100644
index 8c2cca8..0000000
--- a/requirements-dev.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-bump2version
-coveralls
-pre-commit
-pylint
-pytest-cov
-pytest>=5.2<
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index e799d1f..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,26 +0,0 @@
-SQLAlchemy
-aiofiles
-bcrypt
-bump2version
-click
-starlette
-coloredlogs
-email-validator
-fastapi>=0.109.1
-google-auth
-gunicorn
-httptools
-numpy
-openpyxl
-passlib
-pydantic
-pymysql
-python-dotenv
-python-jose[cryptography]
-python-multipart
-pyyaml
-requests
-uvicorn
-uvloop
-sqlalchemy_utils
-pydantic_settings
\ No newline at end of file
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 7b850df..0000000
--- a/setup.py
+++ /dev/null
@@ -1,33 +0,0 @@
-from setuptools import find_packages, setup
-
-
-try:
-    with open("requirements.txt", "r") as f:
-        install_requires = [x.strip() for x in f.readlines()]
-except IOError:
-    install_requires = []
-
-
-with open("README.md", "r") as fh:
-    long_description = fh.read()
-
-setup(
-    name="genotype_api",
-    version="2.0.24",
-    description="",
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    url="https://github.com/Clinical-Genomics/genotype-api",
-    author="Måns Magnusson, Maya Brandi",
-    author_email="maya.brandi@scilifelab.se",
-    install_requires=install_requires,
-    packages=find_packages(),
-    include_package_data=True,
-    zip_safe=False,
-    classifiers=[
-        "Programming Language :: Python :: 3",
-        "License :: OSI Approved :: MIT License",
-        "Operating System :: OS Independent",
-    ],
-    python_requires=">=3.11",
-)