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c4f414a
test: add synthetic Akoya qptiff, FCS and CODEX processor fixture wri…
timtreis Oct 16, 2026
95eeaca
feat: add QPTIFF metadata and lazy image core for Akoya readers
timtreis Oct 16, 2026
125176b
fix: never guess QPTIFF scan-profile enrichment for ambiguous channels
timtreis Oct 16, 2026
d4ec437
feat: add shared Akoya channel, transform and metadata helpers
timtreis Oct 16, 2026
8c6a8d2
feat: add phenocycler reader for PhenoCycler-Fusion 1.x/2.x qptiff
timtreis Oct 16, 2026
08b73f1
feat!: rewrite codex reader discovery and images for CODEX Processor …
timtreis Oct 16, 2026
042695f
fix: tile uncompressed CODEX tiffs and harden legacy discovery
timtreis Oct 16, 2026
736c75f
feat: read CODEX Processor FCS/CSV cell tables with marker names and …
timtreis Oct 16, 2026
afd5f24
fix: skip unusable region-less CODEX tables and reject overlapping ones
timtreis Oct 16, 2026
c2b81cf
feat: ingest QuPath, mcquant and generic cell tables with mask labels…
timtreis Oct 16, 2026
3e1151b
fix: guard reserved obs keys, check masks and relax mapping keys in A…
timtreis Oct 16, 2026
8ccd9ff
feat: rasterise QuPath cell polygons lazily into labels
timtreis Oct 16, 2026
0d5cbb9
fix: reject QuPath polygons far from their cells' centroids
timtreis Oct 16, 2026
a8634af
feat: keep QuPath polygons and give unrelated Akoya regions their own…
timtreis Oct 16, 2026
1bec2f8
feat: add HuBMAP SPRM and inForm cell-table adapters
timtreis Oct 16, 2026
814f037
docs: document Akoya reader rewrite and add real-data tests
timtreis Oct 16, 2026
853509e
fix(codex): find channelNames.txt and experiment.json case-insensitively
timtreis Oct 16, 2026
183685a
fix: keep cell-table columns named region or cell_id as source_<name>
timtreis Oct 16, 2026
82a2a72
fix: reject a mapping or an empty sequence as regions
timtreis Oct 16, 2026
a8d0358
fix(phenocycler): ignore malformed or non-UTF-8 sidecars with a warning
timtreis Oct 16, 2026
6eb8b27
fix: make lazy qptiff, compressed-TIFF and mask arrays picklable
timtreis Oct 16, 2026
a32a8e3
fix(codex): ignore region-named CSVs that are not CODEX cell tables
timtreis Oct 16, 2026
90f15db
fix: convert µm cell coordinates with each region's own pixel size
timtreis Oct 16, 2026
b0ed75d
fix(phenocycler): find .QPTIFF scans and datasets below raw/images/ph…
timtreis Oct 16, 2026
77953f1
fix(qptiff): do not pair scan-profile records by position across markers
timtreis Oct 16, 2026
fc5fa05
fix: name the file when a region's cells share an instance id
timtreis Oct 16, 2026
8da35f2
test(codex): write and re-read a two-region CODEX Processor read
timtreis Oct 16, 2026
f09f09b
refactor: share the Akoya element assembly and qptiff region ids
timtreis Oct 16, 2026
97b1051
docs: describe the Akoya fixes in the changelog
timtreis Oct 16, 2026
2bb33a0
fix: keep codex positional signature backward compatible
timtreis Oct 16, 2026
7fe106a
feat: auto-scale integer-downsampled Akoya masks
timtreis Oct 16, 2026
6726129
fix: document and test the Akoya mask scaling precisely
timtreis Oct 16, 2026
c6863a1
feat: optionally read both 8-bit and extended-range qptiffs
timtreis Oct 16, 2026
38b0e4a
feat: officially support Vectra, PhenoImager and inForm QPTIFFs
timtreis Oct 16, 2026
ad02cb9
feat: read real QuPath, inForm and mcquant exports
timtreis Oct 16, 2026
7c75918
fix: tighten QuPath detection and inForm defaults
timtreis Oct 16, 2026
9330eb5
fix: match R-exported QuPath measurement names
timtreis Oct 16, 2026
e8d6a04
fix: match raw region names against sanitised region ids
timtreis Oct 16, 2026
60973fb
fix: sanitise user-given region ids and mapping keys
timtreis Oct 16, 2026
d3e9bc7
fix: read generic pixel tables in image pixels by default
timtreis Oct 16, 2026
290d57a
fix: keep QuPath morphology out of bare-marker fallback
timtreis Oct 16, 2026
9b2720c
test: cover read_all_bit_depths with masks and tables
timtreis Oct 16, 2026
ae9b301
fix: honour TIFF byte order in memmap reads
timtreis Oct 18, 2026
1696ca4
fix: hold no file descriptors in lazy TIFF chunks
timtreis Oct 18, 2026
5df2ebe
build: require tifffile>=2026.5.2 and zarr>=3.2
timtreis Oct 18, 2026
3b86fb8
perf: group TIFF strips and tiles into larger dask chunks
timtreis Oct 18, 2026
8003a5b
fix: include chunks in lazy TIFF dask names
timtreis Oct 18, 2026
49423ee
refactor: drop the dead dask_image fallback of read_tiff
timtreis Oct 18, 2026
80a0978
fix: ignore blank ImageJ slice labels as channel names
timtreis Oct 18, 2026
2d74dca
fix: reject a mapping or set as channel_names
timtreis Oct 18, 2026
6705d11
test: make the laziness tests fail on eager pixel reads
timtreis Oct 18, 2026
9604d22
fix: de-duplicate channel_names overrides without suffix collisions
timtreis Oct 18, 2026
50ecef0
fix: accept array-like regions
timtreis Oct 18, 2026
6898500
fix: keep non-ASCII letters when matching marker names
timtreis Oct 18, 2026
2418371
test: cover 8-bit duplicates under a stage translation
timtreis Oct 18, 2026
a9a5c1d
fix(codex): discover only CODEX FCS tables and raise on ambiguous tables
timtreis Oct 18, 2026
be8993f
fix(codex): let explicit cells_table and labels override discovery
timtreis Oct 18, 2026
bd280a4
fix(codex): raise when a discovered CODEX table cannot be read
timtreis Oct 18, 2026
803b9ea
fix(codex): take regNNN only when not preceded by a letter
timtreis Oct 18, 2026
dbe59cc
fix(akoya): skip hidden files and follow symlinked folders in discovery
timtreis Oct 18, 2026
fdf7093
fix(akoya): find sidecars above relative paths and decode channelName…
timtreis Oct 18, 2026
e3a4972
fix(codex): key a discovered single-region table by its region in attrs
timtreis Oct 18, 2026
4bb3e24
fix(cli): repeat --regions/--channel-names and reject non-object JSON…
timtreis Oct 18, 2026
b6a7ae4
build: declare flowio, used directly to detect FCS tables
timtreis Oct 18, 2026
ae4c9eb
fix(codex): leave the obs index of CODEX tables unnamed so single-reg…
timtreis Oct 18, 2026
c0eb2b7
fix(akoya): read CODEX tables through the shared roles path
timtreis Oct 18, 2026
09c020a
fix(akoya): recognise QuPath built-in, 0.6 and detection intensity co…
timtreis Oct 18, 2026
1d80d0e
fix(akoya): match region values to region ids and image file names only
timtreis Oct 18, 2026
c9cc2c5
fix(akoya): make repeated cell-table column names unique like marker …
timtreis Oct 18, 2026
c599f4a
fix(akoya): raise for missing or non-integer instance ids
timtreis Oct 18, 2026
ef36f09
fix(akoya): ignore cells with an empty region value with a warning
timtreis Oct 18, 2026
254c5c0
fix(akoya): keep per-region tables apart when their marker metadata d…
timtreis Oct 18, 2026
d0bda03
fix(akoya): place mask-pixel centroids at the centre of their image p…
timtreis Oct 18, 2026
bfff78c
fix(akoya): give cells without a positive area unit circles
timtreis Oct 18, 2026
1ffdffc
fix(akoya): do not detect tables with x/y centroids as SPRM
timtreis Oct 18, 2026
9ece647
fix(akoya): check cells_table_format and cells_table_kwargs keys with…
timtreis Oct 18, 2026
e7493bc
fix(akoya): give regions without cell polygons circles instead of emp…
timtreis Oct 18, 2026
5c8cd7d
fix(akoya): record the GeoJSON of regions whose polygons are not rast…
timtreis Oct 18, 2026
0c22399
fix(akoya): ignore a discovered GeoJSON without the table's cells and…
timtreis Oct 18, 2026
6e56149
perf(akoya): rasterise polygons with one GEOS call per batch and ship…
timtreis Oct 18, 2026
195858a
perf(akoya): read only the ids and object types of GeoJSON features
timtreis Oct 18, 2026
00b4e6a
perf(akoya): reduce GeoJSON array features while parsing them
timtreis Oct 18, 2026
db9e756
test(phenocycler): cover the *.raw.qptiff acquisition file rule outsi…
timtreis Oct 18, 2026
c90b384
fix(phenocycler): read the 8-bit file of an .er.qptiff path with read…
timtreis Oct 18, 2026
1dbdde0
perf(akoya): take the full-resolution pages of read_qptiff_image from…
timtreis Oct 18, 2026
53722a3
refactor(akoya): drop the unused scale of rasterize_polygons_lazy
timtreis Oct 18, 2026
cf72ec8
fix(akoya): read semicolon-separated cell tables with decimal commas
timtreis Oct 18, 2026
b63a06b
fix(akoya): warn when CODEX table markers are taken from its numeric …
timtreis Oct 18, 2026
004b7e4
fix(akoya): name qptiffs with a regNNN in both readers by that region id
timtreis Oct 18, 2026
fd703be
feat(codex): read a region's _mask/_labels TIFF as its mask, not an i…
timtreis Oct 18, 2026
73fdf2c
docs(changelog): note the regNNN ids of qptiffs in both readers
timtreis Oct 18, 2026
21ef910
fix(codex): apply cells_table_kwargs to discovered cell tables
timtreis Oct 18, 2026
56c8f8b
test(codex): a region-less discovered table reads with cells_table_kw…
timtreis Oct 18, 2026
2fa14dd
fix(codex): skip mask discovery when labels are given; split masks fr…
timtreis Oct 18, 2026
2a81ae5
fix(codex): match the masks of qptiff regions by region id and image …
timtreis Oct 18, 2026
52ae10a
fix(akoya): concatenate tables whose markers differ only in their sou…
timtreis Oct 18, 2026
f4e79cd
fix(akoya): bound the pixels rasterised at once for large polygons; d…
timtreis Oct 18, 2026
3d5ddfa
fix(akoya): keep the file row numbers as instance ids when cells with…
timtreis Oct 18, 2026
ff81b19
feat(akoya): select CODEX markers by name, CSV header or cycCCC_chHHH…
timtreis Oct 18, 2026
7c78ffa
fix(akoya): require flowio>=1.4; skip FCS files flowio fails to parse…
timtreis Oct 18, 2026
38d3cef
fix(akoya): take cell-table column names from the header, not from pa…
timtreis Oct 18, 2026
4931cc5
fix(codex): strip .ome from the region id of an OME-TIFF named after …
timtreis Oct 18, 2026
3a61f17
test(akoya): check pixels, cell alignment and round trip on the real …
timtreis Oct 18, 2026
fa7cc01
refactor(akoya): read CODEX Processor cell tables only; phenocycler r…
timtreis Oct 18, 2026
0611579
refactor(akoya): drop GeoJSON rasterisation
timtreis Oct 18, 2026
0d367f2
test(akoya): consolidate tests
timtreis Oct 18, 2026
67a3d38
docs(changelog): shorten the Akoya entries
timtreis Oct 18, 2026
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20 changes: 20 additions & 0 deletions CHANGELOG.md
Original file line number Diff line number Diff line change
Expand Up @@ -22,12 +22,32 @@ Release notes for `v0.7.1` and earlier are available on the [Releases][] page.
and the raster cell/nucleus labels are reconstructed by rasterizing the boundary polygons. The
cell feature matrix falls back to a `cell_feature_matrix/` MatrixMarket directory or
`cell_feature_matrix.tar.gz` when `cell_feature_matrix.h5` is missing.
- `phenocycler()` reader and CLI command for Akoya PhenoCycler-Fusion 1.x/2.x `.qptiff` / `.er.qptiff` scans
(incl. Opal mode) and other PerkinElmer/Akoya QPTIFFs (Vectra Polaris, PhenoImager HT, inForm component data):
lazy images with channel names from the page XML, scan metadata in `sdata.attrs["akoya"]`, optional `.xpd` /
`*channels.csv` sidecars and segmentation masks (`labels`); `read_all_bit_depths=True` also reads the 8-bit scan.

### Changed

- Adopted the current `cookiecutter-scverse` template: `hatch`-managed test environments, `uv`-based CI and
documentation builds, `mypy` type checking of `src` and `tests`, `biome`/`pyproject-fmt`/`zizmor` pre-commit hooks,
and Dependabot updates.
- Requires `tifffile>=2026.5.2` and `zarr>=3.2`, the first versions whose zarr store the lazy Akoya TIFF reads work with.
- Requires `flowio>=1.4`, the first version with `FlowData.pnn_labels`, with which `codex()` detects CODEX FCS tables.
- `codex()` was rewritten to read CODEX Processor, CODEX Uploader and CODEX Instrument Manager (`.qptiff`)
outputs, sharing the QPTIFF core with `phenocycler()`. Breaking changes:
- Element names are `{region}_image`, `{region}_cells`, `{region}_labels` and `table` (were `images`, `{region}`).
- All regions are read (was the first file found); `regions=[...]` subsets. Unrelated regions get one coordinate
system each; regions of one slide are placed at their stage positions in `"global"`.
- `table.var_names` and image channels carry marker names (FCS `$PnS`, CSV `cycCCC_chHHH:<marker>`,
`channelNames.txt`), not `cycCCC_chHHH`.
- New keyword-only parameters `regions`, `channel_names`, `cells_table`, `labels`, `*_models_kwargs`;
`imread_kwargs` is ignored with a warning.

### Fixed

- `codex()` read the CSV table and the image relative to the current working directory instead of `path`, and an
operator-precedence bug in the table check made it ignore `fcs`.

### Removed

Expand Down
3 changes: 2 additions & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -21,7 +21,8 @@ This package contains reader functions to load common spatial omics formats into
- 10x Genomics Visium®
- 10x Genomics Visium HD®
- 10x Genomics Xenium®
- Akoya PhenoCycler® (formerly CODEX®)
- Akoya PhenoCycler® (formerly CODEX®): CODEX Processor/Uploader/Instrument Manager outputs and PhenoCycler-Fusion 1.x/2.x,
Vectra® Polaris™ / PhenoImager® HT QPTIFFs and inForm® component TIFFs
- Curio Seeker®
- DBiT-seq
- MCMICRO (output data)
Expand Down
1 change: 1 addition & 0 deletions docs/api.md
Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,7 @@ I/O for the `spatialdata` project.
experimental.iss
mcmicro
merscope
phenocycler
seqfish
steinbock
stereoseq
Expand Down
5 changes: 4 additions & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,7 @@ dependencies = [
"anndata",
"click",
"dask-image",
"flowio>=1.4",
"h5py",
"imagecodecs",
"joblib",
Expand All @@ -40,8 +41,9 @@ dependencies = [
# for debug logging (referenced from the issue template)
"session-info2",
"spatialdata>=0.7.3a0",
"tifffile>=2023.8.12",
"tifffile>=2026.5.2",
"xmltodict",
"zarr>=3.2",
]
# https://docs.pypi.org/project_metadata/#project-urls
urls.Documentation = "https://spatialdata-io.readthedocs.io/"
Expand Down Expand Up @@ -156,6 +158,7 @@ exclude = "^tests/data/"
[[tool.mypy.overrides]]
module = [
"dask_image.*",
"flowio.*",
"h5py.*",
"multiscale_spatial_image.*",
"pyarrow.*",
Expand Down
3 changes: 3 additions & 0 deletions src/spatialdata_io/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,7 @@
"macsima": "spatialdata_io.readers.macsima",
"mcmicro": "spatialdata_io.readers.mcmicro",
"merscope": "spatialdata_io.readers.merscope",
"phenocycler": "spatialdata_io.readers.phenocycler",
"seqfish": "spatialdata_io.readers.seqfish",
"steinbock": "spatialdata_io.readers.steinbock",
"stereoseq": "spatialdata_io.readers.stereoseq",
Expand All @@ -38,6 +39,7 @@
"macsima",
"mcmicro",
"merscope",
"phenocycler",
"seqfish",
"steinbock",
"stereoseq",
Expand Down Expand Up @@ -88,6 +90,7 @@ def __dir__() -> list[str]:
from spatialdata_io.readers.macsima import macsima
from spatialdata_io.readers.mcmicro import mcmicro
from spatialdata_io.readers.merscope import merscope
from spatialdata_io.readers.phenocycler import phenocycler
from spatialdata_io.readers.seqfish import seqfish
from spatialdata_io.readers.steinbock import steinbock
from spatialdata_io.readers.stereoseq import stereoseq
Expand Down
128 changes: 122 additions & 6 deletions src/spatialdata_io/__main__.py
Original file line number Diff line number Diff line change
Expand Up @@ -40,36 +40,112 @@ def _input_output_click_options(func: Callable[..., None]) -> Callable[..., None

def _parse_json_param(value: str, param_name: str) -> dict[str, Any]:
try:
result: dict[str, Any] = json.loads(value)
return result
result = json.loads(value)
except json.JSONDecodeError as e:
raise click.BadParameter(f"Invalid JSON for {param_name!r}: {e}") from e
if not isinstance(result, dict):
raise click.BadParameter(f"{param_name!r} must be a JSON object, got {value!r}.")
return result


def _parse_path_or_mapping_param(value: str | None, param_name: str) -> str | dict[str, Any] | None:
"""A path, or a JSON mapping from region to path if ``value`` starts with ``{``."""
if value is None or not value.lstrip().startswith("{"):
return value
mapping = _parse_json_param(value, param_name)
if not all(isinstance(path, str) for path in mapping.values()):
raise click.BadParameter(f"{param_name!r} must be a path or a JSON object mapping regions to paths.")
return mapping


def _akoya_click_options(func: Callable[..., None]) -> Callable[..., None]:
"""Decorator adding the options shared by the Akoya readers (``codex``, ``phenocycler``)."""
options = [
click.option("--output", "-o", type=click.Path(), help="Path to the output.zarr file.", required=True),
click.option("--regions", multiple=True, help="A region to read (repeat for several); all if omitted."),
click.option(
"--channel-names",
multiple=True,
help="A channel name overriding the discovered ones (repeat for every channel).",
),
click.option(
"--labels",
type=str,
default=None,
help="Path to a segmentation mask, or a JSON mapping from region to path. [default: None]",
),
click.option(
"--image-models-kwargs",
type=str,
default="{}",
help="JSON string of keyword arguments passed to Image2DModel. [default: {}]",
),
click.option(
"--labels-models-kwargs",
type=str,
default="{}",
help="JSON string of keyword arguments passed to Labels2DModel. [default: {}]",
),
]
for option in reversed(options):
func = option(func)
return func


@cli.command(name="codex")
@_input_output_click_options
@click.option(
"--input",
"-i",
type=click.Path(exists=True),
help="Path to a CODEX output directory or to a single .qptiff/.tif image.",
required=True,
)
@_akoya_click_options
@click.option(
"--cells-table",
type=str,
default=None,
help='Path to a CODEX cell table, or a JSON mapping from region to path, e.g. \'{"reg001": "a.csv"}\'. '
"[default: None]",
)
@click.option(
"--fcs",
type=bool,
default=True,
help="Whether the .fcs file is provided if False a .csv file is expected. [default: True]",
help="Whether to prefer .fcs over .csv cell tables when both exist. [default: True]",
)
@click.option(
"--imread-kwargs",
type=str,
default="{}",
help="JSON string of keyword arguments passed to imread. [default: {}]",
help="Ignored, with a warning; kept for backward compatibility. [default: {}]",
)
def codex_wrapper(
input: str,
output: str,
fcs: bool = True,
regions: tuple[str, ...] = (),
channel_names: tuple[str, ...] = (),
cells_table: str | None = None,
labels: str | None = None,
imread_kwargs: str = "{}",
image_models_kwargs: str = "{}",
labels_models_kwargs: str = "{}",
) -> None:
"""Codex conversion to SpatialData."""
from spatialdata_io.readers.codex import codex

sdata = codex(input, fcs=fcs, imread_kwargs=_parse_json_param(imread_kwargs, "imread_kwargs"))
sdata = codex(
input,
fcs=fcs,
regions=list(regions) or None,
channel_names=list(channel_names) or None,
cells_table=_parse_path_or_mapping_param(cells_table, "cells_table"),
labels=_parse_path_or_mapping_param(labels, "labels"),
imread_kwargs=_parse_json_param(imread_kwargs, "imread_kwargs"),
image_models_kwargs=_parse_json_param(image_models_kwargs, "image_models_kwargs"),
labels_models_kwargs=_parse_json_param(labels_models_kwargs, "labels_models_kwargs"),
)
sdata.write(output)


Expand Down Expand Up @@ -357,6 +433,46 @@ def merscope_wrapper(
sdata.write(output)


@cli.command(name="phenocycler")
@click.option(
"--input",
"-i",
type=click.Path(exists=True),
help="Path to a .qptiff file or to a directory containing .qptiff files.",
required=True,
)
@_akoya_click_options
@click.option(
"--read-all-bit-depths/--no-read-all-bit-depths",
default=False,
help="Read both the 8-bit .qptiff and the extended-range .er.qptiff of a scan (the 8-bit one as region "
"'<region>_8bit'). [default: no-read-all-bit-depths]",
)
def phenocycler_wrapper(
input: str,
output: str,
regions: tuple[str, ...] = (),
channel_names: tuple[str, ...] = (),
labels: str | None = None,
read_all_bit_depths: bool = False,
image_models_kwargs: str = "{}",
labels_models_kwargs: str = "{}",
) -> None:
"""PhenoCycler-Fusion conversion to SpatialData."""
from spatialdata_io.readers.phenocycler import phenocycler

sdata = phenocycler(
input,
regions=list(regions) or None,
channel_names=list(channel_names) or None,
labels=_parse_path_or_mapping_param(labels, "labels"),
read_all_bit_depths=read_all_bit_depths,
image_models_kwargs=_parse_json_param(image_models_kwargs, "image_models_kwargs"),
labels_models_kwargs=_parse_json_param(labels_models_kwargs, "labels_models_kwargs"),
)
sdata.write(output)


@cli.command(name="seqfish")
@_input_output_click_options
@click.option("--load-images", type=bool, default=True, help="Whether to load images. [default: True]")
Expand Down
23 changes: 23 additions & 0 deletions src/spatialdata_io/_constants/_constants.py
Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,9 @@ class CodexKeys(ModeEnum):
# files and directories
FCS_FILE = ".fcs"
FCS_FILE_CSV = ".csv"
CHANNEL_NAMES_FILE = "channelNames.txt"
EXPERIMENT_FILE = "experiment.json"
QPTIFF = ".qptiff"
# metadata
REGION_KEY = "region"
INSTANCE_KEY = "cell_id"
Expand All @@ -18,6 +21,26 @@ class CodexKeys(ModeEnum):
IMAGE_TIF = ".tif"


@unique
class PhenocyclerKeys(ModeEnum):
"""Keys for *Akoya PhenoCycler-Fusion* (and CIM QPTIFF) formatted dataset."""

# files and directories
QPTIFF_SUFFIX = ".qptiff"
ER_QPTIFF_SUFFIX = ".er.qptiff"
XPD_SUFFIX = ".xpd"
CHANNELS_CSV_SUFFIX = "channels.csv"
# elements
IMAGE_SUFFIX = "_image"
LABELS_SUFFIX = "_labels"
CELLS_SUFFIX = "_cells"
TABLE_KEY = "table"
# metadata
REGION_KEY = "region"
INSTANCE_KEY = "cell_id"
ATTRS_KEY = "akoya"


class CurioKeys(ModeEnum):
"""Keys for *Curio* formatted dataset."""

Expand Down
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