Probing molecular diversity and ultrastructure of brain cells with fluorescent aptamers.
Paper
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The authors' code
Python · 1 line · 23 B · MIT
- from .constant import *
__init__.py at commit 605e659, under MIT · at the source
Overview
- Department of Molecular and Cellular Biology and The Center for Brain Science, Harvard University, Cambridge, MA USA
- Present Address: Department of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL USA
- Google Research, Mountain View, CA USA
- Program of Cellular and Molecular Medicine, Boston Children’s Hospital, Boston, MA USA
- SomaLogic, Boulder, CO USA
Abstract
The abstract is not reproduced here: the paper's license (CC BY-NC-ND) does not allow it. Read it in the paper, at the publisher or on Europe PMC.
Repositories
Its files are read in the Code ↔ Paper reader above.
YuelongWu/feabas
605e6597a834d0a2e82cd331b94d3b4f876c62a9, 14 July 2026Availability: 1 check, the latest on 30 September 2026: the link answers
- 30 September 2026: the link answers
35 files
- feabas/
__init__.py , Python, 1 line - feabas/
aligner.py , Python, 1,637 lines - feabas/
caching.py , Python, 596 lines - feabas/
common.py , Python, 896 lines - feabas/
concurrent.py , Python, 217 lines - feabas/
config.py , Python, 310 lines - feabas/
constant.py , Python, 45 lines - feabas/
dal.py , Python, 1,558 lines - feabas/
logging.py , Python, 151 lines - feabas/
matcher.py , Python, 1,058 lines - feabas/
material.py , Python, 551 lines - feabas/
mesh.py , Python, 3,409 lines - feabas/
mipmap.py , Python, 674 lines - feabas/
multisem.py , Python, 227 lines - feabas/
optimizer.py , Python, 2,190 lines - feabas/
renderer.py , Python, 1,469 lines - feabas/
spatial.py , Python, 1,358 lines - feabas/
stitcher.py , Python, 2,046 lines - feabas/
storage.py , Python, 202 lines - feabas/
thumbnail.py , Python, 933 lines - feabas/
visualization.py , Python, 269 lines - scripts/
align_main.py , Python, 629 lines - scripts/
stitch_main.py , Python, 301 lines - scripts/
thumbnail_main.py , Python, 666 lines - setup.py, Python, 52 lines
- tools/
compute_alignment_residu , Python, 76 lineses.py - tools/
convert_manual_thumbnail , Python, 43 lines_matches.py - tools/
export_match_to_bigwarp_ , Python, 61 linescsv.py - tools/
merge_manual_match.py , Python, 65 lines - tools/
normalize_aligned_meshes , Python, 87 lines.py - tools/
render_aligned_thumbnail , Python, 140 liness.py - tools/
split_wrinkles.py , Python, 53 lines - tools/
visualize_align_match_co , Python, 165 linesverage.py - LICENSE, License, 21 lines
- README.md, Text, 348 lines
google/ffn
b8df2d96d7c8da057fd2702ced19732a08ab6ae4, 9 September 2026Availability: 1 check, the latest on 30 September 2026: the link answers
- 30 September 2026: the link answers
67 files
- build_coordinates.py, Python, 120 lines
- compute_partitions.py, Python, 262 lines
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__init__.py , Python, 14 lines - ffn/
inference/ , Python, 14 lines__init__.py - ffn/
inference/ , Python, 172 linesalign.py - ffn/
inference/ , Python, 96 linesconsensus.py - ffn/
inference/ , Python, 156 linesconsensus_pb2.py - ffn/
inference/ , Python, 20 lineserrors.py - ffn/
inference/ , Python, 404 linesexecutor.py - ffn/
inference/ , Python, 843 linesinference.py - ffn/
inference/ , Python, 43 linesinference_flags.py - ffn/
inference/ , Python, 1,186 linesinference_pb2.py - ffn/
inference/ , Python, 253 linesinference_utils.py - ffn/
inference/ , Python, 267 linesmovement.py - ffn/
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inference/ , Python, 260 linesresegmentation_analysis. py - ffn/
inference/ , Python, 469 linesresegmentation_pb2.py - ffn/
inference/ , Python, 544 linesrunner.py - ffn/
inference/ , Python, 544 linesseed.py - ffn/
inference/ , Python, 290 linessegmentation.py - ffn/
inference/ , Python, 511 linesstorage.py - ffn/
input/ , Python, 20 linesload_data_test.py - ffn/
input/ , Python, 70 linessegmentation.py - ffn/
input/ , Python, 411 linesvolume.py - ffn/
input/ , Python, 20 linesvolume_test.py - ffn/
jax/ , Python, 59 linesaccelerator_utils.py - ffn/
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jax/ , Python, 43 linesmain.py - ffn/
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jax/ , Python, 764 linestrain.py - ffn/
secgan/ , Python, 14 lines__init__.py - ffn/
secgan/ , Python, 47 linesmain.py - ffn/
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secgan/ , Python, 79 linesmodels_test.py - ffn/
secgan/ , Python, 1,629 linestrain.py - ffn/
secgan/ , Python, 14 linestrain_test.py - ffn/
training/ , Python, 14 lines__init__.py - ffn/
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training/ , Python, 397 linesexamples.py - ffn/
training/ , Python, 23 linesimport_util.py - ffn/
training/ , Python, 879 linesinputs.py - ffn/
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training/ , Python, 440 linestracker.py - ffn/
training/ , Python, 88 linestracker_test.py - ffn/
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utils/ , Python, 145 linesdecision_point.py - ffn/
utils/ , Python, 81 linesgeom_utils.py - ffn/
utils/ , Python, 134 linesortho_plane_visualizatio n.py - ffn/
utils/ , Python, 36 linespng_to_h5.py - ffn/
utils/ , Python, 584 linesproofreading.py - ffn/
utils/ , Python, 93 linestests/ decision_point_test.py - ffn/
utils/ , Python, 495 linesvector_pb2.py - notebooks/
ffn_inference_colab_demo , Jupyter, 83 lines.ipynb - notebooks/
jax_ffn_inference_liconn , Jupyter, 109 lines.ipynb - run_inference.py, Python, 60 lines
- setup.py, Python, 64 lines
- train.py, Python, 451 lines
- LICENSE, License, 202 lines
- README.md, Text, 142 lines
google/neuroglancer
da443d25610b23c40c4a46ed9b92129e6203e68e, 22 September 2026Availability: 1 check, the latest on 27 September 2026: the link answers
- 27 September 2026: the link answers
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datasource/ , TypeScript, 29 linesdvid/ register_credentials_pro vider.ts - src/
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datasource/ , TypeScript, 686 linesindex.ts - src/
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datasource/ , TypeScript, 132 lineslocal.ts - src/
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datasource/ , TypeScript, 100 linesnggraph/ credentials_provider.ts - src/
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datasource/ , TypeScript, 312 linesprecomputed/ sharded.ts - src/
datasource/ , TypeScript, 137 linespython/ backend.ts - src/
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datasource/ , TypeScript, 1 linerender/ async_computation.ts - src/
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datasource/ , TypeScript, 163 linesstate_share.ts - src/
datasource/ , TypeScript, 1 linevtk/ async_computation.ts - src/
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datasource/ , TypeScript, 299 linesvtk/ parse.ts - src/
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datasource/ , TypeScript, 2 lineszarr/ async_computation.ts - src/
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datasource/ , TypeScript, 41 lineszarr/ metadata/ parse_util.ts - src/
datasource/ , TypeScript, 1,419 lineszarr/ ome.spec.ts - src/
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datasource/ , TypeScript, 38 lineszarr/ register_default.ts - src/
display_context.ts , TypeScript, 718 lines - src/
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help/ , TypeScript, 268 linesinput_event_bindings.ts - src/
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kvstore/ , TypeScript, 1 lineocdbt/ async_computation.ts - src/
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mesh/ , Python, 138 linesdraco/ build_wasm.py - src/
mesh/ , C/C++, 11 linesdraco/ draco_overlay/ draco/ draco_features.h - src/
mesh/ , Python, 28 linesdraco/ generate_first_bit_table .py - src/
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mesh/ , C++, 158 linesdraco/ neuroglancer_draco.cc - src/
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rendered_data_panel_pick , TypeScript, 84 linesing.spec.ts - src/
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sliceview/ , Shell, 13 linescompresso/ build.sh - src/
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Code availability statement
The paper has a code availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:
- it points to the authors' code: google/
ffn , google/neuroglancer , YuelongWu/feabas
Read it in the paper: doi.org/10.1038/s41467-026-72180-7.
Tracing map
Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.
What the map holds:
- 3 repositories of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 1,000 scripts, each with its path and the digest of its content;
- no match between paragraphs and code yet;
- neither the text of the paper nor the code itself.
Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.
Data
No dataset and no data link were found in the paper.
Code and data availability statement
The paper has a code and data availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:
- it points to the authors' code: google/
ffn , google/neuroglancer , YuelongWu/feabas - it says that the data are available on request
Read it in the paper: doi.org/10.1038/s41467-026-72180-7.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 1, 30 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 14 authors, 2 keywords, 6 MeSH terms, 2 funders, 25 references.
Cite
This paper
Lu, X., Wu, Y., Li, P. H., Fang, T., Schalek, R. L., Su, Y., Berger, D. R., Carter, J. D., Lynch, S., Schneider, D. J., Gupta, S., Jain, V., Janjic, N., & Lichtman, J. W. (2026). Probing molecular diversity and ultrastructure of brain cells with fluorescent aptamers. Nature communications, 17(1), 5795. https://
BibTeX
@article{lu2026probing,
author = {Lu, Xiaotang and Wu, Yuelong and Li, Peter H and Fang, Tao and Schalek, Richard L and Su, Yaxin and Berger, Daniel R and Carter, Jeffery D and Lynch, Sean and Schneider, Daniel J and Gupta, Shashi and Jain, Viren and Janjic, Nebojsa and Lichtman, Jeff W},
title = {{Probing molecular diversity and ultrastructure of brain cells with fluorescent aptamers}},
journal = {Nature communications},
year = {2026},
month = apr,
volume = {17},
number = {1},
pages = {5795},
publisher = {Nature Publishing Group},
issn = {2041-1723},
doi = {10.1038/
url = {https://
pmid = {42045230},
pmcid = {PMC13332243}
}
RIS
TY - JOUR
AU - Lu, Xiaotang
AU - Wu, Yuelong
AU - Li, Peter H
AU - Fang, Tao
AU - Schalek, Richard L
AU - Su, Yaxin
AU - Berger, Daniel R
AU - Carter, Jeffery D
AU - Lynch, Sean
AU - Schneider, Daniel J
AU - Gupta, Shashi
AU - Jain, Viren
AU - Janjic, Nebojsa
AU - Lichtman, Jeff W
TI - Probing molecular diversity and ultrastructure of brain cells with fluorescent aptamers
T2 - Nature communications
J2 - Nat Commun
PY - 2026
DA - 2026/
VL - 17
IS - 1
SP - 5795
SN - 2041-1723
PB - Nature Publishing Group
DO - 10.1038/
UR - https://
LA - en
ER -
CSL-JSON
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