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Calcium dependent activation of the TMEM16F scramblase and ion channel.

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Paper

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The authors' code

R · 73 lines · 2.8 KB · CC-BY-4.0

  1. file_path <- file.choose()
  2. file_directory <- dirname(file_path)
  3. CHL <- read.csv(paste0(file_directory, "/ZFA_CLA.out"))
  4. A570 <- read.csv(paste0(file_directory, "/ZFA_570A.out"))
  5. B570 <- read.csv(paste0(file_directory, "/ZFA_570B.out"))
  6. A551 <- read.csv(paste0(file_directory, "/ZFA_551A.out"))
  7. B551 <- read.csv(paste0(file_directory, "/ZFA_551B.out"))
  8. # Ignore equilibration 1:716 for active. Set to 1:226 for closed state.
  9. POT <- POT[-(1:716), ]
  10. CHL <- CHL[-(1:716), ]
  11. A570 <- A570[-(1:716), ]
  12. B570 <- B570[-(1:716), ]
  13. A551 <- A551[-(1:716), ]
  14. B551 <- B551[-(1:716), ]
  15. # Compute boundaries, what is roughly and upper Z and lower Z plane for the pore.
  16. UZ <- (A570$X570A_1+B570$X570B_1)/2
  17. LZ <- (A551$X551A_1+B551$X551B_1)/2
  18. CZ <- (UZ + LZ)/2
  19. nUZ <- UZ - CZ # "upper" boundary (centered)
  20. nLZ <- LZ - CZ # "lower" boundary (centered)
  21. # Recenter data.
  22. library(dplyr)
  23. nCHL <- CHL %>%
  24. mutate(
  25. across(starts_with("CLA_"), ~ . - CZ) # subtract the center for each row
  26. )
  27. # Get the column names that start with “CHL_"
  28. cols_chl <- grep("^CLA_", names(nCHL), value = TRUE)
  29. # We'll store hits per column in a list
  30. hits_list <- vector("list", length(cols_chl))
  31. # A progress bar to see how the loop is going
  32. pb <- txtProgressBar(min = 0, max = length(cols_chl), style = 3)
  33. # Loop over all columns to find (-1, 0, 1) or (1, 0, -1) run-length triplets
  34. for (j in seq_along(cols_chl)) {
  35. colname <- cols_chl[j]
  36. # Extract numeric vector for this “CHL_j" column
  37. x <- nCHL[[colname]]
  38. # Assign -1, 0, +1 for each row i based on x[i], nLZ[i], nUZ[i]
  39. # Make a separate vector x_states so we don't overwrite x itself
  40. x_states <- numeric(length(x))
  41. # Below boundary -> -1
  42. x_states[x <= nLZ] <- -1
  43. # Above boundary -> +1
  44. x_states[x >= nUZ] <- 1
  45. # Inside -> 0
  46. inside_idx <- which(x > nLZ & x < nUZ)
  47. x_states[inside_idx] <- 0
  48. # Use RLE on x_states
  49. rvals <- rle(x_states)$values
  50. N <- length(rvals)
  51. # If we have < 3 runs total, we cannot form a 3-element triplet
  52. if (N >= 3) {
  53. these_hits <- logical(N - 2)
  54. for (i_run in seq_len(N - 2)) {
  55. triplet <- rvals[i_run:(i_run + 2)]
  56. # Check for the exact pattern
  57. these_hits[i_run] <- identical(triplet, c(-1, 0, 1)) ||
  58. identical(triplet, c(1, 0, -1))
  59. }
  60. hits_list[[j]] <- which(these_hits)
  61. } else {
  62. hits_list[[j]] <- integer(0)
  63. }
  64. setTxtProgressBar(pb, j)
  65. }
  66. close(pb)
  67. # Inspect results, each element of hits_list corresponds to one column.
  68. # hits_list[[j]] is the set of run-IDs where (-1,0,1) or (1,0,-1) was found.
  69. # How many hits per column
  70. lengths(hits_list)
  71. # which columns have any hits?
  72. which(lengths(hits_list) > 0)

AA_Closed_CLA.R, under CC-BY-4.0 · at the source

Overview

Authors: Zhang Feng1, Omar E. Alvarenga1,2, Eleonora Di Zanni1, Sangyun Lee1, George Khelashvili3,4, Alessio Accardi1,5
  1. Department of Anesthesiology, Weill Cornell Medical College, Anesthesiology,New York, NY USA
  2. Physiology, Biophysics and Systems Biology Graduate Program, Weill Cornell Medical College,New York, NY USA
  3. Department of Systems and Computational Biomedicine, Weill Cornell Medical College,New York, NY USA
  4. Institute for Computational Biomedicine, New York, NY USA
  5. Department of Biochemistry and Biophysics, Weill Cornell Medical College,New York, NY USA
Institutions: Memorial Sloan Kettering Cancer Center (United States); Cornell University (United States)
Journal: Nature structural & molecular biology, volume 33, issue 4, pages 664-676
Dates: received 26 May 2025; accepted 4 March 2026; published online 17 April 2026; in print 2026
Type: Research article · Language: English
License: CC BY-NC-ND
Identifiers: DOI 10.1038/s41594-026-01789-5 · PMID 41998358 · PMCID PMC13095661 · OpenAlex W7154693890
Open access: hybrid, a free copy (OpenAlex)
Status: code verified
Categories: histology / microscopy (modality), human (organism), cellular / molecular (subfield)
Methods: Connectivity, Spectral & time-frequency, Statistics, Evoked potentials, fMRI & imaging
Keywords: Cryoelectron microscopy, Ion transport, Membrane proteins
MeSH: Anoctamins*, Calcium*, Phospholipid Transfer Proteins*, Animals, Cryoelectron Microscopy, Humans, Liposomes, Molecular Dynamics Simulation, Protein Conformation (* major topic)
Topic: Ion channel regulation and function (Molecular Biology, Biochemistry, Genetics and Molecular Biology), according to OpenAlex
Citations: not cited yet (Europe PMC); 77 references in the paper
Research resources: RRID:SCR_019202

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.

figshare 29298167

License: CC-BY-4.0
State: the link answers, verified on 29 September 2026
Evidence: files inventoried
Languages: Shell (4), R (3)
Size: 20 files, 7 scripts
Software Heritage: not checked
Found in: “Code availability”
Holds: README
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: tidyverse (2 files)
Availability: 1 check, the latest on 29 September 2026: the link answers (HTTP 200)
  • 29 September 2026: the link answers (HTTP 200)
8 files
At the source:

figshare 29298431

License: CC-BY-4.0
State: the link answers, verified on 29 September 2026
Evidence: files inventoried
Languages: Shell (4), R (3)
Size: 20 files, 7 scripts
Software Heritage: not checked
Found in: “Code availability”
Holds: README
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: tidyverse (2 files)
Availability: 1 check, the latest on 29 September 2026: the link answers (HTTP 200)
  • 29 September 2026: the link answers (HTTP 200)
8 files
At the source:

figshare 29286710

License: CC-BY-4.0
State: the link answers, verified on 29 September 2026
Evidence: files inventoried
Languages: Shell (4), R (3)
Size: 19 files, 7 scripts
Software Heritage: not checked
Found in: “Code availability”
Holds: README
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: tidyverse (2 files)
Availability: 1 check, the latest on 29 September 2026: the link answers (HTTP 200)
  • 29 September 2026: the link answers (HTTP 200)
8 files
At the source:

figshare 29294237

License: CC-BY-4.0
State: the link answers, verified on 29 September 2026
Evidence: files inventoried
Languages: Shell (4), R (3)
Size: 19 files, 7 scripts
Software Heritage: not checked
Found in: “Code availability”
Holds: README
Not found: license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: tidyverse (2 files)
Availability: 1 check, the latest on 29 September 2026: the link answers (HTTP 200)
  • 29 September 2026: the link answers (HTTP 200)
8 files
At the source:

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: figshare 29286710, figshare 29294237, figshare 29298167, figshare 29298431

Read it in the paper: doi.org/10.1038/s41594-026-01789-5.

Tracing map

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What the map holds:

  • 4 repositories of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 28 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

Datasets cited

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 a dataset: ebi.ac.uk/pdbe/entry
  • it points to the authors' code: figshare 29286710, figshare 29294237, figshare 29298167, figshare 29298431
  • it says that the data are available on request

Read it in the paper: doi.org/10.1038/s41594-026-01789-5.

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, 29 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 6 authors, 3 keywords, 9 MeSH terms, 77 references, 1 RRID.

Cite

This paper

Feng, Z., Alvarenga, O. E., Di Zanni, E., Lee, S., Khelashvili, G., & Accardi, A. (2026). Calcium dependent activation of the TMEM16F scramblase and ion channel. Nature structural & molecular biology, 33(4), 664-676. https://doi.org/10.1038/s41594-026-01789-5

BibTeX

@article{feng2026calcium,
author = {Feng, Zhang and Alvarenga, Omar E. and Di Zanni, Eleonora and Lee, Sangyun and Khelashvili, George and Accardi, Alessio},
title = {{Calcium dependent activation of the TMEM16F scramblase and ion channel}},
journal = {Nature structural \& molecular biology},
year = {2026},
month = apr,
volume = {33},
number = {4},
pages = {664--676},
publisher = {Nature Portfolio},
issn = {1545-9993},
doi = {10.1038/s41594-026-01789-5},
url = {https://doi.org/10.1038/s41594-026-01789-5},
pmid = {41998358},
pmcid = {PMC13095661}
}

RIS

TY - JOUR
AU - Feng, Zhang
AU - Alvarenga, Omar E.
AU - Di Zanni, Eleonora
AU - Lee, Sangyun
AU - Khelashvili, George
AU - Accardi, Alessio
TI - Calcium dependent activation of the TMEM16F scramblase and ion channel
T2 - Nature structural & molecular biology
J2 - Nat Struct Mol Biol
PY - 2026
DA - 2026/04/17
VL - 33
IS - 4
SP - 664
EP - 676
SN - 1545-9993
PB - Nature Portfolio
DO - 10.1038/s41594-026-01789-5
UR - https://doi.org/10.1038/s41594-026-01789-5
LA - en
ER -

CSL-JSON

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"id": "10.1038/s41594-026-01789-5",
"type": "article-journal",
"title": "Calcium dependent activation of the TMEM16F scramblase and ion channel",
"container-title": "Nature structural & molecular biology",
"author": [
{
"family": "Feng",
"given": "Zhang"
},
{
"family": "Alvarenga",
"given": "Omar E."
},
{
"family": "Di Zanni",
"given": "Eleonora"
},
{
"family": "Lee",
"given": "Sangyun"
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"family": "Khelashvili",
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{
"family": "Accardi",
"given": "Alessio"
}
],
"container-title-short": "Nat Struct Mol Biol",
"volume": "33",
"issue": "4",
"page": "664-676",
"DOI": "10.1038/s41594-026-01789-5",
"PMID": "41998358",
"PMCID": "PMC13095661",
"ISSN": "1545-9993",
"publisher": "Nature Portfolio",
"URL": "https://doi.org/10.1038/s41594-026-01789-5",
"language": "en",
"issued": {
"date-parts": [
[
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4,
17
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]
}
}

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