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From reads to genes to pathways: differential expression analysis of RNA-Seq experiments using Rsubread and the edgeR quasi-likelihood pipeline

pmid:27508061

Imported paper

A paper the journal holds from the corpus, with its canonical record and every version of it. The journal has not analysed it.

The paper this record is a record of

Versions held 2 Every version of this record the journal holds. A version is identified by its content hash and does not change, so a version a reader downloaded yesterday is still the version they downloaded.
  1. Revision 4 offered by the Corpus Engine

    sha256:55ea50e300bb431a86d436951ca0ffa6f4e183dc3cde24b554526da6a21d4402

    .sci 1.5 · held 2026-11-08T18:43:31+00:00

    Download this .sci

    • assay:1 rna-seq-read-alignment 0.1.0 This entry names no record, so the journal cannot say what it was run against.
    • assay:2 rna-seq-gene-quantification 0.1.0 This entry names no record, so the journal cannot say what it was run against.
    • assay:3 rna-seq-count-filtering-and-normalisation 0.1.0 This entry names no record, so the journal cannot say what it was run against.
    • assay:4 rna-seq-differential-expression 0.1.0 This entry names no record, so the journal cannot say what it was run against.
    • assay:5 rna-seq-pathway-enrichment 0.1.0 This entry names no record, so the journal cannot say what it was run against.
  2. Revision 7 offered by the Corpus Engine

    sha256:72abc1c558c8d6a3461ec0365234046ee2dc5f723b2f8b3b3ae0904ac6e4ab85

    .sci 1.5 · held 2026-11-08T19:04:22+00:00

    Download this .sci

    • assay:1 rna-seq-read-alignment 0.1.0 This entry names no record, so the journal cannot say what it was run against.
    • assay:2 rna-seq-gene-quantification 0.1.0 This entry names no record, so the journal cannot say what it was run against.
    • assay:3 rna-seq-count-filtering-and-normalisation 0.1.0 This entry names no record, so the journal cannot say what it was run against.
    • assay:4 rna-seq-differential-expression 0.1.0 This entry names no record, so the journal cannot say what it was run against.
    • assay:5 rna-seq-pathway-enrichment 0.1.0 This entry names no record, so the journal cannot say what it was run against.
Reviewer decisions A decision names the exact version it was made against — its revision, its content hash and the hash of the bytes that were read — and the runs it rests on. A decision that does not name a version is not published, because a reader would not be able to say what was in front of the reviewer.

No reviewer decision is recorded against this record. Until one is, the record is held as it is: an imported paper, an analysis result, or an open fork.

The samples analysed The cohort the paper states, beside the count the repository holds of the data it published. Where the two differ, a run over the repository's samples analysed a different cohort from the one the paper analysed.

The paper states a cohort of 12 samples, and the repository's own count of the data it holds is also 12 samples. The counts agree. The journal has not checked that they are the same samples, and does not say they are.

The cohort the paper states

12 samples

B.virgin
2
L.virgin
2
B.pregnant
2
L.pregnant
2
B.lactating
2
L.lactating
2
There are therefore six groups of RNA samples, one for each combination of cell type and mouse status. Two biological replicates were collected for each group.

The repository's own count

12 samples

Basal 2 dL
2
Basal virgin
2
Luminal 2 dL
2
Basal 18.5 dP
2
Luminal virgin
2
Luminal 18.5 dP
2
The sample titles of the GEO series: Basal 18.5 dP (2), Basal 2 dL (2), Basal virgin (2), Luminal 18.5 dP (2), Luminal 2 dL (2), Luminal virgin (2).

Stated by revision 7 of pmid:27508061, published by corpus_engine as .sci 1.5.

The assays in this record, and what ran against them 5 The assays the head of this record carries, and the result each one was answered with. The journal did not compute any of it: the provider ran the assay, and the journal holds the result as it was returned, with the hashes that identify it. The numbers below are the provider's own.
  1. assay:1 0.1.0

    rna_seq_read_alignment

    This entry names no record, so the journal cannot say what it was run against.

  2. assay:2 0.1.0

    gene_count_quantification

    Uses output from assay:1

    This entry names no record, so the journal cannot say what it was run against.

  3. assay:3 0.1.0

    normalise_counts, normalise_counts_tmm

    Uses output from assay:2

    This entry names no record, so the journal cannot say what it was run against.

  4. assay:4 0.1.0

    differential_expression_fit, fdr_bh, differential_expression_quasi_likelihood

    Uses output from assay:3

    This entry names no record, so the journal cannot say what it was run against.

  5. assay:5 0.1.0

    pathway_enrich

    Uses output from assay:4

    This entry names no record, so the journal cannot say what it was run against.

The runs the journal holds for this record 7 The provider ran these and the journal holds what was returned, with the hashes that identify it. The journal ran none of them and recomputed none of them.

The journal holds no completed run of this analysis for this record.

The journal holds no completed run of this analysis for this record.

The answer the journal stands behind is the run of rna_seq_differential_expression 0.1.0 that named no version of this record the journal holds. It analysed an unstated number of samples. The journal holds 2 results for this analysis and publishes each of them, with the reason it is not the answer.

The answer the journal stands behind is the run of rna_seq_pathway_enrichment 0.1.0 that named no version of this record the journal holds. It analysed an unstated number of samples.

The answer the journal stands behind is the run of rna_seq_count_filtering_and_normalisation 0.1.0 that named no version of this record the journal holds. It analysed an unstated number of samples. The journal holds 2 results for this analysis and publishes each of them, with the reason it is not the answer.

  1. rna_seq_read_alignment 0.1.0 refused

    This run did not finish, so it is not an answer to anything.

    7daff85e-0e95-4e29-b922-1bf66aa96252

    Download evidence manifest

    Samples analysed
    not stated
    Run against
    the run named no version
    Result hash stated by the provider
    sha256:be55ead2068cf19cc9efd01d113aa3057e4b3dde2343ea0ecd4562aaf2d1bd0e
    Evidence hash
    48eb942441653112489a7ce4ff0821a719728c1188aeab486161fb93c17ec872

    This run states no sample count, so the cohort it used cannot be set against the cohort the paper states.

  2. rna_seq_gene_quantification 0.1.0 refused

    This run did not finish, so it is not an answer to anything.

    8573fa99-85cd-4f56-bdd5-3651d1cdfd58

    Download evidence manifest

    Samples analysed
    not stated
    Run against
    the run named no version
    Result hash stated by the provider
    sha256:43cac33f2a7f97f767d87937964e805d3ae6fab5b695818b5cf7d37efdb790fb
    Evidence hash
    0e116046745cbd0ed15ae537d918f4776dfa6563908c644dbdf2221600f760ed

    This run states no sample count, so the cohort it used cannot be set against the cohort the paper states.

  3. rna_seq_differential_expression 0.1.0 complete

    The journal recorded this run before the one it stands behind, and still holds it.

    85f9fdf4-4c2e-4155-8daa-da11d28021ef

    Download evidence manifest

    Samples analysed
    not stated
    Run against
    the run named no version
    Result hash stated by the provider
    sha256:0da96b2fe1f4ab61ad9ec91f1a9130268fb314dd354d6b6f623388f5e7ae9d4c
    Evidence hash
    899e82b58fd83ec21bfd48461d0797f7867bbd5dedf5744ed19b8654b456e291

    This run states no sample count, so the cohort it used cannot be set against the cohort the paper states.

  4. rna_seq_pathway_enrichment 0.1.0 complete · the answer

    This is the answer the journal stands behind. The run named no version of this record that the journal holds, so it is the answer on the ground that it is the last run the journal recorded.

    91daa9a9-2b77-45e0-8727-13a7643efe9d

    Download evidence manifest

    Samples analysed
    not stated
    Run against
    the run named no version
    Result hash stated by the provider
    sha256:6daad652773fe321cd885609fcc97c1378b769fa9173daaf172c33582fb30efb
    Evidence hash
    d1d756c2c34777bc09aa0d236928ddd951666073cec97e52acd028342d3ed85f

    This run states no sample count, so the cohort it used cannot be set against the cohort the paper states.

  5. rna_seq_differential_expression 0.1.0 complete · the answer

    This is the answer the journal stands behind. The run named no version of this record that the journal holds, so it is the answer on the ground that it is the last run the journal recorded.

    a92cdcdd-e95c-4579-a4dd-7648d2c24eff

    Download evidence manifest

    Samples analysed
    not stated
    Run against
    the run named no version
    Result hash stated by the provider
    sha256:194ba83e9468a04462de791795cd0bdf4bbdc992bb5cea0b420fa659fe8ecc1f
    Evidence hash
    ffd49280b7bcfa17e938f077569600a4d38d3dce873176d5f4f8f5aa230659da

    This run states no sample count, so the cohort it used cannot be set against the cohort the paper states.

  6. rna_seq_count_filtering_and_normalisation 0.1.0 complete

    The journal recorded this run before the one it stands behind, and still holds it.

    cb681050-44e5-43c9-801c-87e82a09ed55

    Download evidence manifest

    Samples analysed
    not stated
    Run against
    the run named no version
    Result hash stated by the provider
    sha256:b681c5238c00d87068957502cabb988094a393818da50840119649867a1fb4df
    Evidence hash
    f7288a5fdb3282fea31889580c03db42473612241a6fed77527aa211540c6df3

    This run states no sample count, so the cohort it used cannot be set against the cohort the paper states.

  7. rna_seq_count_filtering_and_normalisation 0.1.0 complete · the answer

    This is the answer the journal stands behind. The run named no version of this record that the journal holds, so it is the answer on the ground that it is the last run the journal recorded.

    fa44f761-7022-4c3f-975f-d8ce85abd2a8

    Download evidence manifest

    Samples analysed
    not stated
    Run against
    the run named no version
    Result hash stated by the provider
    sha256:a1f4df7f4ba128a759d8da6db62614641875603a7474e4c02572b23b18563976
    Evidence hash
    25d0e73c4e732aef23de129367c22fb8c3889275e672ff9c8be9c63fdd553a59

    This run states no sample count, so the cohort it used cannot be set against the cohort the paper states.

Forks opened from this record A fork is somebody's work on a version of this record, held by the journal under its own identifier so that the master stays the master. Each one is an open merge request against this record, and each says what it changed.

Nothing has been forked from this record. A fork arrives when a platform opens a version, works on it and offers it back to the journal under its own identifier.