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TopHat: Discovering Splice Junctions with RNA-Seq

Bioinformatics, 2009 · paper · Biomedicine

Presents TopHat, an algorithm that aligns RNA-Seq reads to a genome without relying on known splice sites. On mammalian data it recovered over 72% of previously reported junctions plus nearly 20,000 unreported ones, mapping about 2.2 million reads per CPU hour.

Checked: PDF from europepmc.org, fetched 4 Oct 2026. Page numbers are those of that PDF.

2 findings

Substance "Of the 104 711 junctions reported by TopHat, 84 988 are listed among the UCSC gene models for M. musculus, or 81.1%. The remaining 19 722 may represent novel junctions": 104 711 − 84 988 is 19 723, not 19 722; 84 988/104 711 is 81.16%, printed 81.1%.
  • p. 4 Results, right column, below Table 1
    Of the 104 711 junctions reported by TopHat, 84 988 are listed among the UCSC gene models for M. musculus, or 81.1%. The remaining 19 722
  • p. 4 Results, right column, below Table 1
    Of the 104 711 junctions reported by TopHat, 84 988 are listed among the UCSC gene models for M. musculus, or 81.1%. The remaining 19 722 may
  • p. 5 Discussion, first paragraph
    TopHat’s 19 722 newly discovered junctions
  • p. 4 Results, p.1108
    84 988 are listed among the UCSC gene models for M. musculus, or 81.1%. The remaining 19 722

Only the authors can say what is right here.

Judge's note: Read the numbers on the page 4 image. The subtraction gives 19 723, one more than the printed remainder. The figure 19 722 is reused on page 5 ("2543 of the 19 722", "TopHat's 19 722 newly discovered junctions") and is consistent with 17 179 + 2543, so one of 104 711 or 84 988 is probably off by one. No exclusion is stated anywhere in the article. The discrepancy is a single junction, but only the authors can say which number is right. The 81.1% matches the paper's habit of truncating percentages (see C007).

Second check: another model agreed

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Substance "Of the 17 719 junctions without EST hits, 10 499 joined novel exons, 6077 joined a novel exon with a known one and 603 joined a pair of known exons": the three categories sum to 17 179, and 19 722 − 2543 is also 17 179; 17 719 is a digit transposition.
  • p. 5 Results, left column, paragraph beginning 'We examined the previously unreported junctions'
    Of the 17 719 junctions without EST hits, 10 499 joined
  • p. 5 Results, left column, preceding paragraph
    2543 of the 19 722 junctions not in UCSC
  • p. 5 Results, para on novel junction categories
    Of the 17 719 junctions without EST hits, 10 499 joined novel exons, 6077 joined a novel exon with a known one and 603
  • p. 5 Results, p1109 col 1
    Of the 17 719 junctions without EST hits, 10 499 joined novel exons, 6077 joined a novel exon with a known one and 603 joined a pair of known exons.

Judge's note: Read the numbers on the page 5 image. The preceding sentence gives "2543 of the 19 722 junctions not in UCSC gene models had hits to mouse ESTs". Both the complement and the category sum give 17 179, so the printed total 17 719 is wrong by 540. No alternative subset or threshold is described that would give 17 719.

Second check: another model agreed

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18 minor (typos and the like; most checked by the judge only)
Wording Abstract says "current software for aligning RNA-Seq data to a genome relies on known splice junctions and cannot identify novel ones", while the Introduction calls QPALMA "One recent method for ab initio junction mapping" and the Discussion says "QPALMA can accurately align short reads across junctions without an annotation".
  • p. 1 Abstract, Motivation
    current software for aligning RNA-Seq data to a genome relies on known splice junctions and cannot identify novel ones
  • p. 1 Introduction, last paragraph on page
    One recent method for ab initio junction mapping relies on a machine learning strategy to identify junctions. QPALMA
  • p. 5 Discussion, first paragraph
    QPALMA can accurately align short reads across junctions without an annotation

Judge's note: Read pages 1, 2 and 5. All three quotes are present. Page 2 says QPALMA "uses a training step that requires a set of known junctions", so the abstract's "relies on known splice junctions" can be read loosely as covering it, but "cannot identify novel ones" does not sit with the paper's own description of QPALMA as an ab initio method. This is a wording inconsistency, and either form could be defended.

Second check: another model agreed

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Wording Table 1 percentages are truncated rather than rounded against the stated 9879 junctions, e.g. "9275 93" (93.89%), "1744 17" (17.65%), "7666 77" (77.60%), "9351 94" (94.66%); the text's "up to 94%" follows the table.
  • p. 4 Table 1, 'Total (%)' column
    9275 93
  • p. 4 Table 1, footnote
    The simulation sampled a set of transcripts with 9879 true splice junctions.

Judge's note: Read Table 1 and its footnote on the page 4 image. Four of the five 'Total (%)' values are one point below the conventionally rounded value, and all five match truncation. 'Reported (%)' matches FP/(TP+FP) truncated (4.67 printed as 4, 2.80 printed as 2); that denominator is inferred, not stated. The truncation is consistent but undeclared, so this is a convention point and not a misprint.

Second check: another model agreed

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Wording "...(ASTD) (Le Texier et al., 2006) contains 1295 transcripts from mouse chromosome 7. These were generated by the short-read simulator from Maq.": as printed, 'These' refers to the database transcripts, which the simulator did not generate.
  • p. 4 Results, right column
    contains 1295 transcripts from mouse chromosome 7. These were generated by the short-read simulator from Maq.

Only the authors can say what is right here.

Judge's note: Read on the page 4 image. The following sentences ("errors in the reads it produces", "We generated simulated sequence from the ASTD transcripts") show that the simulator produced reads from the transcripts. The sentence misdescribes this, probably because some wording was lost. The intended meaning is recoverable from context.

Second check: another model agreed

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Wording "A further 3209 (10%) of the missed junctions": 3209 of the 30 121 missed junctions is 10.65%, which rounds to 11%.
  • p. 4 Results, left column, second paragraph
    A further 3209 (10%) of the missed junctions
  • p. 4 Results
    3209 (10%)
  • p. 4 Results
    3209 (10%) of the missed junctions

Judge's note: Read on the page 4 image. The denominator is the "30 121 junctions reported by ERANGE and not reported by TopHat" in the preceding sentence. The neighbouring 52% (52.09%) and 15% (15.14%) do not distinguish rounding from truncation. The paper truncates elsewhere (Table 1; 81.16% printed as 81.1%), so 10% fits an undeclared truncation convention and is not a misprint.

Second check: another model agreed

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Wording Fig. 4 caption: "detecting around 40% of junctions in genes transcribed above 25.0 RPKM, but comparatively few junctions in more highly transcribed genes"; the plotted Velvet + gmap curve only falls from about 0.42 to about 0.33.
  • p. 4 Fig. 4 caption
    but comparatively few junctions in more highly transcribed
  • p. 5 Results, right column, Velvet paragraph
    its detection rate decreases as RPKM further increases

Judge's note: Looked at Fig. 4 on the page 4 image. The dashed curve peaks near 0.42 at RPKM of roughly 30–40 and declines gently to about 0.33 at RPKM 140. The Results text on page 5 describes this more accurately ("its detection rate decreases as RPKM further increases"). The caption's "comparatively few" is loose and overstated wording, not a data error, and partly a matter of judgement.

Second check: another model agreed

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Wording "Figure 5 shows the distribution of E-values for each sequence's best BLAST hit", whereas the search was run with BLAT ("using BLAT (Kent, 2002)") and Fig. 5's title and caption say "BLAT E-values" and "BLAT hits".
  • p. 5 Results, left column
    shows the distribution of E-values for each sequence’s best BLAST hit
  • p. 5 Results, left column, paragraph 'The UCSC gene models…'
    shows the distribution of E-values for each sequence’s best BLAST
  • p. 5 Fig. 5 caption
    The BLAT E-value distribution

Judge's note: Read on the page 5 image. The same paragraph, the figure title and the caption all name BLAT; only this sentence says BLAST. A tool-name slip with an evident fix, though it could be loose usage since BLAT is the 'BLAST-like alignment tool'.

Second check: another model agreed

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Wording "One example of a junction from the second category is occurred in the ADP-ribosylation factor Arfgef1 ... The junction in Figure 7 skips two of the gene's 38 exons": the second category is "junctions between a known exon and a novel one", but the example is described (text and Fig. 7 caption) only as skipping two exons, with no novel exon mentioned.
  • p. 5 Results, end of left column to top of right column
    One example of a junction from the second category is occurred in the ADP-ribosylation factor Arfgef1
  • p. 5 Results, right column
    The junction in Figure 7 skips two of the gene’s 38 exons.
  • p. 6 Fig. 7 caption
    This junction skips two exons in the ADP-ribosylation gene Arfgef1.
  • p. 5 Results, right column, top
    is occurred in the ADP-ribosylation factor Arfgef1

Only the authors can say what is right here.

Judge's note: Read page 5 and page 6 images. The categories are listed as two known exons / known plus novel / two novel, and the counts follow in reverse order; under either ordering the second is known-plus-novel (6077). The text and the Fig. 7 caption ("This junction skips two exons") describe an exon-skipping event and name no novel exon. In Fig. 7 the junction's ends appear to sit at annotated RefSeq exons, but the resolution does not let me settle that. Only the authors can say which category was meant. This cluster is kept for the category question; the 'is occurred' typo is judged under C017 and the gene description under C018.

Second check: another model agreed

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Wording Arfgef1 is called "the ADP-ribosylation factor Arfgef1" in the text and "the ADP-ribosylation gene Arfgef1" in the Fig. 7 caption, whereas the cited reference (Morinaga et al., 1996) is titled "...guanine nucleotide-exchange protein for ADP ribosylation factor (ARF) 1 and ARF3...".
  • p. 5 Results, top of right column
    the ADP-ribosylation factor Arfgef1
  • p. 7 References, Morinaga et al. (1996)
    guanine nucleotide-exchange protein for ADP ribosylation factor (ARF) 1 and ARF3
  • p. 6 Fig. 7 caption
    ADP-ribosylation gene Arfgef1

Only the authors can say what is right here.

Judge's note: Checked page 5 text, the Fig. 7 caption on page 6 and the Morinaga entry on page 7. The paper's own cited reference title describes an exchange protein for ARF, not an ARF itself, and the text and caption use two different descriptions. It is probably shorthand for the gene's full name (ARF guanine nucleotide-exchange factor 1); the authors should confirm the intended wording.

Second check: another model agreed

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Wording Tool name inconsistency: "Figure 5 shows the distribution of E-values for each sequence's best BLAST hit against the GenBank mouse EST database", whereas the search was done "using BLAT (Kent, 2002)" and Fig. 5 and its caption say "BLAT E-values" / "BLAT hits".
  • p. 5 Results, Fig. 5 paragraph
    each sequence’s best BLAST hit against the GenBank mouse EST database

Judge's note: The page 5 image shows "best BLAST hit" in the same paragraph that says the search used BLAT. The Fig. 5 title and caption use BLAT throughout, and BLAST appears nowhere else in the text. The evident fix is "BLAT".

Second check: another model agreed

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Typo Page 2 reads "De Bono et al. report that Vmatch", whereas the citation on page 1 is "(De Bona et al., 2008)" and the reference list has "De Bona,F. et al. (2008)".
  • p. 2 Introduction, first paragraph on page
    De Bono et al. report that Vmatch
  • p. 1 Introduction, last paragraph
    (De Bona et al., 2008)
  • p. 6 References
    De Bona,F. et al. (2008) Optimal spliced alignments of short sequence reads.
  • p. 2 Introduction
    De Bono et al. report

Judge's note: Checked the page images for pages 1, 2 and 6. The reference list has no "De Bono" entry, and the sentence is about QPALMA/Vmatch, so it is the same work with the author's name misspelled.

Second check: none (judge only)

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Typo The program name is printed as "Tophat" in "To generate the island sequences, Tophat invokes the" (page 2) and "For each splice junction, Tophat searches the IUM reads" (page 3); it is "TopHat" everywhere else.
  • p. 2 Methods, left column, third paragraph
    To generate the island sequences, Tophat invokes the
  • p. 3 Methods, left column
    For each splice junction, Tophat searches the IUM reads
  • p. 2 Methods, second paragraph
    To generate the island sequences, Tophat invokes
  • p. 2 Methods
    Tophat invokes the

Judge's note: Both instances are visible on the page images for pages 2 and 3. This is a cosmetic capitalisation inconsistency.

Second check: none (judge only)

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Typo Stray full stop before the citation: "sequencing errors than the 3′ end. (Hillier et al., 2008). TopHat".
  • p. 2 Methods, first paragraph
    sequencing errors than the 3′ end. (Hillier et al., 2008). TopHat

Judge's note: Visible on the page 2 image in the first Methods paragraph. The sentence is closed before its parenthetical citation, which then carries its own full stop. Punctuation only.

Second check: none (judge only)

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Typo Number-agreement slips: "one or more alignment" (page 2), "around 40% of junction in genes" (page 5), "non-canonical donor and acceptors sites" (page 6).
  • p. 2 Methods, first paragraph
    one or more alignment
  • p. 5 Results, right column
    around 40% of junction in
  • p. 6 Discussion, left column
    non-canonical donor and acceptors sites

Judge's note: All three are present on the page images. Page 5 elsewhere has the correct "donor and acceptor sites", and the Fig. 4 caption has "40% of junctions". Cosmetic grammar slips.

Second check: none (judge only)

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Typo Fig. 4 caption: "TopHat detects more than 80% reported by ERANGE" is missing its object (e.g. 'of the junctions').
  • p. 4 Fig. 4 caption
    TopHat detects more than 80% reported by ERANGE

Judge's note: Visible in the Fig. 4 caption on the page 4 image. The next sentence has the full form, "more than 72% of all junctions observed by ERANGE". A missing phrase; the meaning is recoverable.

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Typo Ungrammatical verb: "One example of a junction from the second category is occurred in the ADP-ribosylation factor Arfgef1" (should be "occurred in" or "is in").
  • p. 5 Results, top of right column
    second category is occurred in the ADP-ribosylation factor

Judge's note: The page 5 image shows "is occurred" at the top of the right column, so it is not an extraction artefact.

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Typo Singular for plural: "While the method detects around 40% of junction in genes transcribed above an RPKM value of 25.0" (should be "junctions").
  • p. 5 Results, right column, Velvet paragraph
    detects around 40% of junction in

Judge's note: The page 5 image, right column, shows "40% of junction in". The preceding sentence uses "junctions".

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Typo Misspelling in the funding statement: "National Institues of Health" (should be "Institutes").
  • p. 6 Funding
    National Institues of Health

Judge's note: The page 6 image, Funding line, shows "National Institues of Health".

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Typo Reference entry "Pozzoli,U. et. al. (2007)" has a stray full stop after "et"; all other entries use "et al.".
  • p. 7 References, Pozzoli entry
    Pozzoli,U. et. al. (2007)

Judge's note: The page 7 image shows "Pozzoli,U. et. al. (2007)"; the other entries on pages 6 and 7 read "et al.".

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