Benchmark data sets#

Summary table#

Year

Ref.

No.

Short desc.

Target

Background

Instrument

2014

[1]

1

SGS

422 SIS peptides

None / yeast / HeLa

TTOF 5600

2015

[2]

1

UPS1

UPS1

None

TTOF 5600

2

UPS2

UPS2

None

TTOF 5600

3

UPS2 spike

UPS2

Tryptic E. coli

TTOF 5600

2016

[3]

1

HYE124

Tryptic yeast+ecoli

Tryptic HeLa

TTOF 5600+/6600

2

HYE110

Tryptic yeast+ecoli

Tryptic HeLa

TTOF 6600

2017

[4]

1

SynHeavyPhos

579 SIS phosphopeptides

Tryptic HEK293

TTOF 5600+

2017

[5]

1

HYEC

Tryptic yeast+ecoli+celegans

Tryptic HeLa

QE HF

2018

[6]

1

SynPhos96

96 NS phosphopeptides

Tryptic HEK293

QE HF Plus

2020

[7]

1

MixPhos

Yeast phosphoproteome

HeLa phosphoproteome

QE HF-X

2

SynPhos200+

200+ NS phosphopeptides

Yeast phosphoproteome

QE HF-X

3

Phos-stoich

Partial-dephos yeast phosproteome

HeLa phosphoproteome

QE HF-X

2020

[8]

1

HY13 diaPASEF

Tryptic yeast

Tryptic HeLa

timsTOF Pro

2021

[9]

1

HYE124 diaPASEF

Tryptic yeast+ecoli

Tryptic HeLa

timsTOF Pro

2021

[10]

1

SynPhos166

166 NS phosphopeptides

Tryptic yeast

Fusion Lumos

2021

[11]

1

UPS1 spike

UPS1

Tryptic E. coli

Orbitrap Fusion

2022

[12]

1

HYE124

Tryptic yeast+ecoli

Tryptic K562

TTOF 5600

2

TTOF 6600+

3

Synapt G2-Si

4

QE HF-X

5

Synapt XS

6

timsTOF Pro

2022

[13]

1

HYE plexDIA

Tryptic yeast+ecoli

Tryptic U-937 or Jurkat

QE

2022

[14]

1

HY12 Zeno

Tryptic yeast

Tryptic K562

ZenoTOF 7600

2022

[15]

1

HE 4cond

Tryptic E. coli

Tryptic human lymph nodes

Orbitrap Eclipse

2023

[16]

1

MY 7cond

Tryptic mouse brain membrane

Tryptic yeast

QE HF/timsTOF Pro

2023

[17]

1

B57

HLA-B*57:01

Tryptic HeLa

Orbitrap Fusion

2023

[18]

1

BSA mDIA

Tryptic BSA

None

Exploris 480

2

HYE mDIA

Tryptic yeast+ecoli

Tryptic HeLa

timsTOF HT

2023

[19]

1

UPS2 spike

UPS2

Tryptic yeast

QE HF

Note

  • Target
    • SIS: stable isotope-labeled standard (synthetic peptides in all cases)

    • NS: non-labeled standard (synthetic peptides in all cases)

Individuals#


OpenSWATH SGS#

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Reference:

Authors:

Röst et al.

Year:

2014

Dataset 1:

Short name

SWATH-MS Gold Standard (SGS)

Repository ID

PASS00289

MS instrument

TTOF 5600

Acquisition method

25 m/z wide-window SWATH

Target sample

422 SIS peptides

Background sample

Water / yeast BY4741 tryptic digest / HeLa tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

Pure SIS / SIS + yeast background / SIS + human background. SIS concentration in each sample from 1x to 512x. 3 replicates.

Additional runs

DDA runs for pure SIS peptides

DIA-Umpire UPS#

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Reference:

Authors:

Tsou et al.

Year:

2015

Dataset 1:

Short name

UPS1

Repository ID

PXD001587

MS instrument

TTOF 5600

Acquisition method

25 m/z wide-window SWATH (long MS1 ion accumulation (250 ms) or not (50 ms))

Target sample

UPS1

Background sample

/

PTM

/

Other sample

/

Brief design

Pure UPS1. 3 replicates.

Additional runs

/

Dataset 2:

Short name

UPS2

Repository ID

PXD001587

MS instrument

TTOF 5600

Acquisition method

25 m/z wide-window SWATH (long MS1 ion accumulation (250 ms))

Target sample

UPS2

Background sample

/

PTM

/

Other sample

/

Brief design

Pure UPS2. 3 replicates.

Additional runs

DDA runs for pure UPS2

Dataset 3:

Short name

UPS2 spike-in

Repository ID

PXD001587

MS instrument

TTOF 5600

Acquisition method

25 m/z wide-window SWATH (long MS1 ion accumulation (250 ms) or not (50 ms))

Target sample

UPS2

Background sample

  1. coli tryptic digest

PTM

/

Other sample

/

Brief design

UPS2 + E. coli background. 3 replicates.

Additional runs

/

LFQBench#

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Reference:

Authors:

Navarro et al.

Year:

2016

Dataset 1:

Short name

HYE124

Repository ID

PXD002952

MS instrument

TTOF 5600+ / TTOF 6600

Acquisition method

25 m/z wide-window SWATH / 64 variable wide-window SWATH

Target sample

Tryptic digests of yeast / E. coli

Background sample

HeLa tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 65/30/5; B: HYE 65/15/20. 3 replicates for each sample.

Additional runs

H/Y/E each has 3 DDA runs.

Dataset 2:

Short name

HYE110

Repository ID

PXD002952

MS instrument

TTOF 6600

Acquisition method

25 m/z wide-window SWATH / 12.5 m/z wide-window SWATH / 32 variable wide-window SWATH / 64 variable wide-window SWATH

Target sample

Tryptic digests of yeast / E. coli

Background sample

HeLa tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 67/30/3; B: HYE 67/3/30. 3 replicates for each sample.

Additional runs

/

IPF SIS phosphopeptides#

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Reference:

Authors:

Rosenberger et al.

Year:

2017

Dataset 1:

Short name

SynHeavyPhos

Repository ID

PXD004573

MS instrument

TTOF 5600+

Acquisition method

64 variable wide-window SWATH

Target sample

579 synthetic SIS phosphopeptides

Background sample

HEK293 tryptic digest

PTM

Phosphorylation

Other sample

Biognosys iRT peptides (C18)

Brief design

Synthetic + HEK293 background. Total 13 dilution ratios 1:0, 1:1, …, 1:127. Single injection without replicate.

Additional runs

DDA runs for pure synthetic phosphopeptides. 3 replicates.

HYEC#

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Reference:

Authors:

Bruderer et al.

Year:

2017

Dataset 1:

Short name

HYEC

Repository ID

PXD005573

MS instrument

QE HF

Acquisition method

Variable wide-window DIA

Target sample

Tryptic digests of Yeast / E. coli / C. Elegans

Background sample

HeLa tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

1) Small fold change sample set: H 1:1; Y 1:1.2; E 1.3:1; C 1:1.1. 2) Large fold change sample set: H 1:1; Y 1.6:1; E 1:4; C 1:2. Each sample has 3 replicates.

Additional runs

A DDA library in Spectronaut .kit format is available.

Specter synthetic phospho#

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Reference:

Authors:

Peckner et al.

Year:

2018

Dataset 1:

Short name

SynPhos

Repository ID

PXD006722

MS instrument

QE HF Plus

Acquisition method

56 x 22 m/z inter-cycle overlapping-window DIA (11 m/z shift)

Target sample

96 NS phosphopeptides

Background sample

HEK293 tryptic digest

PTM

Phosphorylation

Other sample

/

Brief design

NS phosphopeptides + HEK293 background. Total 5 samples with synthetic concentrations from 1x to 16x. 3 replicates.

Additional runs

DDA runs of all five spiked-in samples with 1 injection

HY phospho / synthetic phospho / Phospho-stoichiometry#

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Reference:

Authors:

Bekker-Jensen et al.

Year:

2020

Dataset 1:

Short name

Mixed phosphoproteome

Repository ID

PXD014525

MS instrument

QE HF-X

Acquisition method

14 m/z wide-window DIA

Target sample

Ti-IMAC enriched yeast tryptic digest

Background sample

Ti-IMAC enriched HeLa tryptic digest

PTM

Phosphorylation

Other sample

Biognosys iRT peptides (C18)

Brief design

Tryptic digests of yeast BY4742 and HeLa are mixed in 5 ratios of 0.25:1, 0.5:1, 1:1, 1.5:1, and 2:1, and mixed samples are Ti-IMAC enriched. Each sample has 6 replicates.

Additional runs

In addition to 3 yeast only and 3 HeLa only DIA runs, all DIA runs have their corresponding DDA runs with same injection numbers.

Dataset 2:

Short name

SynPhos200p

Repository ID

PXD014525

MS instrument

QE HF-X

Acquisition method

14 m/z wide-window DIA

Target sample

Multi-source NS phosphopeptides

Background sample

Ti-IMAC enriched yeast tryptic digest

PTM

Phosphorylation

Other sample

Biognosys iRT peptides (C18)

Brief design

Five sources of synthetic phosphopeptides: JPT (SpikeMix PTM-kit 52 1001098; SpikeMix PTM-kit 54 1001100) and Sigma-Aldrich (MS PhosphoMix 1 Light MSP1L, MS PhosphoMix 2 Light MSP2L, MS PhosphoMix 3 Light MSP3L). All phosphopeptides are mixed and spiked into yeast phosphoproteome in 4 dilution concentrations: 1x, 10x, 100x, and 1000x. Each sample has 3 replicates.

Additional runs

All DIA runs have their corresponding DDA runs with same injection numbers.

Dataset 3:

Short name

Phospho-stoichiometry

Repository ID

PXD014525

MS instrument

QE HF-X

Acquisition method

14 m/z wide-window DIA

Target sample

Ti-IMAC enriched yeast tryptic digest with or without phosphatase treatment

Background sample

Ti-IMAC enriched HeLa tryptic digest

PTM

Phosphorylation

Other sample

Biognosys iRT peptides (C18)

Brief design

After yeast tryptic digest was Ti-IMAC enriched, half was phosphatase treated while another half was mock treated. Two treated samples are mixed and spiked into HeLa tryptic phosphoproteome background, and formed expected phosphorylation stoichiometry of 1%, 10%, 50%, 90%, and 99%. Each final sample has 5 replicates.

Additional runs

All DIA runs have their corresponding DDA runs with same injection numbers.

HY13 diaPASEF#

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Reference:

Authors:

Meier et al.

Year:

2020

Dataset 1:

Short name

HY13 diaPASEF

Repository ID

PXD017703 (ftp://ftp.pride.ebi.ac.uk/pride/data/archive/2020/12/PXD017703)

MS instrument

timsTOF Pro

Acquisition method

diaPASEF 16 scans

Target sample

Yeast tryptic digest

Background sample

HeLa tryptic digest

PTM

/

Other sample

/

Brief design

A: H/Y 200/45; B: H/Y 200/15. 3 replicates

Additional runs

Fractionated yeast and HeLa samples are analyzed by ddaPASEF.

HYE124 diaPASEF#

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Reference:

Authors:

Sinitcyn et al.

Year:

2021

Dataset 1:

Short name

HYE124 timsTOF

Repository ID

PXD022589

MS instrument

timsTOF Pro

Acquisition method

diaPASEF 16 scans

Target sample

Tryptic digests of Yeast / E. coli

Background sample

HeLa tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 65/30/5; B: HYE 65/15/20. Triplicate injections for each sample.

Additional runs

ddaPASEF runs for three species individually. Sample of each species are off-line fractionated to 5 fractions, and two injections are performed for each fraction. Stored in PXD022582.

DIA-GPS 166 NS phosphopeptides#

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Reference:

Authors:

Kitata et al.

Year:

2021

Dataset 1:

Short name

SynPhos166

Repository ID

PXD019797

MS instrument

Fusion Lumos

Acquisition method

10 m/z wide-window DIA

Target sample

166 NS phosphopeptides

Background sample

Yeast tryptic digest

PTM

Phosphorylation

Other sample

Biognosys iRT peptides (C18)

Brief design

NS phosphopeptides + yeast background. Total 5 samples with synthetic phosphopeptide concentrations from 1x to 20x. 3 replicates.

Additional runs

3 DDA runs and 3 DIA runs of pure synthetic phosphopeptides.

UPS1 Orbi multiple acquisition methods#

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Reference:

Authors:

Gotti et al.

Year:

2021

Dataset 1:

Short name

UPS1 spike-in

Repository ID

PXD026600

MS instrument

Orbitrap Fusion

Acquisition method

8 m/z wide-window / 15 m/z wide-window / 8 m/z inter-cycle overlapping window (4 m/z shift) / 8 m/z and 15 m/z variable wide-window

Target sample

UPS1

Background sample

  1. coli tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

UPS1 + E. coli background. Total 8 samples with UPS1 concentrations from 1x to 500x. 3 replicates.

Additional runs

48 DDA runs for 48 fractionated E. coli samples and 1 DDA run for UPS1+E. coli sample

HYE124 multiple instruments and acquisition methods#

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Reference:

Authors:

Van Puyvelde et al.

Year:

2022

Dataset 1:

Short name

HYE124-5600

Repository ID

PXD028735

MS instrument

TTOF 5600

Acquisition method

64 variable wide-window SWATH

Target sample

Tryptic digests of Yeast / E. coli

Background sample

Human K562 tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 65/30/5; B: HYE 65/15/20.

Additional runs

1) 3 DDA runs for each species, resulted in total 9 runs. 2) 8 narrow-window DIA injections with 2 m/z window size.

Dataset 2:

Short name

HYE124-6600

Repository ID

PXD028735

MS instrument

TTOF 6600+

Acquisition method

1) 99 variable windowed SWATH. 2) Scanning SWATH 5 m/z window (1 m/z Q1 bin).

Target sample

Tryptic digests of Yeast / E. coli

Background sample

Human K562 tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 65/30/5; B: HYE 65/15/20.

Additional runs

1) 3 DDA runs for each species, resulted in total 9 runs. 2) 8 narrow-window scanning SWATH injections with 1 m/z window size (0.2 m/z Q1 bin).

Dataset 3:

Short name

HYE124-G2Si

Repository ID

PXD028735

MS instrument

Synapt G2-Si

Acquisition method

UDMSE

Target sample

Tryptic digests of Yeast / E. coli

Background sample

Human K562 tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 65/30/5; B: HYE 65/15/20.

Additional runs

3 DDA runs for each species, resulted in total 9 runs.

Dataset 4:

Short name

HYE124-HFX

Repository ID

PXD028735

MS instrument

QE HF-X

Acquisition method

8 m/z inter-cycle overlapping-window DIA (4 m/z shift)

Target sample

Tryptic digests of Yeast / E. coli

Background sample

Human K562 tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 65/30/5; B: HYE 65/15/20.

Additional runs

1) 3 DDA runs for each species, resulted in total 9 runs. 2) 8 narrow-window DIA injections with 4 m/z inter-cycle overlapping windows (2 m/z shift).

Dataset 5:

Short name

HYE124-XS

Repository ID

PXD028735

MS instrument

Synapt XS

Acquisition method

SONAR

Target sample

Tryptic digests of Yeast / E. coli

Background sample

Human K562 tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 65/30/5; B: HYE 65/15/20.

Additional runs

1) 3 DDA runs for each species, resulted in total 9 runs. 2) 8 narrow-window SONAR injections.

Dataset 6:

Short name

HYE124-timsTOF

Repository ID

PXD028735

MS instrument

timsTOF Pro

Acquisition method

diaPASEF 16 scans

Target sample

Tryptic digests of Yeast / E. coli

Background sample

Human K562 tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

A: HYE 65/30/5; B: HYE 65/15/20.

Additional runs

3 ddaPASEF runs for each species, resulted in total 9 runs.

HYE plexDIA#

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Reference:

Authors:

Derks et al.

Year:

2022

Dataset 1:

Short name

plexDIA HYE124/063/066

Repository ID

PXD029531 (ftp://massive.ucsd.edu/v01/MSV000089093)

MS instrument

QE

Acquisition method

5 MS1-inserted 25 variable wide-window DIA / 40 variable wide-window DIA

Target sample

Tryptic digests of Yeast / E. coli

Background sample

Human tryptic digest (U-937 or Jurkat)

PTM

/

Other sample

/

Brief design

A: non-labeled E. coli 20%, yeast 15%, U-937 65%; B: mTRAQ4 E. coli 5%, yeast 30%, U-937 65%; C: mTRAQ8 E. coli 30%, yeast 5%, Jurkat 65%

Additional runs

All DIA runs have their corresponding DDA runs with same injection numbers.

HY12 Zeno SWATH#

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Reference:

Authors:

Wang et al.

Year:

2022

Dataset 1:

Short name

HY12 Zeno SWATH

Repository ID

PXD036786 (ftp://ftp.pride.ebi.ac.uk/pride/data/archive/2022/12/PXD036786)

MS instrument

ZenoTOF 7600

Acquisition method

85 variable windowed DIA (6-10 m/z window size)

Target sample

Yeast tryptic digest

Background sample

K562 tryptic digest

PTM

/

Other sample

/

Brief design

A: HY 30/35; B: HY 30/17.5. Each sample has 3 replicates.

Additional runs

/

HE 4 conditions Orbi#

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Reference:

Authors:

Fröhlich et al.

Year:

2022

Dataset 1:

Short name

HE4Cond

Repository ID

EGAD00010002223 (request required)

MS instrument

Orbitrap Eclipse

Acquisition method

8 m/z inter-cycle overlapping-window DIA (4 m/z shift)

Target sample

  1. coli tryptic digest

Background sample

92 tryptic digests from 92 human lymph nodes

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

Human tissue samples are from 92 different individuals, and 4 groups are formed with 23 samples in each. 4 groups have different amounts of spiked E. coli digest: no E. coli as control, 1:25, 1:12, and 1:6. Each sample is injected once and total 92 DIA data were acquired.

Additional runs

1) From each group, 3 samples are picked, and all 12 samples are mixed into one. The pooled sample is fractionated and fractions are further pooled in groups of two, and 10 pooled samples are acquired by DDA. 2) The pooled samples were also acquired by narrow-window DIA with a 2 m/z isolation window and total 6 injections to cover 400-1000 m/z.

MY 7 conditions Orbi+timsTOF#

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Reference:

Authors:

Lou et al.

Year:

2023

Dataset 1:

Short name

MY7Cond

Repository ID

PXD034709

MS instrument

QE HF / timsTOF Pro

Acquisition method

Variable wide-window DIA / diaPASEF 16 scans

Target sample

Tryptic digest of mouse brain membrane proteome

Background sample

Yeast tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

Mouse brain membrane protein digests were spiked into a yeast proteome background in seven defined proportions, yielding one reference and six mixtures with fixed mouse protein ratios relative to the reference: 1:4, 1:2, 2:3, 1:1, 3:2, and 2:1. Each sample is prepared in five replicates.

Additional runs

Mouse and yeast peptide digestions are first offline pre-fractionated to 8 fractions for each. 16 DDA runs and 16 diaPASEF runs are acquired on respective instruments.

Immunopeptidomics#

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Reference:

Authors:

Shahbazy et al.

Year:

2023

Dataset 1:

Short name

Immunopeptide spike

Repository ID

PXD034539

MS instrument

Orbitrap Fusion

Acquisition method

24 m/z wide-window DIA

Target sample

Immunopeptides isolated and purified from C1R-B*57:01 cells

Background sample

HeLa tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

Spike immunopeptides into HeLa background in 6 dilution ratios: 1, 0.8, 0.6, 0.4, 0.2, 0. Each sample is acquired for 3 replicates.

Additional runs

HLA-B*57:01 bound peptides are offline pre-fractionated into 9 fractions, and 9 DDA data are acquired.

mDIA BSA and HYE#

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Reference:

Authors:

Thielert et al.

Year:

2023

Dataset 1:

Short name

mDIA BSA

Repository ID

PXD038632

MS instrument

Orbitrap Exploris 480

Acquisition method

Variable wide-window DIA

Target sample

Tryptic digests of BSA

Background sample

/

PTM

/

Other sample

/

Brief design

Δ0/Δ4/Δ8 mix: 1) 17/2/1; 2) 7/2/1; 3) 5/3/2. Three replicates for each sample

Additional runs

/

Dataset 2:

Short name

mDIA HYE

Repository ID

PXD038632

MS instrument

timsTOF HT

Acquisition method

diaPASF / MS1-enhanced diaPASEF

Target sample

Tryptic digests of Yeast / E. coli

Background sample

Human tryptic digest

PTM

/

Other sample

/

Brief design

Δ0: HYE 65/15/20; Δ4: HYE 65/30/5; Δ8: HYE 65/5/30. Three replicates for each sample

Additional runs

/

UPS2 Orbi#

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Reference:

Authors:

Staes et al.

Year:

2023

Dataset 1:

Short name

UPS2 spike

Repository ID

/ (hasn’t been released in pre-print)

MS instrument

QE HF

Acquisition method

10 m/z inter-cycle overlapping-window DIA (5 m/z shift) (400-910 in odd-numbered cycle, 395-905 in even-numbered cycle, 1 MS1 scan every 30 MS2 scans)

Target sample

Tryptic UPS2

Background sample

Yeast tryptic digest

PTM

/

Other sample

Biognosys iRT peptides (C18)

Brief design

UPS2 + yeast background. Total 5 samples with UPS2 concentrations from 1x to 10x. 3 replicates.

Additional runs

1) Same UPS2 + yeast acquired by DDA (also 15 runs). 2) 3 pure UPS1 DDA runs and 3 pure UPS2 DDA runs.