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pmid:32059637

Comparative milk proteome analysis of Kashmiri and Jersey cattle identifies differential expression of key proteins involved in immune system regulation and milk quality.

Shakil A Bhat · Syed M Ahmad · Eveline M Ibeagha-Awemu · Mohammad Mobashir · Mashooq A Dar · Peerzada T Mumtaz · Riaz A Shah · Tanveer A Dar · Nadeem Shabir · Hina F Bhat · Nazir A Ganai

BMC genomics · 2020 doi:10.1186/s12864-020-6574-4

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Experiment

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Data

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:32059637
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science-record
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sha256:9b1fee0cf7a69aca1e8f2a31dfb0425c3d20bb7dcef9865f3002ced7270936a4
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:56Z
updated_at
2026-11-01T21:22:54Z
generator object · 2 fields
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paper object · 10 fields
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complete
title
Comparative milk proteome analysis of Kashmiri and Jersey cattle identifies differential expression of key proteins involved in immune system regulation and milk quality.
doi
10.1186/s12864-020-6574-4
pmid
32059637
authors array · 11 items
[0]
Shakil A Bhat
[1]
Syed M Ahmad
[2]
Eveline M Ibeagha-Awemu
[3]
Mohammad Mobashir
[4]
Mashooq A Dar
[5]
Peerzada T Mumtaz
[6]
Riaz A Shah
[7]
Tanveer A Dar
[8]
Nadeem Shabir
[9]
Hina F Bhat
[10]
Nazir A Ganai
journal
BMC genomics
year
2020
abstract
BACKGROUND: Exploration of the bioactive components of bovine milk has gained global interest due to their potential applications in human nutrition and health promotion. Despite advances in proteomics profiling, limited studies have been carried out to fully characterize the bovine milk proteome. This study explored the milk proteome of Jersey and Kashmiri cattle at day 90 of lactation using high-resolution mass spectrometry based quantitative proteomics nano-scale LC-MS/Q-TOF technique. Data are available via ProteomeXchange with identifier PXD017412. RESULTS: Proteins from whey were fractionated by precipitation into high and low abundant proteins. A total of 81 high-abundant and 99 low-abundant proteins were significantly differentially expressed between Kashmiri and Jersey cattle, clearly differentiating the two breeds at the proteome level. Among the top differentiating proteins, the Kashmiri cattle milk proteome was characterised by increased concentrations of immune-related proteins (apelin, acid glycoprotein, CD14 antigen), neonatal developmental protein (probetacellulin), xenobiotic metabolising enzyme (flavin monooxygenase 3 (FMO3), GLYCAM1 and HSP90AA1 (chaperone) while the Jersey milk proteome presented higher concentrations of enzyme modulators (SERPINA1, RAC1, serine peptidase inhibitor) and hydrolases (LTF, LPL, CYM, PNLIPRP2). Pathway analysis in Kashmiri cattle revealed enrichment of key pathways involved in the regulation of mammary gland development like Wnt signalling pathway, EGF receptor signalling pathway and FGF signalling pathway while a pathway (T-cell activation pathway) associated with immune system regulation was significantly enriched in Jersey cattle. Most importantly, the high-abundant FMO3 enzyme with an observed 17-fold higher expression in Kashmiri cattle milk seems to be a characteristic feature of the breed. The presence of this (FMO3) bioactive peptide/enzyme in Kashmiri cattle could be economically advantageous for milk products from Kashmiri cattle. CONCLUSION: In conclusion, this is the first study to provide insights not only into the milk proteome differences between Kashmiri and Jersey cattle but also provides potential directions for application of specific milk proteins from Kashmiri cattle in special milk preparations like infant formula.
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The protein species quantification results were statistically analysed by student’s t-test, and the p-value was corrected by the method of Benjamin and Hochberg FDR analysis.
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sections[14] "Protein identification and differential expression analysis" paragraph 2
quote
The protein species quantification results were statistically analysed by student’s t-test, and the p-value was corrected by the method of Benjamin and Hochberg FDR analysis.
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The datasets generated and analysed during the current study are available as Additional files.
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sections[23] "Availability of data and materials" paragraph 2
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The datasets generated and analysed during the current study are available as Additional files.
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Apply the paper's statistical method to the resolved series and compare the result with the published target.
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https://doi.org/10.1186/s12864-020-6574-4
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10.1186/s12864-020-6574-4
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The datasets generated and analysed during the current study are available as Additional files.
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The datasets generated and analysed during the current study are available as Additional files.
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title
Comparative milk proteome analysis of Kashmiri and Jersey cattle identifies differential expression of key proteins involved in immune system regulation and milk quality
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2026-10-31T18:35:55Z
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Significantly upregulated high abundant and low abundant milk proteins in Kashmiri and Jersey cattle
structure object · 5 fields
pmcid
PMC7023774
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3
section_title
Proteome profile of bovine milk
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29
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Table 1
caption
Significantly upregulated high abundant and low abundant milk proteins in Kashmiri and Jersey cattle
rows array · 29 items
[0] array · 7 items
[0]
[1]
Accession No.
[2]
Protein
[3]
Gene ID
[4]
FC
[5]
P-value
[6]
FDR
[1] array · 2 items
[0]
Kashmiri Cattle
[1]
Significantly upregulated abundant milk proteins
[2] array · 6 items
[0]
J9UHS4
[1]
Beta-casein
[2]
CSN2
[3]
2.74
[4]
0.044
[5]
0.055
[3] array · 6 items
[0]
Q8HY42
[1]
CD4 antigen
[2]
CD4
[3]
2.09
[4]
0.039
[5]
0.043
[4] array · 6 items
[0]
E6YCQ7
[1]
Lactoferrin
[2]
LF
[3]
2.04
[4]
0.037
[5]
0.047
[5] array · 1 item
[0]
Significantly upregulated less abundant milk proteins
[6] array · 6 items
[0]
Q8HYK4
[1]
Flavin-containing monooxygenase 3
[2]
FMO3
[3]
16.6
[4]
0.041
[5]
0.050
[7] array · 6 items
[0]
P80195
[1]
Glycosylation-dependent cell adhesion molecule 1
[2]
GLYCAM1
[3]
7.93
[4]
0.037
[5]
0.047
[8] array · 6 items
[0]
P30932
[1]
CD9 antigen
[2]
CD9
[3]
7.24
[4]
0.038
[5]
0.048
[9] array · 6 items
[0]
Q9TUI9
[1]
Apelin
[2]
APLN
[3]
3.63
[4]
0.046
[5]
0.050
[10] array · 6 items
[0]
Q9TTC5
[1]
Probetacellulin
[2]
BTC
[3]
2.97
[4]
0.037
[5]
0.042
[11] array · 6 items
[0]
Q9TRC0
[1]
Enterotoxin-binding glycoprotein PP16K
[2]
N/A
[3]
2.91
[4]
0.038
[5]
0.048
[12] array · 6 items
[0]
Q3SZR3
[1]
Alpha-1-acid glycoprotein
[2]
ORM1
[3]
2.66
[4]
0.046
[5]
0.050
[13] array · 6 items
[0]
C4PU73
[1]
Serin peptidase inhibitor, clade A
[2]
LOC286871
[3]
2.53
[4]
0.039
[5]
0.046
[14] array · 6 items
[0]
Q9TS52
[1]
Adipocyte differentiation-related protein
[2]
N/A
[3]
2.53
[4]
0.042
[5]
0.055
[15] array · 6 items
[0]
P46201
[1]
Uterine milk protein
[2]
N/A
[3]
2.41
[4]
0.043
[5]
0.049
[16] array · 6 items
[0]
Q5GN72
[1]
Alpha-1-acid glycoprotein
[2]
AGP
[3]
2.07
[4]
0.037
[5]
0.040
[17] array · 2 items
[0]
Jersey cattle
[1]
Significantly upregulated abundant milk proteins
[18] array · 6 items
[0]
P02754
[1]
Beta-lactoglobulin
[2]
LGB
[3]
7.24
[4]
0.037
[5]
0.051
[19] array · 6 items
[0]
A0A140T8A9
[1]
Kappa-casein
[2]
CSN3
[3]
4.17
[4]
0.04
[5]
0.046
[20] array · 6 items
[0]
F6I8C5
[1]
Zinc finger protein 496
[2]
ZNF496
[3]
2.33
[4]
0.037
[5]
0.061
[21] array · 6 items
[0]
G9G9X6
[1]
Alpha-lactalbumin
[2]
LALBA
[3]
2.11
[4]
0.038
[5]
0.041
[22] array · 1 item
[0]
Significantly upregulated less abundant milk proteins
[23] array · 6 items
[0]
G8FZ88
[1]
ATP synthase subunit A
[2]
N/A
[3]
4.09
[4]
0.037
[5]
0.047
[24] array · 6 items
[0]
P62998
[1]
Ras-related C3 botulinum toxin substrate
[2]
RAC1
[3]
3.85
[4]
0.044
[5]
0.067
[25] array · 6 items
[0]
P01888
[1]
Beta-2-microglobulin
[2]
B2M
[3]
2.85
[4]
0.039
[5]
0.041
[26] array · 6 items
[0]
Q3T0T7
[1]
GTP-binding protein SAR1b
[2]
SAR1B
[3]
2.2
[4]
0.037
[5]
0.046
[27] array · 6 items
[0]
Q9XSC9
[1]
Transcobalamin-2
[2]
TCN2
[3]
2.18
[4]
0.044
[5]
0.051
[28] array · 6 items
[0]
Q95114
[1]
Lactadherin
[2]
MFGE8
[3]
2.11
[4]
0.039
[5]
0.049
locator
section[3]/table-wrap[1]#Tab1
[3] object · 16 fields
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Gene ontology terms enriched for significantly upregulated proteins in Kashmiri and Jersey cattle
structure object · 5 fields
pmcid
PMC7023774
section_index
4
section_title
Enriched gene ontology terms of significantly upregulated proteins in Kashmiri and Jersey cattle
row_count
11
column_count
8
table object · 8 fields
label
Table 2
caption
Gene ontology terms enriched for significantly upregulated proteins in Kashmiri and Jersey cattle
rows array · 11 items
[0] array · 8 items
[0]
Functions
[1]
Description
[2]
GO term
[3]
No. of proteins
[4]
Protein IDs
[5]
Gene IDs
[6]
P-value
[7]
FDR
[1] array · 1 item
[0]
Kashmiri Cattle
[2] array · 8 items
[0]
Molecular
[1]
Catalytic activity
[2]
GO:0003824
[3]
18
[4]
P19120, P12763, P30122, P11017, Q8MK44, P80209, P62871, Q8HXQ5, Q4GZT4, Q0IIG8, A5PK46, P00794, P80929, Q0VCZ8, Q2UVX4, P80025
[5]
HSPA8, AHSG, CEL, GNB2, DGAT1, CTSD, GNB1, ABCC1, ABCG2, RAB18, PNLIPRP2, CYM, ANG2, ACSL1, C3, LPO
[6]
0.0002
[7]
0.44
[3] array · 7 items
[0]
Antioxidant activity
[1]
GO:0016209
[2]
1
[3]
P80025
[4]
LPO
[5]
0.0843
[6]
0.79
[4] array · 8 items
[0]
Cellular
[1]
Membrane
[2]
GO:0016020
[3]
4
[4]
P19120, P30122, Q8MK44, P80209, Q8HXQ5, Q4GZT4, Q0IIG8, P00794, P02702, P30932, P18892
[5]
HSPA8, CEL, DGAT1, CTSD, ABCC1, ABCG2, RAB18,CYM,FOLR1,CD9,BTN1A1
[6]
0.0198
[7]
0.181
[5] array · 7 items
[0]
Extracellular region
[1]
GO:0005576
[2]
10
[3]
P46201, P02666, P30122, C4PU73, Q9TTE1, P21214, P80025
[4]
Uterine milk protein, CSN2, CEL, Serin peptidase inhibitor,SERPINA3–1,TGFB2,LPO
[5]
0.00111
[6]
0.0354
[6] array · 1 item
[0]
Jersey Cattle
[7] array · 8 items
[0]
Molecular
[1]
Reproduction
[2]
GO:0000003
[3]
2
[4]
A0A140T8A9, P11151, P02668, A5PK46
[5]
CSN3, LPL, CSN3,
[6]
0.005
[7]
0.422
[8] array · 7 items
[0]
Catalytic activity
[1]
GO:0003824
[2]
22
[3]
Q8HYJ9, Q5E9R3, P11151, Q5E9B1, Q8MK44,P62998, Q2TBH2, Q8HXQ5, Q148J4, F1MN60,P101, Q4GZT4, A5PK46, P00794, P80457, P02754,P80025
[4]
FMO3, EHD1, LPL, LDHB, DGAT1, RAC1, RRAS, ABCC1, RAB2A, ATP2B2, ANG1, ABCG2, PNLIPRP2, CYM, XDH, LGB, LPO
[5]
0.066
[6]
0.83
[9] array · 7 items
[0]
Antioxidant activity
[1]
GO:0016209
[2]
1
[3]
P80025
[4]
LPO
[5]
0.087
[6]
0.52
[10] array · 8 items
[0]
Cellular
[1]
Extracellular region
[2]
GO:0005576
[3]
11
[4]
P17697, A0A140T8A9, P34955, P46201, P02663,Q3ZCH5, P41361, P28800, C4PU73,P02662,P02668,P21214,P80025
[5]
CLU, CSN3, SERPINA1, Uterine milk protein, CSN1S2, AZGP1, SERPINC1, SERPINF2, Serin peptidase inhibitor, CSN1S1, CSN3, TGFB2, LPO
[6]
0
[7]
0
locator
section[4]/table-wrap[1]#Tab2
[4] object · 16 fields
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asset:table:pmid:32059637:3
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Enriched pathways by upregulated proteins in Kashmiri and Jersey cattle
structure object · 5 fields
pmcid
PMC7023774
section_index
6
section_title
Enriched pathways by significantly upregulated proteins in Kashmiri and Jersey cattle
row_count
30
column_count
6
table object · 8 fields
label
Table 3
caption
Enriched pathways by upregulated proteins in Kashmiri and Jersey cattle
rows array · 30 items
[0] array · 6 items
[0]
Pathway
[1]
Proteins
[2]
p-value
[3]
FDR
[4]
Proteins
[5]
Genes
[1] array · 1 item
[0]
Kashmiri cattle
[2] array · 6 items
[0]
Beta3 adrenergic receptor signaling pathway (P04379)
[1]
2
[2]
0.07265
[3]
0.1719
[4]
P11017, P62871
[5]
GNB2, GNB1
[3] array · 6 items
[0]
Beta2 adrenergic receptor signaling pathway (P04378)
[1]
2
[2]
0.09576
[3]
0.8552
[4]
P11017, P62871
[5]
GNB2, GNB1
[4] array · 6 items
[0]
Metabotropic glutamate receptor group III pathway (P00039)
[1]
2
[2]
0.0124
[3]
0.0723
[4]
P11017, P62871
[5]
GNB2, GNB1
[5] array · 6 items
[0]
Beta1 adrenergic receptor signaling pathway (P04377)
[1]
2
[2]
0.00599
[3]
0.0543
[4]
P11017, P62871
[5]
GNB2, GNB1
[6] array · 6 items
[0]
5HT4 type receptor mediated signaling pathway (P04376)
[1]
2
[2]
0.07387
[3]
0.1987
[4]
P11017, P62871
[5]
GNB2, GNB1
[7] array · 6 items
[0]
5HT2 type receptor mediated signaling pathway (P04374)
[1]
2
[2]
0.0141
[3]
0.0792
[4]
P11017, P62871
[5]
GNB2, GNB1
[8] array · 6 items
[0]
5HT1 type receptor mediated signaling pathway (P04373)
[1]
2
[2]
0.09671
[3]
0.18970.049
[4]
P11017, P62871
[5]
GNB2, GNB1
[9] array · 6 items
[0]
Integrin signalling pathway (P00034)
[1]
2
[2]
0.0823
[3]
0.353
[4]
P63258, E1BBG2
[5]
ACTG1, MICALL1
[10] array · 6 items
[0]
Heterotrimeric G-protein signaling pathway-Gi alpha and Gs alpha mediated pathway (P00026)
[1]
2
[2]
0.0658
[3]
0.298
[4]
P11017, P62871
[5]
GNB2, GNB1
[11] array · 6 items
[0]
Wnt signaling pathway (P00057)
[1]
3
[2]
0.0388
[3]
0.197
[4]
P63258, P11017, P62871
[5]
GNB2, GNB1, ACTG1
[12] array · 6 items
[0]
Thyrotropin-releasing hormone receptor signaling pathway (P04394)
[1]
2
[2]
0.082
[3]
0.759
[4]
P11017, P62871
[5]
GNB2, GNB1
[13] array · 6 items
[0]
FGF signaling pathway (P00021)
[1]
2
[2]
0.0417
[3]
0.2
[4]
P63103, P68250
[5]
YWHAZ,YWHAB
[14] array · 6 items
[0]
EGF receptor signaling pathway (P00018)
[1]
4
[2]
0
[3]
0.041
[4]
P63103, Q95115, P68250, Q9TTC5
[5]
YWHAZ, STAT5A, YWHAB, BTC
[15] array · 6 items
[0]
PI3 kinase pathway (P00048)
[1]
3
[2]
0.002
[3]
0.0685
[4]
P63103, P11017, P62871
[5]
GNB2, GNB1, YWHAZ
[16] array · 6 items
[0]
Opioid prodynorphin pathway (P05916)
[1]
2
[2]
0.00406
[3]
0.0602
[4]
P11017, P62871
[5]
GNB2, GNB1
[17] array · 6 items
[0]
Histamine H1 receptor mediated signaling pathway (P04385)
[1]
2
[2]
0.00647
[3]
0.0502
[4]
P11017, P62871
[5]
GNB2, GNB1
[18] array · 6 items
[0]
Enkephalin release (P05913)
[1]
2
[2]
0.00387
[3]
0.0701
[4]
P11017, P62871
[5]
GNB2, GNB1
[19] array · 6 items
[0]
Angiotensin II-stimulated signaling through G proteins and beta-arrestin (P05911)
[1]
2
[2]
0.00488
[3]
0.0497
[4]
P11017, P62871
[5]
GNB2, GNB1
[20] array · 6 items
[0]
CCKR signaling map (P06959)
[1]
2
[2]
0.0816
[3]
0.36
[4]
P62871, P68250
[5]
GNB1,YWHAB
[21] array · 6 items
[0]
Metabotropic glutamate receptor group II pathway (P00040)
[1]
2
[2]
0.00647
[3]
0.0527
[4]
P11017, P62871
[5]
GNB2, GNB1
[22] array · 1 item
[0]
Jersey Cattle
[23] array · 6 items
[0]
Integrin signalling pathway (P00034)
[1]
2
[2]
0.0879
[3]
0.796
[4]
P62998, Q2TBH2
[5]
RAC1, RRAS
[24] array · 6 items
[0]
EGF receptor signaling pathway (P00018)
[1]
3
[2]
0.00663
[3]
0.36
[4]
P62998, Q2TBH2, Q95115
[5]
RAC1, RRAS, STAT5A
[25] array · 6 items
[0]
PDGF signaling pathway (P00047)
[1]
2
[2]
0.0567
[3]
0.66
[4]
Q148J4, Q95115
[5]
RAB2A, STAT5A
[26] array · 6 items
[0]
Blood coagulation (P00011)
[1]
3
[2]
0.000428
[3]
0.0698
[4]
P34955, P41361, P28800
[5]
SERPINA1, SERPINC1, SERPINF2
[27] array · 6 items
[0]
CCKR signaling map (P06959)
[1]
2
[2]
0.0872
[3]
0.836
[4]
P17697, P62998
[5]
CLU, RAC1
[28] array · 6 items
[0]
T cell activation (P00053)
[1]
2
[2]
0.0318
[3]
0.648
[4]
P01888, P62998
[5]
B2M, RAC1
[29] array · 6 items
[0]
TGF-beta signaling pathway (P00052)
[1]
2
[2]
0.0298
[3]
0.694
[4]
Q2TBH2, P21214
[5]
RRAS, TGFB2
locator
section[6]/table-wrap[1]#Tab3
gaps array · 2 items
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asset:data:geo:PXD017412 not downloaded
[1]
asset:data:geo:PXD017412 licence not read
analysis object · 4 fields
state
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methods array · 1 item
[0] object · 10 fields
id
method-1
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null
specific
null
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Student’s t-test, with p-values corrected using the Benjamini–Hochberg false discovery rate method
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parameters object · 0 fields
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evidence object · 3 fields
score
1
band
verbatim
quote
The protein species quantification results were statistically analysed by student’s t-test, and the p-value was corrected by the method of Benjamin and Hochberg FDR analysis.
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method.reader_named_unmapped
capability object · 3 fields
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complete
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capability:computational_analysis
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Computational analysis platform
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meta_analysis
[1]
machine_learning
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survival_analysis
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statistical_regression
[4]
pca
[5]
molecular_docking
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network_analysis
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differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
state
blocked
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R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
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expressible
false
required_operations array · 0 items
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basis
The reader quoted the method the paper names (Student’s t-test, with p-values corrected using the Benjamini–Hochberg false discovery rate method), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
PXD017412
resolved_accessions array · 1 item
[0]
PXD017412
statements array · 1 item
[0]
The datasets generated and analysed during the current study are available as Additional files.
basis
The paper names PXD017412 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
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source:pmid:32059637
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data:geo:PXD017412
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review object · 5 fields
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extraction_review
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MiniMax-M3.1-Flash
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minimax
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minimax
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2026-10-31T18:18:12Z
independence
single_reader
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method
verbatim
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verbatim
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extraction
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minimax
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pmid:32059637
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PMID 32059637 full text
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data:geo:PXD017412
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GEO PXD017412
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pmid:32059637
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source:pmid:32059637
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PMID 32059637 full text
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GEO PXD017412
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agent:corpus-assay-engine
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agent:minimax-reader
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activity-resolve-PXD017412
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used array · 1 item
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data:geo:PXD017412
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agent:corpus-assay-engine
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agent:corpus-assay-engine
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Corpus assay engine
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[0]
at day 90 of lactation using high-resolution mass spectrometry based quantitative proteomics nano-scale LC-
[1]
on and health promotion. Despite advances in proteomics profiling, limited studies have been carried
[2]
olution mass spectrometry based quantitative proteomics nano-scale LC-MS/Q-TOF technique. Data are a
order_basis
paper_text_order:317
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32059637", "kind": "science-record", "revision": 4, "content_hash": "sha256:9b1fee0cf7a69aca1e8f2a31dfb0425c3d20bb7dcef9865f3002ced7270936a4", "created_at": "2026-11-01T15:40:56Z", "updated_at": "2026-11-01T21:22:54Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comparative milk proteome analysis of Kashmiri and Jersey cattle identifies differential expression of key proteins involved in immune system regulation and milk quality.", "doi": "10.1186/s12864-020-6574-4", "pmid": "32059637", "authors": ["Shakil A Bhat", "Syed M Ahmad", "Eveline M Ibeagha-Awemu", "Mohammad Mobashir", "Mashooq A Dar", "Peerzada T Mumtaz", "Riaz A Shah", "Tanveer A Dar", "Nadeem Shabir", "Hina F Bhat", "Nazir A Ganai"], "journal": "BMC genomics", "year": 2020, "abstract": "BACKGROUND: Exploration of the bioactive components of bovine milk has gained global interest due to their potential applications in human nutrition and health promotion. Despite advances in proteomics profiling, limited studies have been carried out to fully characterize the bovine milk proteome. This study explored the milk proteome of Jersey and Kashmiri cattle at day 90 of lactation using high-resolution mass spectrometry based quantitative proteomics nano-scale LC-MS/Q-TOF technique. Data are available via ProteomeXchange with identifier PXD017412.\nRESULTS: Proteins from whey were fractionated by precipitation into high and low abundant proteins. A total of 81 high-abundant and 99 low-abundant proteins were significantly differentially expressed between Kashmiri and Jersey cattle, clearly differentiating the two breeds at the proteome level. Among the top differentiating proteins, the Kashmiri cattle milk proteome was characterised by increased concentrations of immune-related proteins (apelin, acid glycoprotein, CD14 antigen), neonatal developmental protein (probetacellulin), xenobiotic metabolising enzyme (flavin monooxygenase 3 (FMO3), GLYCAM1 and HSP90AA1 (chaperone) while the Jersey milk proteome presented higher concentrations of enzyme modulators (SERPINA1, RAC1, serine peptidase inhibitor) and hydrolases (LTF, LPL, CYM, PNLIPRP2). Pathway analysis in Kashmiri cattle revealed enrichment of key pathways involved in the regulation of mammary gland development like Wnt signalling pathway, EGF receptor signalling pathway and FGF signalling pathway while a pathway (T-cell activation pathway) associated with immune system regulation was significantly enriched in Jersey cattle. Most importantly, the high-abundant FMO3 enzyme with an observed 17-fold higher expression in Kashmiri cattle milk seems to be a characteristic feature of the breed. The presence of this (FMO3) bioactive peptide/enzyme in Kashmiri cattle could be economically advantageous for milk products from Kashmiri cattle.\nCONCLUSION: In conclusion, this is the first study to provide insights not only into the milk proteome differences between Kashmiri and Jersey cattle but also provides potential directions for application of specific milk proteins from Kashmiri cattle in special milk preparations like infant formula.", "claims": [{"id": "claim-method", "statement": "The protein species quantification results were statistically analysed by student’s t-test, and the p-value was corrected by the method of Benjamin and Hochberg FDR analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32059637", "locator": "sections[14] \"Protein identification and differential expression analysis\" paragraph 2", "quote": "The protein species quantification results were statistically analysed by student’s t-test, and the p-value was corrected by the method of Benjamin and Hochberg FDR analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets generated and analysed during the current study are available as Additional files.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32059637", "locator": "sections[23] \"Availability of data and materials\" paragraph 2", "quote": "The datasets generated and analysed during the current study are available as Additional files."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32059637"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD017412"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD017412"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32059637", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12864-020-6574-4", "sha256": 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"ZNF496", "2.33", "0.037", "0.061"], ["G9G9X6", "Alpha-lactalbumin", "LALBA", "2.11", "0.038", "0.041"], ["Significantly upregulated less abundant milk proteins"], ["G8FZ88", "ATP synthase subunit A", "N/A", "4.09", "0.037", "0.047"], ["P62998", "Ras-related C3 botulinum toxin substrate", "RAC1", "3.85", "0.044", "0.067"], ["P01888", "Beta-2-microglobulin", "B2M", "2.85", "0.039", "0.041"], ["Q3T0T7", "GTP-binding protein SAR1b", "SAR1B", "2.2", "0.037", "0.046"], ["Q9XSC9", "Transcobalamin-2", "TCN2", "2.18", "0.044", "0.051"], ["Q95114", "Lactadherin", "MFGE8", "2.11", "0.039", "0.049"]], "row_count": 29, "column_count": 7, "numeric_cells": 95, "header_rows": 1, "locator": "section[3]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:32059637:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:37ab7fc5eaedfbe69fcdcf9ab02ab2524c7a66153ab0748ea5348f6bba55e779", "bytes": 1957, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[4]/table-wrap[1]#Tab2", "version": null, "note": "Gene ontology terms enriched for significantly upregulated proteins in Kashmiri and Jersey cattle", "structure": {"pmcid": "PMC7023774", "section_index": 4, "section_title": "Enriched gene ontology terms of significantly upregulated proteins in Kashmiri and Jersey cattle", "row_count": 11, "column_count": 8}, "table": {"label": "Table 2", "caption": "Gene ontology terms enriched for significantly upregulated proteins in Kashmiri and Jersey cattle", "rows": [["Functions", "Description", "GO term", "No. of proteins", "Protein IDs", "Gene IDs", "P-value", "FDR"], ["Kashmiri Cattle"], ["Molecular", "Catalytic activity", "GO:0003824", "18", "P19120, P12763, P30122, P11017, Q8MK44, P80209, P62871, Q8HXQ5, Q4GZT4, Q0IIG8, A5PK46, P00794, P80929, Q0VCZ8, Q2UVX4, P80025", "HSPA8, AHSG, CEL, GNB2, DGAT1, CTSD, GNB1, ABCC1, ABCG2, RAB18, PNLIPRP2, CYM, ANG2, ACSL1, C3, LPO", "0.0002", "0.44"], ["Antioxidant activity", "GO:0016209", "1", "P80025", "LPO", "0.0843", "0.79"], ["Cellular", "Membrane", "GO:0016020", "4", "P19120, P30122, Q8MK44, P80209, Q8HXQ5, Q4GZT4, Q0IIG8, P00794, P02702, P30932, P18892", "HSPA8, CEL, DGAT1, CTSD, ABCC1, ABCG2, RAB18,CYM,FOLR1,CD9,BTN1A1", "0.0198", "0.181"], ["Extracellular region", "GO:0005576", "10", "P46201, P02666, P30122, C4PU73, Q9TTE1, P21214, P80025", "Uterine milk protein, CSN2, CEL, Serin peptidase inhibitor,SERPINA3–1,TGFB2,LPO", "0.00111", "0.0354"], ["Jersey Cattle"], ["Molecular", "Reproduction", "GO:0000003", "2", "A0A140T8A9, P11151, P02668, A5PK46", "CSN3, LPL, CSN3,", "0.005", "0.422"], ["Catalytic activity", "GO:0003824", "22", "Q8HYJ9, Q5E9R3, P11151, Q5E9B1, Q8MK44,P62998, Q2TBH2, Q8HXQ5, Q148J4, F1MN60,P101, Q4GZT4, A5PK46, P00794, P80457, P02754,P80025", "FMO3, EHD1, LPL, LDHB, DGAT1, RAC1, RRAS, ABCC1, RAB2A, ATP2B2, ANG1, ABCG2, PNLIPRP2, CYM, XDH, LGB, LPO", "0.066", "0.83"], ["Antioxidant activity", "GO:0016209", "1", "P80025", "LPO", "0.087", "0.52"], ["Cellular", "Extracellular region", "GO:0005576", "11", "P17697, A0A140T8A9, P34955, P46201, P02663,Q3ZCH5, P41361, P28800, C4PU73,P02662,P02668,P21214,P80025", "CLU, CSN3, SERPINA1, Uterine milk protein, CSN1S2, AZGP1, SERPINC1, SERPINF2, Serin peptidase inhibitor, CSN1S1, CSN3, TGFB2, LPO", "0", "0"]], "row_count": 11, "column_count": 8, "numeric_cells": 43, "header_rows": 1, "locator": "section[4]/table-wrap[1]#Tab2"}}, {"id": "asset:table:pmid:32059637:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d729877a5d5680a367fb6006f0e3f59804b00bc7aebaf877e21f61463639b014", "bytes": 3158, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[6]/table-wrap[1]#Tab3", "version": null, "note": "Enriched pathways by upregulated proteins in Kashmiri and Jersey cattle", "structure": {"pmcid": "PMC7023774", "section_index": 6, "section_title": "Enriched pathways by significantly upregulated proteins in Kashmiri and Jersey cattle", "row_count": 30, "column_count": 6}, "table": {"label": "Table 3", "caption": "Enriched pathways by upregulated proteins in Kashmiri and Jersey cattle", "rows": [["Pathway", "Proteins", "p-value", "FDR", "Proteins", "Genes"], ["Kashmiri cattle"], ["Beta3 adrenergic receptor signaling pathway (P04379)", "2", "0.07265", "0.1719", "P11017, P62871", "GNB2, GNB1"], ["Beta2 adrenergic receptor signaling pathway (P04378)", "2", "0.09576", "0.8552", "P11017, P62871", "GNB2, GNB1"], ["Metabotropic glutamate receptor group III pathway (P00039)", "2", "0.0124", "0.0723", "P11017, P62871", "GNB2, GNB1"], ["Beta1 adrenergic receptor signaling pathway (P04377)", "2", "0.00599", "0.0543", "P11017, P62871", "GNB2, GNB1"], ["5HT4 type receptor mediated signaling pathway (P04376)", "2", "0.07387", "0.1987", "P11017, P62871", "GNB2, GNB1"], ["5HT2 type receptor mediated signaling pathway (P04374)", "2", "0.0141", "0.0792", "P11017, P62871", "GNB2, GNB1"], ["5HT1 type receptor mediated signaling pathway (P04373)", "2", "0.09671", "0.18970.049", "P11017, P62871", "GNB2, GNB1"], ["Integrin signalling pathway (P00034)", "2", "0.0823", "0.353", "P63258, E1BBG2", "ACTG1, MICALL1"], ["Heterotrimeric G-protein signaling pathway-Gi alpha and Gs alpha mediated pathway (P00026)", "2", "0.0658", "0.298", "P11017, P62871", "GNB2, GNB1"], ["Wnt signaling pathway (P00057)", "3", "0.0388", "0.197", "P63258, P11017, P62871", "GNB2, GNB1, ACTG1"], ["Thyrotropin-releasing hormone receptor signaling pathway (P04394)", "2", "0.082", "0.759", "P11017, P62871", "GNB2, GNB1"], ["FGF signaling pathway (P00021)", "2", "0.0417", "0.2", "P63103, P68250", "YWHAZ,YWHAB"], ["EGF receptor signaling pathway (P00018)", "4", "0", "0.041", "P63103, Q95115, P68250, Q9TTC5", "YWHAZ, STAT5A, YWHAB, BTC"], ["PI3 kinase pathway (P00048)", "3", "0.002", "0.0685", "P63103, P11017, P62871", "GNB2, GNB1, YWHAZ"], ["Opioid prodynorphin pathway (P05916)", "2", "0.00406", "0.0602", "P11017, P62871", "GNB2, GNB1"], ["Histamine H1 receptor mediated signaling pathway (P04385)", "2", "0.00647", "0.0502", "P11017, P62871", "GNB2, GNB1"], ["Enkephalin release (P05913)", "2", "0.00387", "0.0701", "P11017, P62871", "GNB2, GNB1"], ["Angiotensin II-stimulated signaling through G proteins and beta-arrestin (P05911)", "2", "0.00488", "0.0497", "P11017, P62871", "GNB2, GNB1"], ["CCKR signaling map (P06959)", "2", "0.0816", "0.36", "P62871, P68250", "GNB1,YWHAB"], ["Metabotropic glutamate receptor group II pathway (P00040)", "2", "0.00647", "0.0527", "P11017, P62871", "GNB2, GNB1"], ["Jersey Cattle"], ["Integrin signalling pathway (P00034)", "2", "0.0879", "0.796", "P62998, Q2TBH2", "RAC1, RRAS"], ["EGF receptor signaling pathway (P00018)", "3", "0.00663", "0.36", "P62998, Q2TBH2, Q95115", "RAC1, RRAS, STAT5A"], ["PDGF signaling pathway (P00047)", "2", "0.0567", "0.66", "Q148J4, Q95115", "RAB2A, STAT5A"], ["Blood coagulation (P00011)", "3", "0.000428", "0.0698", "P34955, P41361, P28800", "SERPINA1, SERPINC1, SERPINF2"], ["CCKR signaling map (P06959)", "2", "0.0872", "0.836", "P17697, P62998", "CLU, RAC1"], ["T cell activation (P00053)", "2", "0.0318", "0.648", "P01888, P62998", "B2M, RAC1"], ["TGF-beta signaling pathway (P00052)", "2", "0.0298", "0.694", "Q2TBH2, P21214", "RRAS, TGFB2"]], "row_count": 30, "column_count": 6, "numeric_cells": 135, "header_rows": 1, "locator": "section[6]/table-wrap[1]#Tab3"}}], "gaps": ["asset:data:geo:PXD017412 not downloaded", "asset:data:geo:PXD017412 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "Student’s t-test, with p-values corrected using the Benjamini–Hochberg false discovery rate method", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["PXD017412"], "resolved_accessions": ["PXD017412"], "statements": ["The datasets generated and analysed during the current study are available as Additional files."], "basis": "The paper names PXD017412 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. 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