systems biology of amino acid use by ...systems biology of amino acid use by mammary gland: milk...
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SYSTEMS BIOLOGY OF AMINO ACID USE BY MAMMARY GLAND: MILK PROTEIN SYNTHESIS AND BEYOND
Juan Loor1 and Zheng Zhou2
1Professor, Department of Animal Sciences, Division of Nutritional
Sciences
University of Illinois, Urbana-Champaign2Assistant Professor, Department of Animal and Veterinary Science,
Clemson University, Clemson
EAAP 69th Annual Meeting
Dubrovnik, Croatia
August 27 - 31, 2018
Nutritionally and Energetically costly process
Amino acids
MetLys
Energy (glucose)
Tissue
proteins
ca. 80% ca. 20%
Milk
proteins
➢ 5-fold in energy and protein requirements during lactation in dairy cows
➢ 4-7-fold in translation activity of lactating mammary gland
➢ “Low” efficiency of dietary N milk protein (25-30%)
↑ Metabolizable E intake↑ Insulin↑ Glucose and AA supply↑ Milk protein
Emery R. S., J Dairy Sci, 1978
Nutritionally and Energetically costly process
Amino acids
MetLysIle
Leu
Thr
His
Arg
etc.
Energy (glucose)
Tissue
proteins
ca. 80% ca. 20%
Milk
proteins
Single-limiting AA theory may not always apply
Saturable response in casein synthesis to EAA – efficiency of AA use not fixed
(Arriola-Apelo et al., 2014)
➢ 5-fold in energy and protein requirements during lactation in dairy cows
➢ 4-7-fold in translation activity of lactating mammary gland
➢ “Low” efficiency of dietary N milk protein (25-30%)
~2 week prior to calving
~2 week after calving
✓ Prolactin ➔ JAK/STAT5✓ IGF-1, Insulin ➔ IRS1, AKT1,
mTOR✓ Transcription binding sites for
caseins: >100✓ FEW transcription factors
experimentally verified
“Systems biology” approach: an integrative and iterativeprocess ➔ reconstructing underlying biology
(Papin et al., 2005)
• RNAseq
• “Omics”
2009
6,382 differentially expressed genes (FDR P ≤ 0.001)
Parturition
Other similar research:
❖ Cow milk (Wickramasinghe et al., 2012)
❖ Goat mammary gland (Shi et al., 2015)
Epigenetic “stabilizer” (Bionaz et al., 2012ab)
Most relevant impacted functions during lactation in cow
mammary gland
Central in milk protein synth. regulation
Endocrine signalsNutrient signals
• Well-known that some components of nutrient sensing are conserved across evolution
• Allows for control of cellular growth and metabolism
• These processes can be fine-tuned:
• AA profile?• “Optimal”
concentrations?• How to deliver to
mammary?
PR
OTE
INS
IN P
ATH
WA
Y
↑ 230 g/d
CaseinWater
❖ Role of insulin first proposed in 1966 (Schmidt, JDS 49:381-385)
❖ One mechanism likely involves greater AA uptake by mammary tissue (Park et al., 1979)
❖ Feed restriction plus infusions of starch, casein, or both for 36 hours
❖ Mixed responses to starch with or without casein❖ ↑ protein yield with starch + casein
↑ Starch + casein
60S rLSUeIF2GDP
60S rLSU
eIF4E
mTOR
S2448 T2446
AMPKαP172
4E-BP1PP
Leucine
Raptor GβL
Rheb
14-3-3
IP3KPDK
PKB
AMPK β
TSC1 TSC2
p70S6K
mTOR
S2448 T2446
RaptoreIF3
eIF4B
P
P PP
4E-BP1PP
P
FKBP12
PI3K
IRS1
mTOR
S2448 T2446
Raptor GβL
FKBP12
S235S236
S240 S244S247
p53S15
Insulin
eiF4G
eiF4A
40S rSU
60S rLSU
tRN
A
40S rSU
tRN
Am
et
eIF4E
Translation initiation Translation elongation
eIF2GDP
*
*
*
***
* * *
*
INSR Insulin
*
EEF2K
eEF2
40S rSU eEF1 *
*
*
tRNAsynthetase
*
LARS2
LARS
*
*
Other
rpS6*P
P
*
*
GSK3
AA
*
CAT1
EAAT3
4F2hc
ASCT2
LAT1
Leu
Ile
Ala
Gly
Met
Gln
His
Val
Ser
Cys
Thr
Arg
Asn
Phe
Trp
Lys
Glu
*
*
*
*
*
Tyr
Asp
Pro
*
*
*
Prolactin
*
*
STAT5B
κ-casein
JAK2
P
CSN3ELF5 *
P
STAT5B
STAT5BPP
STAT5B
STAT5B
*
*
*
Milk proteins
STAT5B
LALBA
Milk lactose
*
ATP
PRLR
*
*
*
LKB1
PAT1
Bionaz and Loor, Bioinformatics and Biology Insights, 2011
AA transporters
0
1
2
3
4
5
SLC1A5
SLC3A2
SLC7A5
SLC36A1
mTOR related
Glucose transporters
log
2 m
RN
A f
old
exp
ressio
n r
ela
tive
to
-1
5d
0.0
0.5
1.0
1.5
2.0
2.5SLC2A1
SLC2A3
SLC2A8
Day relative to parturition
-15 11530 60 12
024
0-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
STAT5A
ELF5
Jak2-Stat5 signaling
Insulin signaling
0.0
0.5
1.0
1.5
2.0
2.5 INSR
IRS1
AKT3
PDPK1
0.0
0.2
0.4
0.6
0.8
1.0
Inhibition of mTOR pathway
-15 11530 60 12
024
00.0
0.5
1.0
1.5
2.0
EIF4EBP2
TSC1
GSK3A
mTOR (FRAP1)
Milk protein
Day Relative to Parturition
15 30 60 120 240
Yie
ld (
Kg/d
ay)
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
Perc
enta
ge
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0Protein yield
Protein %
a a
ab
b
ab
Insulin-mTOR pathways appear to be inhibited
overall, BUT
Inhibition overcome by insulin, AA, and
glucose
Insulin, IGF-1 and regulation
of milk protein synthesis
networks:
“Missing link with nutrition”
➢ Clear role in transcription
and translation
➢ Menzies et al. (2009):
↑ transcription, translation
role for ELF5 (transc. factor)
➢ Translation regulation via
mTOR
➢ Various research groups
over last 10 years
Take home
messages
Glucose and AA are
important
Essential AA are
key
Leucine and
Isoleucine are
required
Translation
machinery turned-
on postpartum
mTOR pathway is
sensitive to
nutrients/hormones
IGF-1 plays role in
mTOR signalling
Ideal ratio Lys:Met 2.5 Lys:Met 2.0
Rela
tive p
rote
in a
bun
dance
0.0
0.5
1.0
1.5
2.0
mTOR p-mTOR p-S6K1
❖ Some tissue “preference” for EAA seems to exist
❖ Mammary utilization of EAA changes with arterial concentration, physiological state, and hormonal status
❖ Transporter affinity differs, blood flow could be a factor, epithelial cell number, etc, etc
a
b
a
b
b
a
ab
c
❖ Some evidence for a response to greater supply of Met when Lys and other EAA are “optimal”
❖ BUT, at mRNA level various AA transporters and casein downregulated
❖ Various AA and other metabolites (e.g. Putrescine) altered
❖ Increased supply of Threonine, Isoleucine, and Valine particularly effective in ↑↑ p-mTOR, p-RPS6, and casein mRNA
❖ Positive effects in spite of ↓ mRNA for various AA transporters
❖ Post-transcriptional regulation appears very important…
Diet
❖ Polyamine synthesis may be responsive to supply of Arginine and Methionine
❖ Importance??TranscriptionCell proliferationmTOR signalingOxidative stress
➢ Metabolizable Methionine supply clearly associated with milk protein % and yield
➢ Is there an additive effect of Methionine and Arginine??
➢ His, Trp, and Thr also may be limiting
Amino acid sensors, energy metabolism, CLOCK, and mTOR – novel mechanisms of protein synthesis regulation
4F2hc
RORE
BMAL1CLOCK
PER1/PER2/PER3
CRY1/CRY2 REV-ERBs
RORs
AMPKα/β
GSK-3β
BMAL1
PPARs
PPRE
MetArg
CRYs
PERsCK1ε/δ
CRYs
PERs
REV-ERBα
RORα
PPARδ/β
SNAT9
GATOR1
mTORC1Rag A/BRegulator
TSC2
SNAT2
NCoR1-HDAC3
FLCN/FNIP2
LKB1
E-box
LAT1
[Ca2+]i/CaM & PI3K
CAT1
EAAT3
ASCT2
GLUT1 4F2hc
AA transporters:LAT1, 4F2hc, ASCT2, etc.
DYRK1A
Fatty acids
GATOR2
CASTOR1/2
NEGATIVE NUTRIENT BALANCE
(Hu and Loor - unpublished)
4F2hc
RORE
BMAL1CLOCK
PER1/PER2/PER3
CRY1/CRY2 REV-ERBs
RORs
βTrCP
AMPKα/β
GSK-3β
FBXL326S proteasome
BMAL1
26S proteasome
SIRT1
NAMPT
NAD+
NMNADP-r
PPARs
PPRE
MetArg
CRYs
PERsCK1ε/δ
CRYs
PERs
REV-ERBα
RORα
PPARδ/β
SNAT9
GATOR1
mTORC1Rag A/BRegulator
TSC2
SNAT2
NCoR1-HDAC3
FLCN/FNIP2
LKB1
Nampt
E-box
LAT1
[Ca2+]i/CaM & PI3K
CAT1
EAAT3
ASCT2
GLUT1 4F2hc
AA transporters:LAT1, 4F2hc, ASCT2, etc.
NAM
AMPKα/β
CK1ε/δ
DYRK1A
GATOR2
CASTOR1/2
Amino acid sensors, energy metabolism, CLOCK, and mTOR – novel mechanisms of protein synthesis regulation
(Hu and Loor - unpublished)
(Hu and Loor - unpublished)
4F2hc
RORE
BMAL1CLOCK
PER1/PER2/PER3
CRY1/CRY2 REV-ERBs
RORs
AMPKα/β
GSK-3β
BMAL1
SIRT1
NAMPT
NAD+
NMNADP-r
PPARs
PPRE
MetArg
CRYs
PERsCK1ε/δ
CRYs
PERs
REV-ERBα
RORα
PPARδ/β
SNAT9
GATOR1
mTORC1Rag A/BRegulator
TSC2
SNAT2
NCoR1-HDAC3
FLCN/FNIP2
LKB1
Nampt
E-box
LAT1
[Ca2+]i/CaM & PI3K
CAT1
EAAT3
ASCT2
GLUT1 4F2hc
AA transporters:LAT1, 4F2hc, ASCT2, etc.
NAM
Gluc uptake &ATP
AMPKα/β
CK1ε/δ
DYRK1A
Glucose➢ Lactation (prolactin?) in mice enhances
stability of the CLOCK-BMAL1 heterodimer ➔↑ metabolism??
TAS1R1/TAS1R3
[Ca2+]i & ERK1/2
Val
GATOR2
CASTOR1/2
POSITIVE NUTRIENT BALANCE
Amino acid sensors, energy metabolism, CLOCK, and mTOR – novel mechanisms of protein synthesis regulation
4F2hc
RORE
BMAL1CLOCK
PER1/PER2/PER3
CRY1/CRY2 REV-ERBs
RORs
AMPKα/β
GSK-3β
BMAL1
SIRT1
NAMPT
NAD+
NMNADP-r
PPARs
PPRE
MetArg
CRYs
PERsCK1ε/δ
CRYs
PERs
REV-ERBα
RORα
PPARδ/β
SNAT9
GATOR1
mTORC1Rag A/BRegulator
TSC2
SNAT2
NCoR1-HDAC3
FLCN/FNIP2
LKB1
Nampt
E-box
LAT1
[Ca2+]i/CaM & PI3K
EAAT3
ASCT2
GLUT1 4F2hc
AA transporters:LAT1, 4F2hc, ASCT2, etc.
NAM
Gluc uptake &ATP
AMPKα/β
CK1ε/δ
DYRK1A
Glucose
GATOR2
CASTOR1/2
CAT1
Amino acid sensors, energy metabolism, CLOCK, and mTOR – novel mechanisms of protein synthesis regulation
(Hu and Loor - unpublished)
➢ Lactation (prolactin?) in mice enhances stability of the CLOCK-BMAL1 heterodimer ➔↑ metabolism??
POSITIVE NUTRIENT BALANCE
mTOR central hub also for lipid synthesis??
Arg
Milk protein genes
STAT5
Insulin
AA transporters
LALBA
TF? Gln
MetLeu
GAAC/ATF4
PPARγ
LCFA
LXRSREBP1
Milk fat genes
CLA
Other TF?
AP
A
A
E
mTOR
E
A
A
EE?
AP
Glucose
GLUT
E?
EA?
Sp1
ChREBP
Spot14
E
E?
Milk lactoseMilk Protein Milk Fat
E?E
E?
E?A
A
E
E
E
E
E?
A?
A?
EA
Lys
AE A?
E
A?
AKT1
AP
E?A?
A
E
E?
Met
Lys
Arg
E
E
E
E
A?
Saline Acetate Casein Glucose Glu + Cas Ace + Cas SEM P-value
Milk fat 1.41 1.58 1.42 1.55 1.51 1.65 - -
ACSS2 0.48 c 0.80 b 0.90 b 1.17 ab 0.95 b 1.51 a 0.17 0.02
ACACA 0.51 c 0.75 b 0.85 b 0.79 b 0.87 b 1.34 a 0.16 0.05
FASN 0.45 c 0.79 b 0.91 b 0.95 b 0.72 bc 1.68 a 0.19 0.02
FABP3 0.01 c 0.47 b 0.01 c 0.06 c 0.01 c 1.80 a 0.62 0.01
Acetate
Acetyl CoA
MalonylCoAAcetate
Long-chain fatty acid
ACSS2ACACA
FASN
Suggestive of an effect of EAA in regulating FA
synthesis and esterification
Acetate response not greater than casein and glucose
(Danes, Batistel, Wattiaux, Broderick, and Loor - unpublished)
• Feed restriction to 85% of ad libitumintake (last 6 d of 14 d periods)
• Feeding 6 times/d• Abomasal infusion of treatments• Mammary biopsy on d 14
FABP3 TAG
Summary and Perspectives
• Single-limiting amino acid theory may not always apply
– Optimal”/”Ideal” intracellular concentrations? How to deliver to
mammary cells?
– Link with lipid synthesis?
– Integrate transcription, translation, post-translational regulation:
Systems approach
• Better description of transcription factor function
– In silico analysis can provide viable candidates
– In vitro culture (primary or immortalized cells) to determine function/s
• Epigenetic mechanisms
– Methylation status of TF binding sites ➔ link with AA nutrition?
– Programming effects of mammary gland ➔ in utero and/or prior to
weaning?