Week 10 : Lecture 47: Nutrigenetics, Nutrigenomics, and Diet–Microbiome Interactions
Watch on YouTubeVideo summary
The lecture introduces precision nutrition as a paradigm shift from generalized public health guidelines to highly individualized, predictive algorithms that integrate the host genome, epigenome, metabolome, and gut microbiome. Traditional dietary recommendations often assume an average human metabolism, yet clinical reality reveals substantial interindividual variability where two people consuming identical diets can exhibit vastly different metabolic responses. Precision nutrition addresses this by designing targeted interventions that maximize metabolic resilience and prevent chronic non-communicable diseases. This approach recognizes that while diet acts as the environmental exposure, the genome dictates the ultimate physiological endpoint, meaning that understanding chronic disease risk requires evaluating both variables simultaneously rather than relying on population-wide averages.
A core component of this field is nutrigenetics, which investigates how inherited genetic variations influence an individual's response to specific dietary components, primarily focusing on single nucleotide polymorphisms (SNPs). The transcript illustrates this with the APOA2 gene and saturated fat intake, showing that individuals with the CC genotype are highly sensitive to high saturated fat diets, leading to visceral obesity and metabolic syndrome, whereas those with the TT genotype process these fats safely without significant weight gain. Similarly, the MTHFR gene demonstrates how genetic impairments in folate metabolism can lead to elevated homocysteine levels and cardiovascular pathology if dietary intake is insufficient, highlighting how specific nutrients act as signaling molecules that modulate gene expression through epigenetic mechanisms like DNA methylation and histone modification.
The gut microbiome serves as a critical metabolic translator that converts dietary substrates into either protective signaling molecules or inflammatory vectors. In a healthy symbiotic state, bacteria ferment complex fibers into short-chain fatty acids that reinforce the gut barrier and regulate immunity, whereas dysbiosis allows pathogenic bacteria to degrade the mucosal barrier, releasing endotoxins like lipopolysaccharides that trigger systemic inflammation. Furthermore, specific dietary choices, such as consuming red meat rich in choline, can be converted by certain gut taxa into trimethylamine, which is metabolized in the liver into trimethylamine N-oxide, a compound linked to accelerated atherosclerosis. This dynamic interaction underscores how diet directly shapes the microbiome's taxonomic composition and functional output, influencing everything from irritable bowel syndrome symptoms to cardiovascular health outcomes.
Despite its potential, the implementation of precision nutrition faces significant analytical, technological, and ethical challenges. Current machine learning models often struggle to fully explain individual metabolic variance because human biology is highly dynamic, with factors like sleep deprivation and stress overshadowing pure genetic predictions. Additionally, data sparsity in metagenomic sequencing and a lack of standardized laboratory benchmarks lead to inconsistent results across different providers. Ethically, the direct-to-consumer market is flooded with testing kits that may offer sweeping health claims based on weak correlations, potentially causing unnecessary patient anxiety or leading to restrictive diets that cause nutrient deficiencies. Consequently, rigorous regulatory protections are essential to safeguard consumer data privacy and prevent genetic discrimination in insurance and employment, ensuring equitable access to these innovative health solutions while addressing the limitations of current predictive models.
Read the full video transcript
Hello and welcome dear learners to the
NPL course on nutritional epidemology a
way towards a healthy life for the model
4 diet nutrient dietary patterns and
disease epidemology for the chapter 47
we are discussing about the
nutrienatics,
nutrienomics and diet microbiome
interactions.
What does it follow for giving us the
introduction to the precision nutrition,
neutrogenetics and gen diet
interactions, nutrienomics and
personalized nutrition, gut microbiome
and health outcomes, diet microbiome
interactions and opportunities,
limitations and ethical considerations.
So for the precision nutrition we know
that for early to a near century public
health nutrition related a
populationwide dietary guidelines
standard recommended dietary allowances
these baseline recommendations assume as
an average human metabolism. However, uh
the clinical reality demonstrates that
substantial
interindividual variability
two individuals consuming the same
caloric intake and macronutrient
breakdown while exhibits the widely
different postradinal glycemic lipmic
and inflammatory responses.
Now for the precision nutrition what we
will try to see is that the shift of the
paradigm from generalized public health
targets to highly individualized
predictive algorithms. It integrates the
multivariant inputs including the host,
genome, epigenome, metabome and deep
phenotyping, lifestyle factors and the
gut metabome to design a targeted
nutritional interventions that maximizes
the metabolic resilience which prevents
the chronic non-communicable diseases
that is called as NCD. So this gives us
what is a precision nutrition which has
a paradigm shift in itself. Now the
nutrienetics and gene diet interactions
carefully to understand over here the
nutrienetics investigates how an
individual's existing genetic variation
inherited with DNA sequences. you know
the DNA sequences which gives us the
dictate of their physiological metabolic
response to specific dietary components.
For example, you may find the primary
focus of neutrogenetic researches
centers on single nucleotide
polymorphins. Okay, that is N SNPS and
the singlephase pair variation in DNA
that alters the binding affinity
structural stability and catalytic
efficiency of metabolic enzymes and
transport the proteins. Okay. And now
the cycle how to go ahead with the
neutrogenetic mechanistic matrix. We
will see the dietary input and exposure
that is the high saturated fat intake.
the host genetic architecture that is
APO A2 polymorphism that is CC versus TT
genotypes and clinical phenotypes that
is severe visceral obesity and metabolic
syndrome risk. You will understand over
here that uh we can find the visual
workflow on the the slide which serves
as an premier case study for
neutrogenetics. This is the perfect
illustration of how a populationwide
advises fails. Imagine you have two
different patients sitting in your
clinic. [snorts] Both of them consume a
diet that is high in saturated fats as
usual and specifically which is
exceeding 22 g per day. So under the old
nutrition paradigm, we would assume both
individual will face the same metabolic
consequences.
But do you really think that this will
really have the same consequences? We'll
see and understand over here.
Neutrogenetics proves this assumption as
a wrong. Why? Because introducing the
host genetic architecture as the
ultimate gatekeeper in this matrix. The
gatekeeper is polymorphism in the APOA2
gene at the 265T versus C promoter site.
and we can find the pathway
for your first patient with the CC
genotype. This highs saturated fat
environment behaves like a biochemical
match. It triggers a profound phenotype
change and the high lipid exposure
causes visceral fat accumulation
bringing a severe risk of metabolic
syndrome, insulin resistance and
cardiovascular issues. This is for the
first patient. For the second patient,
what it is? It is with the TT genotype.
Previous case it was CC genotype. Second
case it was TT genotype and they are
consuming the same amount of beon butter
and red meat. Same like the previous
one. Yes. Mathematically and clinically
there is a zero statistical correlation
between their fat intake and their body
mask index. So this is very important to
be understood. Their metabolic pathways
safely process the intake without
triggering the obesity. So you will not
find obesity triggered over here and you
can understand in many patients like
this. So as a clinical researcher this
metric teaches us the diet is the
exposure but genome dictates the end
point. Okay I again repeat the diet is
the exposure but the genome is dictating
the endpoint. So we cannot truly
understand chronic disease risk without
evaluating both variables
simultaneously. So you need to
understand the CC genotype as well as
the TT genotype. Now the classical
clinical uses case the APO A2 gene and
saturated fat that is obesity risk which
encodes the epo lipoprotein A
12 a structural component of high
density lipoprotein that is HDL
particles. individuals carrying the
homozygous CC genotype exhibits a unique
sensitivity to dietary lipids. So what
it is when you use a saturated fat
intakes that is high the CC genotype act
as a genetic trigger that dramatically
applies the risk of visceral obesity. So
you find in the second case and the
insulence resistance for individuals
which are carrying the TT genotype the
saturated fat intake shows no
significant correlation with the body
mask index. So you will find obesity at
one place and no obesity at the other
place. the MTHFR
gene and the folate that is homocyine
cleaning. The MTHFR
gene regulates the synthesis of
methyline trifolate deductase a
foundational enzyme in the folate
homocyine cycle.
Okay. So the 677 C polymorphism causes a
thermoliable structural alteration in
the enzyme reducing its catalytic
activity by up to 70% in the homozygous
TT individuals. Okay. Carefully
understand that when dietary folate
index is low, the genetic impairment
halts the remlin of homocyine to
methylinine resulting in elevated
circulating plasma homoyine levels.
Okay. So a powerful
direct metabolic risk factor for
cardiovascular pathology and endothelial
dysfunction. So here the gene is giving
you a cardiovascular pathology.
Now understanding the neutrigenomic and
personalized nutrition.
While neutrogenetic details how genes
affect dietary response, neutrogenomics
inverts the equation. It is ulta. So it
explores how dietary components actively
modulate the expression of the whole
genome. Nutrients act as signaling the
leans that directly interact with the
transcription factors cascades alter the
chromatin structure or regulate the
epigenetic modification thus dictating
the cellular protein. So in this the
neutrogenomic cascade is like nutrient
molecule. Okay. and then nuclear
receptor activity and a epigenetic
or we can say transcription in the
nutrient molecule that is a longchain
omega3 and in the nuclear receptor
activation that is PP alpha
transllocation to DNA promoter sites and
the epigenetic transcription you will
have a downregulate NFB halting the
inflammatory cytoines okay so here you
can understand How the neutrogenomic
cascades is going on?
The molecular pathway of dietary
regulation in the nuclear receptor
ligans. The polysaturated fatty acids
acts as the natural signaling lians to
proxogone and polifate activated
receptors. Upon binding a longchain
omega3 fatty acids, the PP alpha complex
undergoes a nuclear transllocation and
binds to a specific promoter regions on
the DNA called as peroxim polyrate
response elements. Okay, what it is
called as peroxone polyrate response
elements. So this interaction
upregulates the transcription of genes
responsible for mitrochondrial beta
oxidation.
that is called as fat burning while
simultaneously when you are
downregulating the nuclear factor kapa B
the pathway effectively turning of the
transcription of pro-inflammatory
cycines
okay then the epigenetic remodeling what
is epigenetic remodeling that is a DNA
methylene and bioactivate so dietary
bioactivate serves as a major
environmental regulators of the
epiggenome
you will find that this is acting as a
natural histone uh deactylase inhibitor
by shutting down the hyperactive HDAC
enzymes. All sulforophane allows
histones to retain their acetyl groups
opening up tightly the packed chromatin
structure and restoring the
transcription of crucial tumor
suppressor gene. Okay. So in this way
you can see that there is a similarity
that is dietary methyl donors directly
feed into the S adino slimythamine
pathway and driving the targeted DNA
methylation that can silence the
pro-inflammatory genetic regions without
altering the underlying genetic code. So
this molecular pathway of dietary
regulation is cleared by stating over
here to understand the section one which
is with the nuclear receptor liance and
the section two with the epigenetic
remodeling where you may find in the
first section as a PUFA binding the PPR
binding and the genetic transcription
actually which is giving over here
versus two for the section two the HDAC
inhibition DNA methylation and DNA
methylation which gives us the outcome
towards a macrosomium culumation. So
this is an integrated division from the
other pathway and visually detailed
manner and balancing a retailing and
graphic of the description which is seen
over here where no text remains
scrambled.
Now what is gut microbiome and health
outcomes. So as you have understood that
in the gastrointestinal system of the
human which harbors a trillions of
microorganism you might have seen that
there is lot of encoding a meta genome
that drops the human host genome and
what is the ratio it is 100 to1 okay so
what is the complex microbial ecosystem
that we encounter and which acts as a
metabolic and imunological hub that
directly regulates the host hemoasis and
you need to maintain the hemoasis. Okay,
this is where the main tragic comes
where you find the metabolic pathway of
dis uh disbiosis where you say the
symbiotic metabolic zone and the
disbiosis inflammatory zone. In the
symbiotic metabolic zone you may find a
dominated sacrolytic taska fermentation
of complex fibers yielding with bate
acetate and propinate and the disbiosis
inflammatory zone that is dominated by
pathobenotins.
Okay. Degradation of mucosal barrier and
yields with lipopolyacrates.
Okay. So the gut microbome and health
outcome also defines to state that how
it is regulating the hemostasis
the metagenomic health impact. If it
finds to see that the SCFA cascade which
is the sacrolytic bacteria fermentss the
complex nondigestible dietary fibers to
product what is that product short chain
fatty acids the principally acetate
proportionate and bureate which serves
as a primary fuel source for colonocytes
reinforcing tight junction proteins to
maintain a gut barrier integrity and so
where we find that they are more
involved in hippatic uh glycogenis and
induced static signaling which you come
across to state that how the metagenomic
health impact is being reflected to this
the LPS endotoxmia
matrix which is conversely a state of
prolong microbial disbiosis which we
have seen in the previous slide
characterized by a loss of taxonomic
diversity and a overgrowth of gram
negative pathoburns resulting in excess
shedding of lipopolyaccharides.
When the protective gut barrier is
compromised, LPS transllocates directly
into the host circulatory system which
triggers to give you the cells that is
immune cells sparking chronic systemic
lowgrade inflammation that drives you
for the insulin resistance, vascular
endollethal damage and hippatics
stenosis.
Now in diet microbomb interaction the
gut microbome is highly dynamic with the
taxonomic composition and functional
output heavily shaped by the dietary
substrate provides by the host. What it
is? It is giving us the complexity that
substrate driven transformation. What is
this complexity? The FODMAPs and gas
kinetics that is the fermentable
oligosaccharides, disaccharides,
monosaccharides and poly are shortchain
carbohydrate and that escape small
intestinal absorption. Upon entering the
colon they undergo a rapid microbial
fermentation by highly efficient
methogenic and hydrogen producing taxa.
While this pathway yields beneficial
SCFAS, the rapid gas kinetics combined
with osmotic water shift can induce
[clears throat] visceral
hypersensitivity and structural bowel
distension. A key factor for IBS which
you might encounter with the current
diet that people are trying to take and
we get the pathology of irritable bowel
syndrome. The kite tao that is ether
atherosclerotic vector which in a host
consumes a diet rich in lcartinine found
in the red meat choline found in eggs
and specific gut taxa expressing the
trimethylamine
lias enzymes converts these substrates
into gas called as volatile
trimethylamine. The TMA is absorbed in
the portal circulation and travels
directly to liver where the host
hippatic enzymes FMO3 oxidize its into
TMOA. Eliminating the circulating TMOA
alters the cholesterol metabolism
inhibits the forward bile acid trapod
and you may find there is lot of
regurgitation which is being feed into
this area which gives more scavenger
receptors accelerating the development
of ethoscalotic plagues into the human
arteries.
This can be seen into this picture where
the food maps and the gas kinetics the
substrate in digestion where the food
maps is going more towards the
absorption enter into the colon and the
PPR binding which is the final outcome
giving you the dimensions ordered and
here on the other part which is being
seen the gut conversions towards the
volatile TMA gas and the liver
conversions of TMA particularly which is
more towards the circulatory and
pathology of moving towards accelerating
the eth sclerotic plague development
opportunities, limitations and ethical
considerations.
You have to take in understanding that
how the major clinical opportunities
that translate from the bench to the
bedside phases which is significant in
the structural, scientific and ethical
challenges. But there are some
opportunities in clinical practices.
Precise nutrition allows clinicians to
move past generic advice and offer
datadriven interventions that yield a
higher patient compliance due to
personalization. So it is very much
acceptable by identifying the
subclinical phenotypes through
integrated multiomics clinicians can
design targeted prevent diet before
chronic disease manifest clinically. So
you don't need to wait, you have to grab
the opportunity.
Analytical and technological
limitations. This comes with a very
productive gap. Very important where you
may find that although the multiomic
data sets that is metagenomics plus
epigenetics and deep phenotyping
generate a immense amount of data,
current machine learning algorithms
still struggle to explain the full
variance in the individual metabolic
responses. But human biology is highly
dynamic. Okay. To a level where you can
find environmental factors like sleep
deprivation, physical activity, cardiac
rhythms, acute psychological stress
often overshadow the pure genetic and
microbial predictions.
And the data sparity and assembling
issue of metagenomic sequencing provides
relative abundance data rather than
absolute quantification making cross
cohort comparison challenging.
Furthermore, it lacks the industry
supports for standardized laboratory
benchmark for sequencing the depths the
bioinformatic pipelines leading to
inconsistent results between commercial
test providers. Okay. So limitations are
there on the other sides of analytical
and technological where versus there are
even opportunities in the clinical
practices.
Now we have to go with the ethical legal
and policy consideration where the
direct to consumer that is DTC wild west
the market is flooded with commercial
DTC genetics and microbomb testing kits
which is like offering a sweepy
unelivated health claim based on weak
epidemological correlation. Many of
these algorithms rely on single NSP
inputs ignoring the complex polygenomic
architecture of human chronic diseases.
This can use unnecessary patient anxiety
where you may find that the nutrient
deficiencies due to over restrictive
diet recommendations are being coming
over and the data privacy part and
genetic discrimination where you may
come across very highly sensitive
inidentifiable biological signatures. If
these massive multiomic databases are
compromised or sold to commercial third
parties, what will happen? It will
create a serious risk regarding genetic
discrimination
in the health insurance underwriting.
Corporate wellness on boarding and
employment screening which will give
that a clear national and international
degra bodies must be establishing a
safeguard a pattern of shield where the
patients autonomy ensuring the equitable
access to precision health innovation
which is very very important. Then comes
the final key takes away where the
precision nutrition which we have
studied over here gives a transition
between public health away from one size
fit all guidelines by in integrating to
the host genome epigenome and multi-
mettogenome to target individual
metabolic profiles. The genomic
biirectionality
that is a nutrienetics details how in
inherited genetic variations NSPS
determine individual metabolic responses
to food groups while multigenomics
explores how dietary bioactive actively
change the gene expression from
epigenetic and transomic pathways and
the metabolic cross talk. The gut
microbiome functions as a key metabolic
translator. It converts dietary
substrates into protective signaling
molecule like short chain fatty acids or
inflammatory vectors like trimethylamine
and oxide directly driving the chronic
disuses. This is very keenly connected
with the either part and the rigorous
implementation what it is realizing the
potential of precision nutrition
requiring the addressing major data
standardization limit and bridging the
predictive gap in current machine
learning models enforcing the strict
regulatory protection around the
consumer data privacy. So it is more on
the part to make you clear about the
precision nutrition transition with the
references we find that precision
nutrition through the diet gut microbe
interactions and all this uh you can go
in clarity and understand how
neutrogenetics and neutrogenomics really
works for. So with this we come in end
to this chapter. Thank you very much.
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