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. 2022 Jan 17;8:790783. doi: 10.3389/fmed.2021.790783

Table 1.

Role of gut microbiota and microbial related metabolites in the pathogenesis of CKD (Clinical studies).

CKD model Microbial related metabolite (s) Main findings Technique(s) Study
52 ESRD patients and
44 healthy controls
Pseudouridine,
l-phenylalanine,
and p-hydroxyphenylacetic acid.
1. l-phenylalanine and
p-hydroxyphenylacetic acid levels are
positively correlated with CRP levels
in ESRD and healthy controls groups
2. In ESRD patients,
pseudouridine, l-phenylalanine, and p-hydroxyphenyl acetic acid metabolites positively
correlated with IL-6 levels.
3. Inflammatory markers and
metabolites can be used a diagnostic
and predictive marker for CKD.
LC/MS (40)
*223 patients with ESRD
and 69 healthy controls.
PCS
IS
Phenylacetylglycine
phenyl sulphate
1. Alteration in gut microbiota in CKD
Patients; increased the abundance of
Eggerthella lenta, Flavonifractor spp,
Alistipes spp, Ruminococcus spp
and Fusobacterium spp, and
depleted Prevotella spp, Clostridium
spp, SCFA-producing species and
several butyrate producers
(Roseburia spp, Faecalibacterium
prausnitzii and Eubacterium rectale).
2. Aberrant gut microbiota and its
derived uremic toxins are associated
with disease development.
Shot gun
metagenome
sequencing and
HPLC
(39)
*30 Caucasian CKD
patients (stage 3), 121
Caucasian CKD patients
(stage 5), and 80 controls
Betaine, choline, and
TMAO
1. Advanced CKD patients (stage 5)
expressed the lowest level of
circulating betaine and highest levels
of choline and TMAO compared with
CKD patients (stage 3) and
healthy controls.
Serum betaine levels significantly
declined with renal function drop.
LS-MS (41)
103 CKD patients with
stage 1 to 5 (Mild,
moderate and ESRD)
and 46 healthy controls
PCS, IS, TAMO, and
p-cresyl glucuronide
1. CKD progression is accompanied by
deterioration in kidney functions and
elevation in serum uremic toxins
levels.
2. The relative abundance of Alistipes
and Oscillibacter is positively
correlated with CKD progression,
while Lachnospira, Veillonella, and
Dialister negatively correlate with the
disease severity.
3. Oscillibacter (involved in pyruvate
metabolism) is positively associated
with uremic toxins and
CKD development.
LC-MS 16S rRNA
gene sequencing
(42)
141 CKD patients and
14 controls.
PCS, IS, p-cresyl
glucuronide, and
Indole-3-acetic acid.
1. Increasing the plasma level of
gut-derived uremic toxins is
associated with impaired kidney
functions and decline in eGFR.
The clearance of plasma
protein-bounded metabolites is
decreased with disease progression.
HPLC (28)
77 CKD patients
undergoing
hemodialysis and 30
healthy
Putrescine 1. Hemodialysis patients with mild
cognitive decline showed a significant
reduction in Class Coriobacteriia and
genus Tyzzerella 3, Blautia,
and Lachnospira
2. Bilophila, and serum putrescine
(gut-related metabolite) can be a
sensitive marker for cognitive decline
in hemodialysis patients.
16S rRNA gene
sequencing and
GC-MS
(43)
72 patients with CKD
And 20 controls
PCS, Secondary bile acid,
and ipopolysaccharide
biosynthes.
1. The early stages of CKD showed a
high abundance of secondary bile
acid biosynthesis microbial genes,
but lipid metabolism and
lipopolysaccharide biosynthesis are
enriched in the advanced stages.
1. Bacteroides eggerthii can be a
biomarker for the early stages of the
disease.
2. CKD group showed a low abundance
of Prevotella sp. 885.
3. PCS is negatively correlated with
the eGFR.
Shotgun
sequencing and
Metabolomics
(GC-MS)
(44)
115 children and
adolescents with CKD
stage (1–4)
TMAO, dimethylamine, and
Trimethylamine
1. Gut related metabolites are
associated with blood pressure
abnormalities and cardiovascular risk
in pediatric CKD.
2. Decrease in the diversity of Phylum
Cyanobacteria, genera
Subdoligranulum, Faecalibacterium,
Ruminococcus, and Akkermansia in
CKD patients with abnormal blood
pressure.
3. Plasma levels of dimethylamine, and
trimethylamine are inversely
associated eGFR.
Accumulation of TAMO, dimethylamine,
and trimethylamine are higher in
advanced CKD.
16S rRNA gene
sequencing and
LC–MS/MS
(24)
92 adult CKD patients
(31mild, 30 moderate,
and 31 advanced) and
30 healthy controls
IS and PCS 1. Accumulation of uremic toxins IS and
PCS are positively correlated with
disease progression.
2. The diversity of gut microbiota
(genus-level: Escherichia_Shigella,
Dialister,
Lachnospiraceae_ND3007_group,
Pseudobutyrivibrio, Roseburia,
Paraprevotella and Ruminiclostridium,
and species-level: Collinsella stercoris
and Bacteroides eggerthii) are highly
associated with CKD stages.
16S rRNA gene
sequencing
(20)
Phase1: 10 patients with
rapid decline in eGFR
and 10 control patients
without rapid decline
Phase 2: 140 CKD and
144 healthy controls
Indole propionic acid, IS,
PCS
1. Indole propionic acid produced from
a healthy gut is highly reduced in
CKD patients and patients with a
decline in eGFR.
2. Indole propionic acid (renal protective
metabolite) can be a biomarker for
renal function.
3. IS and PCS were high in the CKD
group compared with controls
HPLC (33)
95 CKD patient with
differed stages, 11
hemodialysis patients,
and 18 healthy controls
TMAO 1. CKD patients have a high level
of TMAO.
Plasma TMAO is inversely correlated
with eGFR.
LC-MS/MS (29)
78 children
and adolescents with CKD
stage G1 to G4
Short chain fatty acids,
propionate, and butyrate
1. CKD children with congenital
anomalies of the kidney and urinary
tract (CAKUT) showed a reduction I
plasma level of propionate with
increase in the relative abundance of
phylum Verrucomicrobia, genus
Akkermansia, and species
Bifidobacterium bifidum.
2. The Firmicutes to Bacteroidetes ratio
didn't show significant difference
between groups.
CKD children with an abnormal
ambulatory blood-pressure monitoring
profile had higher plasma levels of
propionate and butyrate.
16S rRNA gene
sequencing &
GC-Flame
Ionization detector
(45)
Eighty patients with
CKD of stages 2 to 4
TMAO 1. CKD patients showed upregulation of
SMAD3 and NLRP3.
2. Plasma and urine levels of TMAO are
significantly high in CKD patients with
elevated serum TGF-β1 and
IL-1β levels.
TMAO can be used as a marker for CKD
progression.
Spectrophotometer (46)
86 CKD children stage
(1–3)
Urinary TMAO 1. Urinary TMAO is positively correlate
with Bifidobacterium, Lactobacillus,
Collinsella and Blautia.
2. CKD children with abnormal
ambulatory blood-pressure
monitoring (ABPM) profile had a
lower abundance of the Prevotella
genus than those with normal ABPM
LC-MS and 16S
rRNA gene
sequencing
(47)
5,469 subjects of
Prevention of Renal and
vascular end stage
disease (PREVEND
study)
TMAO 1. TMAO was positively correlated with
body mass index, age and diabetes
mellitus, and negatively associated
with eGFR.
2. TMAO was involved in all
mortality risks.
NMR (48)
317
community-acquired
pneumonia (76 CKD
patients)
TMAO 1. TMAO (gut-derived) is associated
with various risk factors
and comorbidities.
2. The level of TMAO is reduced by
antibiotic treatment (modulating gut
microbiota can be a good target for
reducing the TMAO risks).
LC-MS/MS (49)
488 CKD patients
(stages 1–5)
phenylacetylglutamine 1. Phenylacetylglutamine is highly
accumulated in advanced stages
of CKD.
2. Elevation of serum level of
phenylacetylglutamine is a risk factor
for cardiovascular disease high
mortality rate in CKD patients.
LC-MS (50)
51 renal transplant
recipients, 51 CKD
patients, and 65 stable
renal transplant
recipients (unrelated
cohort)
PCS, IS, TMAO, p-cresyl
glucuronide, and
Phenylacetylglutamine
1. The serum levels of gut-derived
uremic toxins are significantly
decreased after renal transplantation
compared with CKD patients.
UPLC-MS/MS (51)
227 CKD patients (had
cardiovascular surgery
for coronary artery
disease)
TMAO 1. The advanced stage of CKD showed
the highest TMAO level.
2. The elevated level of TMAO is
associated with CKD development
and infracted coronary arteries.
HPLC-APCI
-MS/MS
(52)
*20 CKD on HD and 60
healthy controls (Divided
into 3 group 20 controls
each)
p-cresol and indole
(precursors of PCS and IS)
1. CKD is highly affected by
microbial metabolism.
2. The dietary intervention significantly
impacts microbial metabolism (CKD
patients and healthy household
controls on the same diet have a
similar microbial metabolism pattern).
GC-MS (53)
**521 stable subjects
with CKD
TAMO 1. TAMO is associated with the
progression of renal dysfunction,
poor prognosis, and mortality risk in
CKD patients.
2. Elevated TMAO is a risk factor for
cardiovascular disease.
LC/MS/MS (54)
*

The study also included in Table 2;

**

The study also included in Table 3. IS, Indoxyl sulfate; PCS, p-cresyl sulfate; TMAO, trimethylamine N-oxide; LC, liquid chromatography; GC, gas chromatography; MS, mass spectrometer; HPLC, high performance liquid chromatography; eGFR, estimated glomerular filtration rate; ESRD, end stage renal disease; SCFAs, short chain fatty acids; NMR, nuclear magnetic resonance.