Reviewer #1: This study shows comprehensive analyses of the microbiome in Ap1m2 KO
mice, which the authors previously demonstrated to develop chronic colitis and epithelial
cell polarity defects. Loss of AP1M2 expression has also been shown in patients diagosed
with IBD.
The authors made applaudabe efforts to characterization and bioinformatically analyze
all the observed changes between control and KO mice.
1. However, the functional significance of these changes is not experimentally addressed.
With so many things changing it will be difficult to determine which of the changes
are relevant and which are not. Selected agreements between observed changes in the
microbiome and therewith associated processes and processes already known to play
a role in IBD knowledge may be coincidental. I wonder how many of the observed changes
in the microbiome and therewith associated processes did not correlate with processes
known to play a role in IBD.
Reply:
We understand the concern raised by the reviewer very well. We would like to reinstate
that the phenotype observed in the knockout mice is spontaneous chronic colitis [1].
The objective of this study is mainly to see the alterations in the entire microbiota
[taxonomic and functional composition] due to the gene knockout. Towards this, we
have used the whole metagenome shotgun sequencing approach, which is highly preferred
to study the functional aspects of a system in addition to the taxonomic features.
Having identified the significantly different functions between the two groups (CO
and KO), we performed an in-depth literature review to further understand their roles
in details. In total 245 functions at level 3 were found to be significantly altered.
Out of these functions, 44 functions were found to have very low read counts (mean
abundance difference between CO & KO group < 5) and were not considered for further
analysis. The details of the results obtained for the remaining 201 significantly
altered functions are given in Table 1 below.
In the previous version of the manuscript, we had only discussed a few of these significantly
altered functions in detail. This perhaps led to the impression that only selected
observed functional alterations in the microbiome correlated with the processes already
known to play a role in IBD knowledge and might be coincidental. Towards this, we
have now provided the details of all the 201 significantly altered functions as S5
Table in the revised version of the manuscript. As is evident from this Table 1 below
(S5 Table) that a large number of these functional alterations correlated well with
the observed processes known to play a role in IBD. It is indeed true that only a
few functional alternations remained inconclusive. The analysis presented in the paper
provides future directions for the design of more targeted experiments for the validation
of the functional alterations due to the knockout of Ap1 gene leading to spontaneous
colitis in mice.
Table 1: Details of the roles of significantly altered functions across CO & KO groups.
Microbiome Functions CO KO Correlation to colitis phenotype
Oxidative stress & Nitrosative stress resistance significantly increased in KO mice
group
Oxidative stress [2, 3]
ENOG41125EY, COG0450, ENOG410YVS9,
ENOG4112704 COG0260, ENOG4111TDN, ENOG4111IWY, ENOG4111UEA, COG1233, ENOG410ZDRF,
COG2344, ENOG41123KF, ENOG4111K4T, ENOG410XVW8, ENOG4111KHV, ENOG4111QAE During colitis
condition mice gut is exposed to oxidative and nitrosative stress, these enzymes
regulate oxidative stress and nitrosative stress in bacteria
Nitrosative stress [4]
COG1017, ENOG410ZDRF(repeated)
Transporters significantly increased in KO mice group, i.e. more nutrient uptake in
KO mice group
Iron Uptake/transporters [5]
ENOG410Y9WS ENOG410ZNX6, ENOG410ZJX3, ENOG410YNPF, ENOG410YAIR,
ENOG410YB7D, ENOG4110QZN, ENOG410YB3G, ENOG410XQAZ,
ENOG4111JQD, ENOG4111HM8, ENOG410ZPJF, ENOG410YDBU Anemia is a phenotype of colitis,
increased iron uptake leads to anemic condition in host
Amino acid transporters [6]
COG2610, COG0411, ENOG4111GBW Bacteria under an inflammatory state usually have a
weak capacity to make nutrients on their own. To overcome the problem of nutrient
deficiency, the bacteria instead transport them from the available environment through
means such as tissue destruction or from the sites of inflammation.
Carbohydrate transporters ENOG410ZVEB ENOG410ZWA1, ENOG410XSHZ, ENOG410XNZG, ENOG41105XQ,
ENOG410YA44
ABC transporters COG0614, ENOG410ZUAG, ENOG410XPKQ, ENOG410XQ2F, ENOG410XQUM
Calcium ion transport/
Hydrogen transport COG0387
ammonium transporter COG0004 Inconclusive
formate transmembrane transporter COG2116
Mucin degradation related genes significantly found to increase in KO mice group,
may further reduce mucins in inflamed gut
Mucin degradation [7]
COG4724,
COG4193,
COG0363 Degrade mucins from colonic epithelium
SusD family [7]
ENOG410YEJG
glycosyl hydrolase [8]
ENOG411272W involve in degradation of mucin O-linked glycans
Amino Acid Metabolism
Proline biosysthesis [9]
COG0014 Known to sustain intestinal stability and defend against IBD, genes are significantly
increased in CO as compared to KO
Histidine biosynthesis [9]
COG0040, COG1387 histidine supplementation improved colitis condition in an IL-10-deficient
cell transfer model of Crohn’s disease, similarly we found histidine biosynthesis
genes increased in CO as compared to KO
Amidohydrolase (Histidine catabolic process) COG1228 In KO mice group, host gut is
already inflamed, any further histidine degradation might aggravate colitis.
Arginine metabolic process/ Amoebiasis (05146)/catabolic activity COG0010 Amoebiasis
is
Gastroenteritis, leading to diarrhoea, caused by parasitic infection. Similar gene
may aggravate colitis in KO mice group.
Information retrieved from KEGG pathway 05146
arginine dihydrolase [9] (arginine degradation) COG2235 In KO mice arginine degradation
is enhanced. However, arginine supplementation has been demonstrated to maintain normal
intestinal physiology and promote mucosal healing when inflammation affects the intestine.
Phyenylalanine, tyrosine and tryptophan biosysthesis [10]≠
COG0512 COG1465, COG4401 Phenylalanine has been reported to be persistently up-regulated
and positively correlated with tyrosine in IBD patients even during induction of remission,
especially in patients with CD
Phenylalanine metabolism [10]≠
COG1473
Tryptophan RNA-binding attenuator protein (Regulate tryptophan metabolism) ENOG411234W
Lysine biosynthesis [11]
COG0329, ENOG410ZK6H In pediatric IBD patients, it has been reported that lysine
increased in fecal amino acid composition.
Carbohydrate Metabolism
Metabolize complex sugars COG1621, COG3345, COG2730, COG0296, COG3867 In CO group,
the metabolic capacity of bacteria remains high, that’s why gut microbiome are able
to metabolize both complex as well as simple sugar. Although in microenvironment of
inflamed gut, resident microbiome may express genes that are capable of metabolizing
simple sugars only as in KO mice group.
Metabolize simple sugars COG0191, COG0153, ENOG4111X3Y, ENOG410XV9T COG0149, COG0158,
ENOG4111F99, ENOG410XQWR
Cell Motility
Cell motility[12, 13]
COG1724 In previous IBD studies on T-bet−/− Rag2−/−, resulting in colitis and TNBS-induced
colitis mouse models, an increased capacity for bacterial pathogenesis has been observed.
These models are found to exhibit a high abundance of genes related to cell motility.
Biofilm formation COG1734, ENOG4111QHP Essential for pathogenicity
arsR family transcriptional regulator [14]
ENOG410XUWM Members of this family reported to involve in biofilm formation and virulence
protein phosphorylation (serine protein kinase) COG2766 Regulate several processes
including cell-cell communication i.e. biofilm formation
Protein kinase ENOG410ZN6D
Sulfur Metabolism
Sulfur metabolism, hydrogen sulfide biosynthetic process[15, 16]
COG0155 hydrogen sulfide (H2S) is a phenotype of colitis, found to increase in KO
mice group
Methane metabolism
Methane metabolism[17]
COG1456 Increased methane production is reported in IBD patients, found to increase
in KO mice group.
Restriction modification system is a robust system that provide defense to bacteria
from viral DNA infection. KO mice group loose this defense system as compared to CO.
Restriction modification system related COGs [18] (prevent foreign (viral) DNA to
invade or infect the bacterial cell) ENOG410ZVHQ, ENOG410Z7SX, COG1401, COG4268, ENOG410YBMI,
ENOG4111V23, COG4823, ENOG410XV7B, ENOG410YTH4, ENOG410ZVTA ENOG411245M, ENOG410ZYXE,
ENOG410YFNS Colitis phenotype often associated with increased abundance of bacteriophages.
Cell Wall Biosynthesis a
Alanine racemase (catalyzes L-alanine to D-alanine) COG3616 peptidoglycan biosynthesis
dTDP-4-dehydrorhamnose reductase COG1091 Participate in biosynthesis of the dTDP-L-rhamnose
which is an important component of lipopolysaccharide (LPS)
Glycosyl transferase ENOG4111IEG, ENOG4111TT7, ENOG410ZVFD, ENOG4111SQ1, ENOG4111TNE,
ENOG411290R, ENOG4111WRY, ENOG410ZWI8, ENOG410ZVET, ENOG410ZVJG ENOG410Y5QZ, ENOG410Y03U,
ENOG4111FP0 involved in cell wall formation
Cell wall formation (Adds enolpyruvyl to UDP-N- acetylglucosamine) COG0766 Cell wall
biosynthesis
Teichoic acid biosynthesis protein A (found within the cell wall of most Gram-positive
bacteria) ENOG4112B0N Cell wall biosynthesis
Glycerolipid metabolism COG3345 (repeated) ENOG410XQJ1 Provide precursors for cell
wall synthesis
outer membrane assembly protein (found in gram-negative bacteria) ENOG410XQ8P Cell
wall biosynthesis
penicillin-binding protein 1C (peptidoglycan biosynthesis) COG4953 Cell wall biosynthesis
Nad-dependent epimerase dehydratase ( involve in lipopolysaccharide biosynthesis)
ENOG4111J45 Cell wall biosynthesis
Cell wall resistance gene found to increase in KO mice group
Capsule polysaccharide COG3563 Important virulence factor for many pathogens
spore coat protein ENOG4111IEQ, ENOG4111KT8, ENOG41123YA confers resistance to peptidoglycan-breaking
enzymes and noxious chemicals in KO mice group
Fatty Acid Metabolism a
Fatty acid biosynthesis COG0332
Lipid biosysthesis (synthesize molecules that are typically precursors to membrane
phospholipids) COG0615
Nucleic Acid Metabolism a
Pyrimidine metabolism
(Tetrahydrofolate is a co-factor which is needed for the de-novo synthesis of thymidine
monophosphate, required for the biosynthesis of bacterial DNA and RNA) COG1351 required
for nucleic acid synthesis
Pyrimidine metabolism, Salvage pathway of pyrimidine, the catabolic breakdown and
recycling of nucleoside compounds COG0295 required for nucleic acid synthesis
Phosphonoacetate hydrolase (phosphonoacetate + H2O acetate + phosphate) COG2824 Phosphate
required for nucleic acid synthesis
DNA Replication & Repaira
DNA Replication COG0553 COG0328, COG1372, COG0358, COG0593, ENOG410ZJKI DNA Synthesis
RNA Biosynthesis Process ENOG410ZNQ9 RNA Synthesis
tRNA maturation COG0689
Transposase ENOG410XT7Q, ENOG410ZXW1, ENOG4111GFI, COG2963, ENOG4111WA6, ENOG410ZUF1,
COG1484, ENOG4111M0T, COG5659
DNA Repair COG0350, COG0648 COG1197, COG0322,COG4294, ENOG410ZZVS, ENOG410YJ72
Antibiotic Resistance found to increase in KO mice group.
#Establishment of competence for transformation (The process in which a naturally
transformable bacterium acquires the ability to take up exogenous DNA. Competence
allows for rapid adaptation and DNA repair of the cell) [19]
COG4940 Horizontal gene transfer is a potential source of antibiotic resistance genes
transfer
Conjugative transposition [19]
ENOG410ZKPD
RNA methylase (methylation, RNA function and antibiotic resistance) ENOG4111FKJ Antibiotic
resistance
Regulator of multiple
antibiotic resistance ENOG4111TDN(repeat), ENOG4111IWY(repeat),COG4189 Antibiotic
resistance
Multidrug Resistance protein COG2076 Antibiotic resistance
Transcriptional regulator, TetR family ENOG4111T38 ENOG4111NTM, ENOG41110YX Antibiotic
resistance
Beta-lactamase[20]
ENOG410ZWUI Antibiotic resistance, often known to aggravate colitis
PemK-like protein, Transcriptional modulator of MazE toxin, MazF[21]
ENOG410ZMEC, ENOG4111SRX stabilize plasmids that carry drug-resistance determinants
in important pathogens
Energy production related genes significantly increased in KO mice group b
Biotin metabolism (00780) COG1424 Coenzyme in carboxylation reactions
Nicotinate and nicotinamide metabolism (00760)
COG2816 Serve as coenzyme in oxidation-reduction reactions
electron transport and ATP synthesis ENOG410ZB0Z, ENOG4111NY9, COG1139, COG1773, ENOG41120JQ
COG0043, COG0163, ENOG410XRT9, COG1304
ENOG4111I9P Energy Production
oxidation-reduction process COG1012, COG2055, ENOG410XS3N, COG1062 Energy Production
energy derivation by oxidation of organic compounds
COG1892 Energy Production
Citrate lyase is an enzyme which converts citrate to oxaloacetate.
(citrate fermentation� ultimately convert into D-lactate) COG3052 Energy Production
COGs/NOGs involved in regulatory processes, mainly found increased in CO mice group*
positive regulation of carbohydrate metabolic process COG2909
Nucleotide-binding protein, involve in regulatory processes COG4271
regulation of bacterial Mg2+ homeostasis COG0336
Regulation of cell autolysis ENOG410XW9I
ubiquitin mediated proteolysis (04120) COG0476 Degrade misfolded proteins
N-End Rule protein degradation COG2360, COG2127 COG1067
Biological regulation (Serine threonine protein kinase) COG0515
Intracellular signal transduction ENOG41101BA
Sulfur relay system (04122) COG0607, ENOG410XPIQ Cell redox homeostatsis, Thiamin
biosynthesis
Cobalamin biosynthesis COG1492 Interamolecular rearrangements
(for ex, methyl group transfer during methionine synthesis)
Regulation of RNA biosynthetic process ENOG410XRI9
Unknown ENOG4111YI0, ENOG410XYYF ENOG410Y8FZ, ENOG410YX0Q ENOG4111XP0
≠ Phenylalanine was persistently up-regulated and positively correlated with tyrosine
in IBD patients even during induction of remission, especially in patients with CD.
However, the pattern of increased aromatic amino acids (e.g. phenylalanine and tyrosine)
and a decrease in branched chain amino acids (e.g. valine) is well known during catabolic
conditions like sepsis and liver failure[10].
#The phenomenon of natural transformation has enabled bacterial populations to overcome
great fluctuations in population dynamics and overcome the challenge of maintaining
the population numbers during harsh and extreme environmental changes. During such
conditions some bacterial genera spontaneously release DNA from the cells into the
environment free to be taken up by the competent cells. The competent cells also respond
to the changes in the environment and control the level of gene acquisition through
natural transformation process.
a Our results have also demonstrated significant changes in various other pathways
and gene abundances between the CO and KO groups. For example, the genes associated
with “lipid metabolism” and “cell wall/membrane/envelope biogenesis” were found to
be decreased while those related to “replication, recombination and repair” and “nucleotide
transport and metabolism” were found to be increased in the KO as compared to CO group.
This indicates that due to a reduced lipid metabolism the lipids were not available
for cell wall/membrane/envelope biogenesis which led to bacterial endangered survival.
Thus, bacteria might choose alternative means for handling this situation by increasing
the replication rate to increase their numbers. In addition, due to an increased number
of movable elements, i.e. transposase, the bacteria might allow mutational changes
in their genome to adapt to an inflamed intestinal environment. Although the genes
associated with “cell wall/membrane/envelope biogenesis” were found to be decreased
in the KO group but the genes associated with beta-lactamase were found to be increased.
This could provide a defense to the resident gut bacteria of the KO mice. The beta-lactamase
produced by bacteria is known for its multi-resistance to β-lactam antibiotics. Recently
it has been shown that increased β-lactamase production by gut bacteria might aggravate
ulcerative colitis in patients [20]. Thus beta-lactamase may enhance colitis in Ap1m2-/-
mice as well, but the mechanism remains unknown.
b Energy production related genes are significantly increased in KO mice group. In
KO mice group, different transporters are found to increase indicating increased requirement
of nutrient uptake. We hypothesize that more energy will be required for active nutrient
transportation resulting into increased energy production in KO.
*Mentioned genes are although involved in several regulatory processes, however, involvement
of these genes remain inconclusive in colitis phenotype.
In addition to including the above table in the revised manuscript, we have also made
the following changes in the revised manuscript:
Page no. 7; line no. 153-155: Added “In addition to this, a threshold was set at the
functional level such that only those significant functions were considered for the
downstream analysis that have a mean abundance difference between CO & KO groups >
5.”
Page no. 14; line no. 277-282: Modified “Out of these 245 COGs, 156 were found to
be increased while 89 were found to be decreased in the KO as compared to the CO group.”
� “In total 245 functions at level 3 were found to be significantly altered (S4 Table).
Out of these functions, 44 functions were found to have very low read counts (mean
abundance difference between CO & KO groups < 5) and were not considered for further
analysis. The details of the results obtained for the remaining 201 significantly
altered functions are given in S5 Table. Out of these 201 COGs/NOGs, 128 were found
to be increased while 73 were found to be decreased in the KO as compared to the CO
group.”
Page no. 14; line no. 283-284: Added “A comprehensive literature survey was performed
to see the effect of these functional alterations in IBD”
Page no. 14; line no. 299-301: Added “Additionally, genes related with amino acid
biosynthesis viz, proline (COG0014) and histidine (COG0040, COG1387) were often found
to be decreased in the KO as compared to the CO group.”
Page no. 15; Table 2:
Genes involved in functions CO KO
Carbohydrate metabolism [13] f
Lipid metabolism f
Cellwall/membrane/envelope biogenesis f
Cell motility [12, 13] e
Mucin degradation [7] e
Replication, recombination and repair e
Nucleotide transport and metabolism e
Transposase e
Amino acid transportation [6] e
Carbohydrate transportation e
Iron transportation [5] e
Oxidative stress [2, 3] e
β-lactamase [20] e
Proline Biosynthesis [9]
Histidine Biosynthesis [9]
Arginine degradation [9]
1. Three functions added viz, proline biosysnthesis, histidine biosynthesis and arginine
degradation.
2. Two more columns added, one for CO group and another for KO group, to depict abundance
of a particular function (Dark grey color indicates the abundance of a particular
function is increasing and light grey color indicates the abundance of a particular
function is decreasing).
3. Added on the Table 2 legend “Dark grey color indicates the abundance of a particular
function is increasing and light grey color indicates the abundance of a particular
function is decreasing” (Page no. 15; line no. 308-309)
4. Footnote removed from Table 2 (Page no. 16; line no. 310-311)
Page no. 16; line no. 326-327: Added “Additionally, genes involved in degradation
of arginine (COG0010, COG2235) and histidine (COG1228) were also found to be increased
in the KO group as compared to the CO group.”
Page no. 17; line no. 333-334: Modified from “Out of the 245 significantly differing
COGs functions, 98 mapped to five bacterial species” � “Out of the 201 significantly differing COGs/NOGs functions, 89 mapped to five bacterial
species”
Page no. 21; line no. 410-420: Added “For the growth and maintenance of barrier function
and mucosal integrity, amino acids are essentially required. Amino acid metabolism
in microbial community of gut, plays significant role in physiology and nutrition
of the host. We found genes related with proline and histidine biosynthesis decreased
and arginine degradation genes increased in KO as compared to CO. In previous studies
supplementation of histidine, proline and arginine has been reported to improve IBD
[9]. Dietary proline supplementation improved the production of mucin, restored healthy
microbiota, protected gut epithelium and encouraged mucosal rebuilding in DSS-treated
rat [9]. Similarly, histidine supplementation improved colitis condition in an IL-10-deficient
Crohn’s disease model. This improvement was done by regulation of NF-κB activation,
followed by inhibition of the proinflammatory cytokine secretion by macrophages [9].
Additionally, changes in the metabolism of arginine have been reported in animal colitis
models as well as IBD patients, and experimental colitis has been improved with arginine
supplementation [9].”
Page no. 22; line no. 460-464: Added “As is evident from the above discussion that
a large number of the functional alterations between the CO and KO groups correlated
well with the observed processes known to play a role in IBD. It is important to note
that a few functional alternations still remained inconclusive. The analysis presented
in the paper provides future directions for the design of more targeted experiments
for the validation of the functional alterations due to the knockout of Ap1 gene leading
to spontaneous colitis in mice.”
2. Further, some discussion on the etiology of the microbial changes would be welcome.
We have made changes in manuscript on following lines:
Page no. 8; line no. 190-191: The increased abundance of Peptostreptococcaceae have
been previously reported in IBD patients (line number in main manuscript, 181-182).
Page no. 9; line no. 213-216: Class Deltaproteobacteria contains bacteria that reduce
sulfate. The higher abundance of these bacteria is also known in IBD patients. Sulfate-reducing
bacteria have been suggested to aggravate gastrointestinal diseases by making hydrogen
sulfate (H2S) and other harmful by-products as well as by reducing beneficial metabolites,
such as butyrate.
How specific are these for Ap1m2 KO mice, when compared to other mouse models of colitis?
Table 2 presents the major microbial changes observed in different colitis mice models.
It is evident from this table that the microbial changes observed in Ap1b-/- mice
are more similar to those in DSS colitis mice model. With respect to bacteroides,
in some studies its abundance is reported to be enhanced and in others it is reported
as reduced [22]. However, in Ap1b-/- mice bacteroides have been found to be reduced.
It is also evident from table 2 that in all previously reported mice models there
has been an increased abundance of the members of class Gamaproteobacteria in colitis
phenotype. However, in Ap1b-/- mice Gamaproteobacteria have been found to be decreased.
Instead in Ap1b-/- mice we observed an increased abundance of the members of class
Deltaproteobacteria. Just like the DSS mice model the Ap1b-/- mice model may serve
as an extremely popular model for IBD studies.
Table 2: Microorganisms reported to associate with IBD in the mouse.
Type of disease or model Microorganisms Final effect Method used References
DSS colitis
(Chemically induced) Bacteroides distasonis, Clostridium ramosum, Akkermansia muciniphila,
Enterobacteriaceae,
Desulfovibrio desulfuricans.
Erysipelotrichales
High abundance correlate with acute and chronic ulcerative colitis Culture method,
T-RFLP, qPCR, metatranscriptomics, bacterial 16S rRNA gene amplicon sequencing
[23-25]
Colitis in IL-10 deficient mice Enterobacteriaceae and adherent-invasive E. coli High
abundance correlate with inflammation (Enterobacteriaceae) and cancer (E. coli) 16S
rRNA gene amplicon sequencing
[26, 27]
TNBS colitis
(Chemically induced) Enterobacteriaceae, Bacteroides High abundance correlate with
inflammation RT-PCR, qPCR [28]
TRUC model Enterobacteriaceae,
Klebsiella pneumonia,
Proteus mirabilis High abundance correlate with inflammation 16S rRNA+
Whole metagenome shotgun sequencing [12]
Ap1b-/- mice Clostridiales (family, genera, species)
Desulfovibrionaceae (genera, species)
Erysipelotrichaceae sp. High abundance correlate with spontaneous chronic colitis
Whole metagenome shotgun sequencing Unpublished data (Our study)
3. Finally, the title of this manuscript ('Dysbiosis in Gut-Microbiome of Clathrin
Adapter AP-1B Knockout Leading to Colitis in Mice), as well as the running title (Role
of Gut-Microbiome in AP-1B Knockout Colitis), implies that dysbiosis leads to colitis
in these mice, but there is no evidence presented to support such causality.
Main title:
“Association of Colitis with Gut-Microbiota Dysbiosis in Clathrin Adapter AP-1B Knockout
Mice”
Running title:
“Dysbiosis of Gut-Microbiota in AP-1B Knockout mice.”
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