diff --git a/content/3.defense-systems/lamassu-fam.md b/content/3.defense-systems/lamassu-fam.md
index c6ee6db94650392e107ea0b2132a6331c9dda68e..3e75d0d8fcd654d12a2e6c957d27ba5ee66c676a 100644
--- a/content/3.defense-systems/lamassu-fam.md
+++ b/content/3.defense-systems/lamassu-fam.md
@@ -24,17 +24,17 @@ RelevantAbstracts:
# Lamassu-Fam
## Description
-The original types of Lamassu systems are Lamassu Type 1:ref{doi=10.1126/science.aar4120} and 2:ref{doi=10.1016/j.chom.2022.09.017}. They both necessarily comprise two genes *lmuA* and *lmuB*, to which a third gene (*lmuC*) is added in the case of Lamassu Type 2. Â
+The original types of Lamassu systems are Lamassu Type 1 :ref{doi=10.1126/science.aar4120} and Type 2 :ref{doi=10.1016/j.chom.2022.09.017}. They both necessarily comprise two genes *lmuA* and *lmuB*, to which a third gene (*lmuC*) is added in the case of Lamassu Type 2. Â
-Lamassu has been suggested to be a large family of defense systems, that can be classified into multiple subtypes:ref{doi=10.1016/j.chom.2022.09.017}.Â
+Lamassu has been suggested to be a large family of defense systems, that can be classified into multiple subtypes :ref{doi=10.1016/j.chom.2022.09.017}.Â
-These systems all encode the *lmuB* gene, and in most cases also comprise *lmuC.* In addition to these two core genes, Lamassu systems of various subtypes encode a third protein, hypothesized to be the Abi effector protein (3). This effector  can be proteins encoding endonuclease domains, SIR2-domains, or even hydrolase domains:ref{doi=10.1016/j.chom.2022.09.017}. Systems of the extended Lamassu-family can be found in 10% of prokaryotic genomes:ref{doi=10.1016/j.chom.2022.09.017}.
+These systems all encode the *lmuB* gene, and in most cases also comprise *lmuC*. In addition to these two core genes, Lamassu systems of various subtypes encode a third protein, hypothesized to be the Abi effector protein. This effector  can be proteins encoding endonuclease domains, SIR2-domains, or even hydrolase domains :ref{doi=10.1016/j.chom.2022.09.017}. Systems of the extended Lamassu-family can be found in 10% of prokaryotic genomes :ref{doi=10.1016/j.chom.2022.09.017}.
-Lamassu were also described as DdmABC in *Vibrio cholerae* :ref{doi=10.1038/s41586-022-04546-y}:ref{doi=10.1101/2022.11.18.517080}. They were found to be antiplasmids and thus to eliminate plasmids from seventh pandemic *Vibrio cholerae* :ref{doi=10.1038/s41586-022-04546-y}.
+Lamassu were also described as DdmABC in *Vibrio cholerae* :ref{doi=10.1038/s41586-022-04546-y, 10.1101/2022.11.18.517080}. They were found to be antiplasmids and thus to eliminate plasmids from seventh pandemic *Vibrio cholerae* :ref{doi=10.1038/s41586-022-04546-y}.
## Molecular mechanism
-Lamassu systems function through abortive infection (Abi), but the molecular mechanism remains to be described. It was shown that, in Vibrio cholerae palindromic DNA sequences that are predicted to form stem-loop hairpin trigger the system:ref{doi=10.1101/2022.11.18.517080}.
+Lamassu systems function through abortive infection (Abi), but the molecular mechanism remains to be described. It was shown that, in Vibrio cholerae palindromic DNA sequences that are predicted to form stem-loop hairpin trigger the system :ref{doi=10.1101/2022.11.18.517080}.
## Example of genomic structure
@@ -44,11 +44,11 @@ Here is an example of a Lamassu-Fam_Cap4_nuclease found in the RefSeq database:
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-Lamassu-Fam_Cap4_nuclease subsystem in the genome of *Pseudomonas sp.* (GCF_016925675.1) is composed of 3 proteins: LmuB_SMC_Hydrolase_protease (WP_205519025.1), LmuC_acc_Cap4_nuclease (WP_205478326.1)and, LmuA_effector_Cap4_nuclease_II (WP_205478325.1).
+Lamassu-Fam_Cap4_nuclease subsystem in the genome of *Pseudomonas sp.* (GCF_016925675.1) is composed of 3 proteins: LmuB_SMC_Hydrolase_protease (WP_205519025.1), LmuC_acc_Cap4_nuclease (WP_205478326.1) and, LmuA_effector_Cap4_nuclease_II (WP_205478325.1).
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-Lamassu-Fam_Mrr subsystem in the genome of *Escherichia coli* (GCF_011404895.1) is composed of 2 proteins: LmuA_effector_Mrr (WP_044864610.1)and, LmuB_SMC_Cap4_nuclease_II (WP_226199836.1).
+Lamassu-Fam_Mrr subsystem in the genome of *Escherichia coli* (GCF_011404895.1) is composed of 2 proteins: LmuA_effector_Mrr (WP_044864610.1) and, LmuB_SMC_Cap4_nuclease_II (WP_226199836.1).
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