Detection of mutations and single-nucleotide polymorphisms is highly important for diagnostic applications. Loop-mediated isothermal amplification (LAMP) is a powerful technique for the rapid and sensitive detection of nucleic acids. However, LAMP traditionally does not possess the ability to resolve single-nucleotide differences within the target sequence. Because of its speed and isothermal nature, LAMP is ideally suited for point-of-care applications in resource-limited settings. Recently, different approaches have been developed and applied to enable single-nucleotide differentiation within target sequences. This Mini-Review highlights advancements in mutation detection using LAMP. Methods involving primer design and modification to enable sequence differentiation are discussed. In addition, the development of probe-based detection methods for mutation detection are also covered.
Detection of mutations and single-nucleotide polymorphisms is highly important for diagnostic applications. Loop-mediated isothermal amplification (LAMP) is a powerful technique for the rapid and sensitive detection of nucleic acids. However, LAMP traditionally does not possess the ability to resolve single-nucleotide differences within the target sequence. Because of its speed and isothermal nature, LAMP is ideally suited for point-of-care applications in resource-limited settings. Recently, different approaches have been developed and applied to enable single-nucleotide differentiation within target sequences. This Mini-Review highlights advancements in mutation detection using LAMP. Methods involving primer design and modification to enable sequence differentiation are discussed. In addition, the development of probe-based detection methods for mutation detection are also covered.
Nucleic acids (NAs)
play a prominent role as biomarkers for a wide
range of diseases. Since its development, polymerase chain reaction
(PCR) has been broadly applied for NA diagnostics and has become the
gold standard for many applications. PCR leverages the unique Watson–Crick
base pairing of NAs to amplify specific sequences through multiple
heating and cooling cycles. To further increase PCR specificity, fluorescent
probes including TaqMan and molecular beacons are often used to discriminate
single nucleotide differences within an amplified sequence. This has
allowed for the development of assays capable of discriminating single-nucleotide
polymorphisms (SNPs) for certain diagnostics such as cancer[1] and multidrug resistant tuberculosis (MDR-TB).[2]While PCR is considered the gold standard
for many diagnostic tests,
there remain formidable drawbacks that prevent its use in resource-limited
settings and peripheral laboratories. Significant hindrances include
the need for sophisticated thermal-cycling equipment and imaging modules
for real-time detection. In addition, some PCR methods require extended
incubation periods (<1 h) and can suffer inhibition from molecules
present in biological matrices.[3] These
limitations increase the difficulty of developing PCR-based diagnostics
that can be performed in nonlaboratory settings.Isothermal
amplification techniques have been developed and applied
for NA detection in order to circumvent the aforementioned drawbacks.
These techniques include, but are not limited to, recombinase polymerase
amplification (RPA),[4] rolling circle-amplification
(RCA),[5] and loop-mediated isothermal amplification
(LAMP).[6] The isothermal nature of these
methods eliminate the need for complex thermal cycling equipment and
high temperatures. In addition, several colorimetric detection methods
have been developed to allow for easy visualization and identification
of positive samples.[7,8]LAMP has been the most popular
and widely implemented isothermal
amplification technique. It relies on 4–6 primers and a DNA
polymerase possessing strong strand displacement activity to amplify
the target NA sequence. A general amplification schematic is shown
in Figure A. These
characteristics have allowed LAMP to achieve equal or lower detection
limits to PCR for certain targets.[9] However,
due to the length of the primers and the concentration that is often
required, LAMP suffers from nonspecific amplification arising from
the formation of primer-dimers.[10]
Figure 1
(A) General
schematic describing LAMP. (B) Illustration of mechanism
for MB-based specific detection of LAMP. Adapted with permission from
ref (29). Copyright
2019 American Chemical Society.
(A) General
schematic describing LAMP. (B) Illustration of mechanism
for MB-based specific detection of LAMP. Adapted with permission from
ref (29). Copyright
2019 American Chemical Society.Traditional detection methods for LAMP include turbidimetry and
the use of dyes to identify when amplification has occurred. Popular
dyes include metal indicators such as hydroxy naphthol blue (HNB)[7] and calcein,[11] which
change color as the Mg2+ concentration decreases during
the progression of the amplification reaction. Other dyes, such as
SYBR Green I,[12] exhibit increased fluorescence
in the presence of double-stranded DNA that is generated during amplification.
These traditional methods are unable to differentiate between amplification
of the desired sequence and spurious amplification occurring from
primer-dimers. Careful primer design and reaction optimization can
be used to minimize nonspecific amplification and avoid false positive
reactions. However, these strategies are unable to provide sufficient
specificity when attempting to achieve single-nucleotide differentiation
in sequences. Differentiating these types of sequences is highly desirable
as they can be an indicator of disease. Therefore, tools capable of
rapidly and accurately identifying these sequences are highly desired.LAMP provides a platform for the rapid identification of sequences
that can be deployed in resource-limited settings. Becherer et al.
recently published a comprehensive review which discusses advancements
made for sequence-specific detection of LAMP.[13] Herein, we discuss recent advances in the development of sequence-specific
LAMP detection methods with particular emphasis on the differentiation
of mutations/single-nucleotide differences. Several different strategies
have been developed and can be broadly categorized into primer- and
probe-based approaches. Primer-based methods rely on primer design
and modification to achieve differentiation of similar sequences.
Probe-based approaches typically involve the modification of LAMP
primers with fluorophore/quencher pairs to provide a sequence-specific
signal.
SNP Detection Using Primer-Based Approaches
Single Enzyme Methods
Ding et al. reported a strategy
for SNP detection called probe-enhanced loop-mediated isothermal amplification
(PE-LAMP).[14] This strategy relies on designing
LAMP primers to contain the SNP within the region of one of the loop-primers.
Differentiation between the wild-type and SNP sequence was achieved
because of the difference in amplification speed. When the loop-primer
that was a perfect complement to the sequence was present, the LAMP
reaction was significantly accelerated compared with when the mismatch
was in the reaction. One important parameter that was identified and
optimized was the length of the loop-primer. It was found that the
shortest (11 nucleotide (nt)) loop-primer tested yielded an amplification
time difference of greater than 40 min between the perfect complement
and SNP. This was likely due to the decreased melting temperature
of the loop-primer and subsequent reduced stability when a mismatch
was present. The method was paired with neutral-red dye for colorimetric
detection, allowing the SNP to be detected when it comprised only
0.1% of the total NA concentration in the sample.A similar
strategy was developed by Itonaga et al. and involved the incorporation
of a peptide-nucleic acid (PNA) and locked nucleic acid (LNA) probe
for the detection of KRAS mutations.[15] This
gene codes for a protein within the RAS/MAPK pathway which is responsible
for relaying signals from the exterior of the cell to the nucleus.
This assay involved the addition of a PNA sequence that was complementary
to the wild-type allele. When the wild-type sequence was present,
the PNA was able to bind resulting in a significant slowing of the
reaction. In addition, a LNA that was complementary to the mutant
sequence was included and this allowed for rapid amplification to
occur only when the mutant allele was present. Calcein was used as
the dye for detection which enabled the use of a real-time qPCR instrument
as well as viewing the reaction containers with the naked eye. The
assay was applied for the mutation detection of four distinct cell
lines. Amplification was unable to be detected from two wild-type
cell lines, while positive reactions were observed for the two mutant
cell lines tested. Moreover, several different ratios of mutant:wild
type DNA were tested to identify the limit of detection of the method.
It was found that the mutant could still be detected down to a 0.1%
mutant to wild-type ratio.An allele-specific LAMP (AS-LAMP)
method was developed by Carlos
et al. that utilized gold nanoparticles functionalized with single-stranded
DNA (ssDNA) for the detection of a SNP responsible for lactose intolerance.[16] This method consisted of performing two parallel
LAMP reactions, which contained an F3 primer that was either complementary
to the wild type or the mutant sequence. The SNP was placed in the
3′ end to prevent amplification from occurring if a mismatched
sequence was present. Gold nanoparticles served as the detection platform
as their visual appearance changed on the basis of the presence of
the amplified target due to aggregation when the target was absent.
A blue color indicated a negative reaction, while a pink appearance
revealed the presence of the target. The capability of the method
to detect the mutation was tested using six biological samples of
each genotype. This approach allowed for discrimination based on the
presence of the correct F3 primer as well as the addition of the ssDNA
functionalized nanoparticles. The ssDNA sequence was complementary
to a portion of the LAMP amplicon facilitating aggregation if the
desired sequence was amplified, in addition to enabling differentiation
between spurious and specific amplification.In another study,
Malpartida-Cardenas et al. developed an AS-LAMP
method for SNP detection.[17] Similar to
the previous study, this work utilized two separate, parallel reactions
to independently identify the mutant and wild-type allele. The strategy
involved the incorporation of two extra primers, termed unmodified
self-stabilizing primers (USSP), to delay amplification of the mismatched
sequence. These primers were designed to possess the SNP at the 5′
end and target the F1 and B1 regions of the LAMP target. In the mutant
reaction, USSPs complementary to the wild-type sequence were added,
while the reverse was done for the wild-type reaction. These primers
competed with the FIP and BIP primers during the loop-formation of
the amplification process, thereby delaying amplification when the
complementary sequence was present. A general overview of the method
is represented in Figure . A wide range of parameters were optimized and tested during
the study to create universal-primer design guidelines. One interesting
result was a comparison of modified and unmodified USSPs. The modified
primers contained a blocking group on the 3′ end and prevented
extension from occurring. Surprisingly, it was found that the modified
primers performed comparably to their unmodified counterparts in some
cases and worse in others. This approach was successfully applied
for the detection of two SNPs responsible for resistance to artemisinin-based
combination therapies in malaria treatment and PIK3CAp.H1047Rbreast cancer mutation.
Figure 2
Allele-specific LAMP using unmodified,
self-stabilizing primers
for SNP detection. Adapted with permission from ref (17). Copyright 2018 American
Chemical Society.
Allele-specific LAMP using unmodified,
self-stabilizing primers
for SNP detection. Adapted with permission from ref (17). Copyright 2018 American
Chemical Society.Several other AS-LAMP
assays have been developed following a similar
strategy by placing the SNP on the 5′ end of both FIP and BIP
primers to delay amplification of the untargeted sequence. Zhang et
al. developed an assay for the detection of CYP2C19 polymorphisms
from clinical samples.[18] Tamura et al.
developed and applied an AS-LAMP assay for the detection of N526 K ftsI mutation of β-lactamase-negative ampicillin-resistant Haemophilus influenzae.[19] This
strategy was also applied for the detection and differentiation of
wild-type and vaccine strains of mink enteritis virus.[20] Differentiation and genotyping of ABO blood
types was also achieved with an AS-LAMP method.[21]An approach was developed by Yongkiettrakul et al.
for SNP detection
of antifoulant resistant Plasmodium falciparum which
employed a lateral-flow dipstick for detection.[22] Primer design was performed manually and contained the
SNP location on the 5′ end of the FIP and BIP primers. A 5′
modified fluorescein isothiocyanate (FITC) primer was used to enable
detection on the lateral flow devices. It was unclear which primer
was modified with biotin to enable the detection.
Multiple Enzyme
Methods
In addition to utilizing primer-design
to detect SNPs, several studies have developed methods that incorporate
additional enzymes in the reaction system. Du et al. developed a strategy
for the detection of the most common KRAS mutation (codon 12, G >
T).[23] The assay involved the RNase H2 enzyme
and a modified BIP primer containing an RNA base at the SNP location
and a 3′ blocker to prevent extension. The RNase H2 enzyme
binds to RNA-DNA duplexes and cleaves the RNA strand, enabling extension
of the primer if the perfect complement is present. If the mismatched
sequence is present, the amplification reaction is significantly delayed.
Initial experiments to demonstrate the specificity of the enzyme for
the desired target were performed by incubating a short oligonucleotide
probe containing an internal FAM fluorophore, a 5′ quencher,
and an RNA base in between the fluorophore–quencher pair. This
probe was incubated with either an oligonucleotide that was complementary
to the probe or contained the SNP and the RNase H2 enzyme. Fluorescence
was measured and observed to increase exponentially when the perfect
complement was present while increasing linearly when the mismatch
was added. A mutation abundance as low as 0.01% could be detected
with this technique. The method was expanded and shown to successfully
discriminate between complement and mismatch when any RNA base was
used (e.g., rA, rU, rC, rG).A different approach by Fu et al.
incorporated a ligase to initiate the LAMP reaction and differentiate
between mismatches.[24] The assay consisted
of two ligation substrates with each forming a part of the stem-loop
dumbbell structure required for LAMP. One substrate was complementary
to both the mutant and wild-type sequence and the other substrate
contained the SNP on the 3′ end as well as another mismatch
2 bases away to further destabilize binding of noncomplementary sequences.
When the mutant sequence was present, hybridization occurred which
allowed for the ligation reaction to occur and subsequent generation
of the dumbbell structure. The generated dumbbell was then transferred
to a separate reaction container where LAMP was performed with additional
BIP and FIP primers. A few parameters tested and optimized included
the addition of a second mismatch in one of the ligation substrates.
Several different conditions were tested which placed the second mismatch
1, 2, 3, 4, and 5 nucleotides away from the 3′ SNP determining
mismatch. It was found that the largest difference in amplification
time between the mutant and wild-type sequences was achieved when
the second mismatch was placed 2 bases away. However, a drawback to
this method was the need for an independent ligase reaction that required
a temperature program (30 heat and cool cycles), which increased the
sample-handling steps, total time, and complexity of instrumentation
required.
Probe-Based Approaches for SNP Detection
Higgins et al. developed a method which utilized a modified loop-primer
probe and endonuclease IV for SNP detection.[25] The probe consisted of the following three components: a 5′
quencher, an abasic site, and an internal fluorophore. This approach
exploits the enhanced endonuclease activity when a double-stranded
abasic site is present. When the mutant sequence was present, the
endonuclease cleaved the abasic site and allowed for the fluorophore
to be displaced by the polymerase, leading to an increase in observed
fluorescence. If the wild-type sequence was present, endonuclease
activity was significantly reduced and little to no fluorescence signal
could be detected. The approach was successfully applied for the single-plex
and multiplex detection of different targets. Multiplexed detection
could occur by choosing different fluorophores in the modified loop-primer.
This approach improves upon TEC-LAMP which utilizes Tth endonuclease IV as the enzyme, as it was unable to differentiate
between SNPs using similar probes.Another probe-based approach
that has been developed involves the
use of strand-displacement probes to achieve discrimination between
perfectly matched sequences and SNPs.[26] These probes were designed to target the single-stranded loop regions
between the F1/F2 and B1/B2 regions of the LAMP target. A representative
schematic of the approach is shown in Figure . Strand-displacement probes were composed
of two components: reporter F and reporter Q. Reporter F was complementary
to the target and is 3′ or 5′ modified with a fluorophore.
Reporter Q hybridizes with reporter F, contains a corresponding quencher,
and is generally shorter than reporter F by 10 nucleotides. In the
presence of the target sequence, reporter F will bind to the target
leading to the displacement of reporter Q, resulting in an increase
in the fluorescence detected. The length of reporter F is critical
in allowing rapid strand-exchange to occur under LAMP conditions.
The SNP-detection capabilities of the method was tested with BRAFV600E, a mutation present in 90% of melanomas. Significantly higher
fluorescence could be observed when reporter F was complementary to
the target sequence. Discrimination was most successful at a temperature
of 60 °C, as higher temperatures potentially reduced the stability
of the reporter F and Q duplex. The method was shown to successfully
detect down to 5% of the mutant allele in the presence of 95% wild-type
sequence.
Figure 3
Schematic representing the specific detection of LAMP using OSD
reporter probes. Adapted with permission from ref (26). Copyright 2015 American
Chemical Society.
Schematic representing the specific detection of LAMP using OSD
reporter probes. Adapted with permission from ref (26). Copyright 2015 American
Chemical Society.The aforementioned approach
was subsequently modified by Du et
al. for the detection of the same target using low cost, commercially
available lateral-flow immunoassay strips (pregnancy tests).[27] A modified reporter was conjugated with human
chorionic gonadotropin (hCG), which could be detected by the pregnancy
strips. Two different approaches were employed, as shown in Figure . It was found that
the large LAMP amplicons were unable to migrate through the lateral
flow device. Therefore, in one approach, a LAMP positive reaction
was indicated by a negative test strip as the hCG modified reporter
was bound to the amplicon and unable to migrate through the lateral-flow
device. Conversely, amplification of the mismatched sequence yielded
a positive signal in the test-band, as the reporter was not incorporated
into the amplicon. Another approach was developed to yield a positive
test strip result in the presence of the target nucleic acid and relied
on a three-way junction reporter that contained a sequence complementary
to the target bound to a magnetic bead and a hCG modified sequence.
In the presence of the complementary sequence, the magnetic bead-labeled
primer hybridized with the target and enabled release of the hCG-labeled
sequence. Upon magnetic separation, the hCG-labeled sequence could
be detected on the lateral-flow device. One disadvantage of strand-displacement
probes is the required preannealing step to make the probe. This adds
an additional step to the process, which increases assay complexity.
Figure 4
Overview
of strand-displacement approaches to achieve detection
of BRAF V600E on commercially available pregnancy test strips. (A)
hCG-modified probe binds to the LAMP amplicon leading to a negative
signal on the test strip. (B) A three-way junction is used that displaces
an hCG modified oligonucleotide during LAMP to yield a positive test
strip when the target is detected. Adapted with permission from ref (27). Copyright 2016 Wiley-VCH.
Overview
of strand-displacement approaches to achieve detection
of BRAFV600E on commercially available pregnancy test strips. (A)
hCG-modified probe binds to the LAMP amplicon leading to a negative
signal on the test strip. (B) A three-way junction is used that displaces
an hCG modified oligonucleotide during LAMP to yield a positive test
strip when the target is detected. Adapted with permission from ref (27). Copyright 2016 Wiley-VCH.Recently, molecular beacons (MBs) have been demonstrated
to impart
sequence-specificity to LAMP detection.[28] MBs are dually labeled with a fluorophore-quencher pair that possess
a hairpin structure that remains closed until a target sequence is
present. Upon hybridization with the target, the probe “opens
up” and leads to an increase in fluorescence. In absence of
the target, the hairpin structure remains closed resulting in minimal
fluorescence. These probes have previously been shown to successfully
detect SNPs using qPCR and show great promise in LAMP assays.Varona et al. demonstrated the successful visual detection of a
SNP by the combined use of a MB and HNB, a traditional nonspecific
indicator of amplification.[29] The strategy
involved the use of a transilluminator for the visual identification
of positive reactions. Figure shows a representative image of the results. When a negative
reaction occurred, strong red fluorescence could be observed due to
the presence of HNB. Strong green fluorescence was observed in the
presence of the perfect complement, while the SNP sequence resulted
in significantly decreased green fluorescence. Several parameters
were optimized in order to achieve the greatest visual differentiation.
The reaction temperature was found to be important to consider as
it allows for greater destabilization between the MB and the mismatched
sequence. HNB concentration was also varied in order to achieve a
clear and distinct signal from the negative samples. A 1% mutation
abundance could be visually differentiated with this method.
Figure 5
MB-LAMP reactions
containing HNB for the target and single-nucleotide
mismatch, as viewed by natural light and under 475 nm irradiation.
Adapted with permission from ref (29). Copyright 2019 American Chemical Society.
MB-LAMP reactions
containing HNB for the target and single-nucleotide
mismatch, as viewed by natural light and under 475 nm irradiation.
Adapted with permission from ref (29). Copyright 2019 American Chemical Society.In a subsequent study, an assay was designed for
the detection
of BRAFV600E with MB-LAMP.[30] Two distinct
MBs possessing two fluorophores (FAM and HEX) that were complementary
to either the wild-type (FAM) or mutant (HEX) alleles were designed.
End point detection was performed with a plate reader, negating the
need for real-time fluorescence measurements and allowing for detection
of 5% mutation abundance using this assay. In addition, the method
could be coupled with polymeric ionic liquid-based solid-phase microextraction
for the isolation of DNA from human plasma in clinically relevant
concentrations, demonstrating its potential in clinical applications.
The biggest challenge associated with MB-LAMP assay implementation
is the MB design. Loop-primers must be carefully chosen to maximize
the stability of the MB to the target while destabilizing the mismatched
sequence. In addition, careful optimization of the stem must be made
to achieve optimal results.Ding et al. developed an interesting
strategy with a MB-like probe
containing an RNA nucleotide in the SNP location as well as incorporating
the use of RNase H2.[31] In this approach,
the hairpin structure of the MB was eliminated, and the probe became
linearized during the amplification process (61 °C). If the complementary
(mutant) sequence was present, the RNase H2 cleaves the RNA nucleotide,
allowing for separation of the fluorophore-quencher pair and accelerated
amplification. Upon completion of the reaction and cooling to room
temperature, high fluorescence could be observed due to cleaving of
the MB by the RNase. However, when the mismatch (wild-type) was present
and the RNase was unable to hydrolyze the probe, the MB remained intact
and formed the hairpin structure upon cooling. A significant decrease
in the observed fluorescence can be observed when reactions containing
the wild-type sequence were performed. A schematic of the method and
visual appearance of the reaction containers is shown in Figure . The developed approach
was applied for the detection of a KRAS mutation with successful detection
being achieved utilizing real-time fluorescence detection and visually
with a transilluminator. Ten copies per reaction could be positively
identified, and a mutation abundance as low as 0.01% was successfully
detected with both methods. Detection was achieved from pure plasmid
DNA as well as genomic DNA from KRAS mutant type cells (LS 174T cell).
Figure 6
(A) Schematic
describing the utilization of cleavable beacon primer
(CBP) and a ribonuclease for SNP detection. (B) Images comparing the
fluorescence from reaction containers containing EvaGreen or the CBP
with or without RNase H2. Adapted with permission from ref (31). Copyright 2019 Royal
Society of Chemistry.
(A) Schematic
describing the utilization of cleavable beacon primer
(CBP) and a ribonuclease for SNP detection. (B) Images comparing the
fluorescence from reaction containers containing EvaGreen or the CBP
with or without RNase H2. Adapted with permission from ref (31). Copyright 2019 Royal
Society of Chemistry.Tani et al. previously
developed a universal probe called the QProbe
for the detection of SNPs following PCR amplification using melt-curve
analysis.[32] This method was later applied
for SNP detection in LAMP by Ayukawa et al.[33] The QProbe is a short, 3′ fluorophore-labeled LNA oligonucleotide.
The complementary sequence of the QProbe is added onto a short sequence
that is complementary to the desired target. A key aspect of the target
sequence is the need for a guanine base at the 5′ end. When
these conditions are satisfied, the target and its complement hybridize,
which brings the QProbe sequence in close proximity to the guanine
base, leading to a quenching of fluorescence. After amplification,
a melt-curve is performed and the derivative of the fluorescence calculated.
Mismatches in the target sequence will lead to decreased duplex stability
and lower melting temperatures. A significant drawback to this method
using LAMP is the need for real-time fluorescence monitoring as well
as precise thermal cycling equipment.A similar strategy employed
by Komura et al. also relied on differential
annealing curves to differentiate between SNPs.[34] In this approach, two separate probes were designed, and
each contained either a fluorophore or quencher of a quencher pair.
These probes were designed to bind in close proximity to each other
within the amplicon, allowing quenching when both probes bound their
respective targets. The quencher probe was designed to contain the
SNP region. Following LAMP, the annealing temperature could be determined
by monitoring the fluorescence; as the temperature decreased, the
quencher probe was able to bind its complementary target at higher
temperatures than the mismatch, resulting in significant difference
in the annealing temperature and allowing for the differentiation
of SNPs.
Conclusions and Outlook
LAMP is a powerful tool for
the rapid amplification of NA sequences
and holds great promise for use in diagnostic applications. In particular,
SNP detection remains a highly relevant and significant field of research.
LAMP has incredible potential for use in SNP detection because of
its speed and low detection limits. This is particularly the case
for point-of-care applications or in resource limited settings where
affordable, rapid, and specific methods are highly desired or absolutely
required. This Mini-Review highlights various methodologies that have
been developed to enable fast and accurate SNP identification. The
development of a robust, universal technique for SNP detection could
allow for LAMP-based systems to be more widely accepted in the diagnostic
industry. In addition, the development of digital LAMP assays capable
of SNP differentiation would be beneficial in order to provide highly
quantitative information from what is typically a qualitative technique.
Authors: Guy Aidelberg; Rachel Aronoff; Tatiana Eliseeva; Francisco Javier Quero; Hortense Vielfaure; Martin Codyre; Kathrin Hadasch; Ariel B Lindner Journal: J Biomol Tech Date: 2021-09
Authors: Carlos Abelardo Dos Santos; Lívia do Carmo Silva; Marcio Neres de Souza Júnior; Geovana de Melo Mendes; Paulo Felipe Neves Estrela; Kézia Gomes de Oliveira; Juliana Santana de Curcio; Paola Cristina Resende; Marilda Mendonça Siqueira; Alex Pauvolid-Corrêa; Gabriela Rodrigues Mendes Duarte; Elisângela de Paula Silveira-Lacerda Journal: Sci Rep Date: 2022-07-07 Impact factor: 4.996