International Journal of Nutrition

International Journal of Nutrition

Current Issue Volume No: 5 Issue No: 4

Review-article Article Open Access
  • Available online freely Peer Reviewed
  • Use Of Microfluidic Assays To Develop Reliable And Economic Nucleic Acid Application Technologies, Employing MicroRNAs For The Diagnostic Screening Of Colon Cancer In Human Stool In Low-Resource Settings

    1 GEM Tox Labs, Institute for Research in Biotechnology, 2905 South Memorial Drive, Greenville, NC 27834, USA 

    2 College of Biosystems Engineering and Food Science, Zhejiang University, 866 Yuhangtang Road, Hangzhou, 310058, China; Department of Nutrition & Food Science, National Research Centre, Dokki, Giza, Egypt 

    Abstract

    Isolation methods that employ readily-available inexpensive supplies on the open market, which are reliable, as well as economical, such as nucleic acid amplification techniques (NAAT) based on microfluidic technology in low-resource research settings (LRRS) that meets the ASSURED guidelines are essential to develop a noninvasive diagnostic colon cancer screen in stool using micro(mi)RNA molecules. A combination of a microfluidic-based MiRNA stool test with a reliable rolling circle amplification/detection method applied to the quantification of miRNA molecules, result in an affordable sensitive and specific isothermal method for the noninvasive quantitative detection of miRNAs in LRRS.

    Scientists and engineers have become interested in miRNAs, and they have intensified their efforts to apply emerging simple detection tools to the important bioanalytical challenge of quantifying these small 18-26 nt long molecules. Some of the proposed approaches incorporate novel material, such as simple centrifuges and methods based on microfluidic technology, while others utilize the interesting biological properties of these molecules, such as forming branched RCA structures, allowing for the detection of these biomarker molecules at an attomolar "aM" concentration level, using low cost extraction and isothermal amplification methods in LRRS.

    We have been interested in studying colorectal cancer (CRC) because it is the 3rd most common malignancy worldwide, and stool can be obtained noninvasively from the patients. We have focused in this research on colon cancer (CC) because it is more common in the USA than rectal cancer (RC). The innovation of our approach lies in the exploratory use of an affordable, quantitative miRNA profiling in noninvasive stool samples in LRRS, whose extracted fragile total RNA is stabilized shortly after excretion from stool by commercially available kits, so it does not ever fragment, followed by quantitative standardized analytical tests that are neither labor intensive, nor require expensive instrumentation, in order to develop apanel of novel miRNA genes for the noninvasive diagnostic screening of early left and right sporadic colon cancers, more economically, and with higher sensitivity and specificity than any other colon cancer screening test currently available on the market.

    To show the clinical sensitivity and specificity of the proposed quantitative miRNA test using simple methodologies in LRRS,the miRNA results are to be correlated with FOBT, colonoscopy, and pathology data. Standardization establishes test s performance criteria (sample selection, optimal sample running conditions, preservation and storage), in order to ensure that the assay will perform the same way in any laboratory, by any trained personnel, anywhere in low-resource laboratory settings worldwide.  

    Author Contributions
    Received Dec 09, 2019     Accepted Jun 02, 2020     Published Jun 09, 2020

    Copyright© 2020 E. Ahmed Farid, et al.
    License
    Creative Commons License   This work is licensed under a Creative Commons Attribution 4.0 International License. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

    Competing interests

    The authors have no conflicts of interest to declare.

    Funding Interests:

    Citation:

    E. Ahmed Farid, Gouda Mostafa, C. Ahmed Nancy (2020) Use Of Microfluidic Assays To Develop Reliable And Economic Nucleic Acid Application Technologies, Employing MicroRNAs For The Diagnostic Screening Of Colon Cancer In Human Stool In Low-Resource Settings International Journal of Nutrition. - 5(4):1-29
    DOI 10.14302/issn.2379-7835.ijn-19-3123

    Introduction

    Introduction

    Nucleic acid amplification techniques (NAAT) are becoming an increasingly important part of clinicians’ tool box. Nucleic acid detection today has mainly been confined thus far to wealthy, developed countries or to large centralized facilities in the developing world that can afford resources required to carry out these methods.

    Economic and infrastructural realities dictate that diagnostics for the low-resource settings (LRS) need to be affordable, sensitive, specific, user-friendly, rapid, equipment-free and deliverable to end users (ASSURED) 1. NAAT assays that use quantitative polymerase chain reaction (qPCR) amplification are capable of providing excellent sensitivity and specificity within about 60 min, but generally fail to meet the ASSURED guidelines for simplicity, affordability, rapidity and robustness, equipment-free operation and deliverability because of the need for precise temperature control (use of a thermocycler), skilled personnel and very clean conditions, making it challenging to utilize qPCR in many LRS 2. Recently, there have been significant developments in a class of NAATs that does not require temperature cycling 3. These isothermal amplification techniques use a variety of reaction principles to specifically amplify nucleic acids (NAs) through isothermal melting, exponential amplification and intermediate target generation, and in some cases targets can be detected directly without an instrument, as in loop-mediated amplification (LAMP) 4. Moreover, these NAATs have been shown to be less sensitive to inhibitors than PCR, and in some cases no power or instruments are required, and reagents may be stored in reaction tubes with sufficient stability, thus avoiding the need for a cold-chain during delivery and storage. Use of engineered phase change materials (EPCMs) --such as calcium oxide (CaO) with a temperature set point of 55oC±1 oC as a heat source for LAMP-- to manufacture exothermal chemical heating units has produced consistent and constant-temperature incubators for isothermal NA amplifications that are suitable for a variety of isothermal techniques 5.

    A toe warmer (Heat Factory, Vista, CA) was used as a heat source for a helicase-dependent isothermal amplification (HAD), 65oC±2oC of DNA for 55 min. It consists of a polypropylene bag containing iron, salt, activated carbon, cellulose and vermiculite. When exposed to oxygen in the air, the iron powder oxidizes in an exothermic reaction. The salt serves as a catalyst; the carbon serves to disperse the heat; vermiculite is used as an insulator to maintain the generated heat; and cellulose is a filler. Since the chemical components inside the commercially available toe warmer are fixed, the duration of the reaction as well as the degree of heat generated will mainly depend on air exposure and humidity supply. Relative humidity is important because water on the surface of iron particles can enhance iron oxidation and therefore generate more heat. When this toe warmer is put inside a covered Styrofoam cup that has holes in it, the amount of vapor that interacts with iron particles is dependent on the number of holes on the Styrofoam cup; the more holes, the more vapor can be trapped to react with iron. Thus, by controlling the number of holes in the cup, the temp and duration of the reaction can be manipulated 6.

    Microfluidic-enabled testing is an option in the development of appropriate, easy-to-adapt diagnostic technologies in LSR. It affords several advantages such as low cost, energy efficiency, capacity to perform complex functions in a single device, lightweight and portability for in-field testing, high sensitivity with small sample volumes and a relatively fast output 7. These characteristics make microfluidics a natural fit for portable point-of-care diagnostic systems. A common approach for making diagnostic technologies a feasible option in LRS is to make them completely self-contained and/or purely disposable. In addition to being simple and reliable, they must be robust enough so that little maintenance is needed, and operations can occur at a wide range of ambient temperatures (10 to 40oC), and the device should be functional within the infrastructure of a LSR 8. Hence, the development and use of isothermal amplification devices/ assays in LRS is an attractive option.

    MicroRNAs are short endogenous noncoding RNAs (16-26 nucleotides) that have been associated with cancer 9. Several unique characteristics of miRNAs, including their small size, sequence homology among family members and low abundance in total RNA samples make them difficult to analyze. Northern blot is the standard method for analysis, but it has low sensitivity, is time consuming and requires large amount of samples 10. Locked nucleic acid (LNA) hybridization probes were applied to traditional Northern blotting protocols to assuage several of the aforementioned problems 11. Incorporation of digoxigenin into complementary RNA strands used to visualize Northern blots and an accompanying chemiluminescent readout have reduced the time-to-results from days to hours, and increased the shelf-lives of the probes compared to radioactively labeled strands 12.

    Cloning was one of the first methods used to detect miRNAs 13, but it is not suited for hightroughput analysis. A more recent development has been mirage:miRNA serial analysis of gene expression 14.

    Microarrays allowed simultaneous analysis of multiple samples, but lacked sensitivity & specificity 15. Recent amplification strategies on microarrays using fluorescence 16 or nanoparticles 17 required complex protocols.

    Homogenous methods such as RT-qPCR 18, modified invader assay 19 and ribozyme-based signal amplification 20 have been attempted; however, the short length of miRNAs make their experimental design very sophisticated, and doubly fluorescence-labeled or LNA probes make detection expensive. Electrochemical detection of miRNAs showed a detection limit at 650 fm 23. Rolling circle amplification (RCA) using various probes, several amplification enzymes and a variety of amplification methods has been developed for the ultrasensitive detection of miRNAs, to 1fM 24252627, and is employed in this research to refine and enhance its application & utility for an affordable/sensitive isothermal detection of miRNA in LRS, as detailed below.

    The biomarker discovery approach outlined herein has been designed to test the hypothesis that “quantitative measurement of the expression of a carefully-selected panel of few miRNA genes in stool is a reliable, sensitive and specific diagnostic indicator for early non-invasive screening of colon cancer (CC)”. To prove this hypothesis, it must first be validated in a study, as proposed herein. While scientists may differ about the merits of using a prospective versus a retrospective design, we will use a nested case control epidemiology design that employs a prospective specimen collection, retrospective blind evaluation (PRoBE) of healthy controls and test colon cancer patients 54, as specifically delineated by the National Cancer Institute’s (NCI’s) Early Detection Research Network (EDRN) http://edrn.nci.nih.govfor cancer biomarker discovery studies.

    The innovation of the presented approach lies in “the exploratory use of an affordable, quantitative miRNA profiling in easily obtained noninvasive stool samples, whose extracted fragile total RNA is stabilized shortly after stool excretion by commercially available kits so it does not ever fragment, followed by quantitative analytical tests that are neither labor intensive, nor require expensive instrumentation, to initially develop a panel of novel miRNA genes for the diagnostic screening of early left and right sporadic colon cancer more economically, and with higher sensitivity and specificity than any other colon cancer screening test currently available in LRS”.

    Materials And Methods

    Materials and Methods Needed for this Approach Standardize Sample Acquisition, Processing and Handling; Justify Number of Selected Subjects & Epidemiologically Randomize Selection of Study Population Acquisition of Patients and Specimens for Analysis

    Collaborating clinicians must be made aware of the constraints imposed by working with RNA, and the need to preserve it so it does not ever fragment after extraction of these short ~20 nucleotide-long molecules from human stool. After consenting prospective individuals when they report to the clinic for consult, those individuals (age 18 to 90 years old) not showing polyps, or inflammatory bowel disease such as colitis or diverticulitis, will be asked by their physicians if they wish to participate in the study. If they agree, they or their guardian will be consented, each given a stool collection kit and detailed oral and written collection instructions. Each study subject will collect one 10 g stool sample, in a standardized fashion, in a large 40 cc plastic jacket prior to any bowel preparation. The study nurse will show and ask participants to obtain samples using a clean plastic spoon from both the mucinous layer, which is rich in colonocytes, and the non-mucinous parts of stool in order to have a representation of the entire colon (both right and left side colon) 335155, to be preserved in sterile urine vials overnight at room temperature in the fixative RNALater® (Invitrogen) added at 2.5 ml per 1 g of stool, followed by calling the laboratory personnel to pick up the sample by next morning. Preserved samples will be stored in our labs at -80oC in small aliquots until needed. When ready for analysis, samples will be defrosted at room temp, filtered through a nylon mesh by laboratory personnel at GEM Tox facilities in order to remove the preservative and any debris prior to extraction of total RNA. All laboratory work is carried out and standardized under blind conditions and, in accordance with our institute s Standard Operating Procedures (SOPs) for the handling of biohazardous material.

    MiRNA data are to be analyzed by RCA, and using 80% power in a Power Analysis calculation to detect differences in expression between CC stages and control group at a larger standard deviation and a 75% reduction in the difference, to optain adequate group size of control subjects and colon cancer patients from different stages of colon cancer (adenomas, TNM stage 0-I; TNM stage II; and TNM stages III & IV) selected randomly is an adequate number of samples to test. for the purpose of this study.

    Randomized Selection of Control Human Subjects and Case Patients

    An adequate number of subjects who do not have colon cancer need to be chosed randomly.To avoid bias, and ensure that biomarker selection and outcome assessment does not influence each other, a prospective specimen collection retrospective blinded evaluation (PRoBE) design randomized selection 54 of control subjects and case patients from consented cohort population are chosen without knowing a priori who has what diagnosis, and will want to collect the stool specimen prior to removal of the lesion, in addition to collected consenting specimens on patients undergoing colonoscopy to form a suitable cohort to randomly selected the appropriate number of colon cancers. Then adenoma cases are matched 1 to 1 to the cancer cases for age (+/- 5 years), gender, clinic and month of diagnosis. Similarly, the normal controls from among the collected specimens are matched to the cancer and adenoma cases. If there is no match, the data are liberalized to allow +/- 2 months, in order to have collected a case-case-control group nested in the overall colonoscopy cohort that is collected. The quantitative miRNA analysis by RCA is then carried out on all coded samples at once, with the investigators blind to knowledge of the patients diagnosis, so that no analytical bias is introduced. While there may be some volunteer bias present, which may affect the studied miRNA markers, it is recommended to collecte demographic and clinical data on both groups (those who participated and those who did not) and compare for the following factors: age, gender, race/ethnicity, reason for colonoscopy, diagnoses, so that an assessment can be made at the conclusion of the study as to what degree selection may have affected study results.

    A six aims and a proposed timeline for achieving these aims in a 5 year clinical research study are detailed in Table 1 below:

    Proposed timeline for accomplishing research aims during the 5 years study period
    Method-Aim/Months Aim 1:Standardize sample acquisition,processing and handling & epidem- iologically selectstudy population Aim 2: Standardize total RNA extraction by QA methods & perform RCAs to study miRNAs gene expression at various CC stages Aim 3: Employ epigenetics to study genetic heterogeneity by identifying MSS-MSI phenotypes & investigate promoter methylation in CC stages Aim 4: Finalize accessing test performance characteristics & numerical under-pinning of the proposed RCA approach for CC Aim 5: Use statistical methods for data analyses Aim 6: Provide & carry out alternate standardized methods to achieve study goals, if needed
    1-4 ·········a ·        
    5-8 ········ · ·      
    9-12   ······ ·· · ·· ·
    13-16 ········· ·        
    17-20 ·· ···· ·· · ·      
    21-24   ······ ·· · ·· ·
    25-28 ········· ·        
    29-32 ········ · ·      
    33-36   ······ ·· · ·· ·
    37-40 ·········a ·        
    41-44 ········ · ·      
    45-48   ······ ·· · ·· ·
    49-52 ········· ·        
    53-57 ·· ···· ·· · ·      
    57-60   ······ ·· · ·· ·

    a· = Refers to potential frequency and/or level of effort needed to accomplish/complete project aim.

    1. Standardize sample acquisition, processing and handling; justify number of selected subjects & epidemiologically randomize selection of study population.

    2. Standardize total RNA extraction from stool colonocytes by strict quality assurance (QA) criteria, and perform Rolling Circle Amplification (RCA) to study microRNAs gene expression at various stages (0- IV) of colon cancer (CC) progression.

    3. Employ epigenetic methods to study genetic heterogeneity by identifying MSS & MSI phenotypes, as well as investigating promoter methylation in miRNA genes at various stages of CC Progression

    4. Finalize accessing test performance characteristics of the proposed RCA diagnostic approach for colon cancer.

    5. Use statistical methods for data analyses.

    6. Provide and carry out alternate standardized technical methods for achieving the above aims in the unlikely event that the proposed approach, or the outlined methods fail to achieve study goals.

    Extraction of Standardized Total RNA from Stool Colonocytes by Strict Quality Colonocytes by Strict Quality Assurance (QA) Criteria

    RNA isolation procedures (both automatic and manual), compared to those used for isolation of DNA from stool samples 5472737475767778, are standardized and made simple by us using improved commercially available reagents and kits 335179 to extract high quality total RNA from an environment as hostile as stool 80; thus, shattering the myth that it is difficult to employ RNA as a screening substrate. The trick is to stabilize total RNA shortly after obtaining fresh stool by fixing samples in a chaotropic agent and observing that RNA does not ever fragment thereafter. Fragmented RNA results in poor cDNA synthesis, and ultimately in less than optimal RCA amplification.

    Total RNA can be manually isolate from colon laser capture microdissected (LCM) tissue, and from stool by using Qiagen s RNeasy Isolation Kit® (Qiagen, Valencia, CA) containing a RLT buffer (a guanidinium-based solution) according to manufacturer s instructions, getting the advantage of manufacturer s established validation and quality control standards, thereby increasing the probability of good results. Generally, total RNA isolated from stool is suitable for amplification of miRNAs by RCA without the need to further purify mRNA because purified mRNA involves additional steps, and the increased sensitivity could be balanced for by the potential loss of material 67.

    Isolated RNA in nuclease-free water can be stored at -80oC until needed. It can then be quantified spectrophotometrically at 260 nm. Acquiring sufficient mRNA to analyze from stool or isolated colonocytes is feasible, as each cell contain ~ 20 pg total RNA, and only few nanograms are needed per RCA reaction 81.

    Preparation of dsDNA template

    A total of 50 pmol of forward and reverse oligonucleotides (Invitrogen), according to the sequence of the interrogated miRNA, can be annealed by incubation at 75oC for 5 min, and then slowly cooled to room temperature (~ 30 min). The fill-in reaction to form dsDNA template can be performed in a 20 µl volume containing 10 mM Tris-HCl, 50 mM NaCl, 10 mM MgCl2, 1 mM DTT, 0.25 mM dNTPs and 5U Klenow Fragment (3 - 5 exo) New England Biolabs at 37oC for 1 h. Then the reaction mixture can heated at 75oC for 20 min to inactivate the enzyme, and slowly cooled to room temperature for dscDNA annealing (see Figure 1 A, upper level).

    In Vitro Transcription Reaction

    A total of 20 µl of the above dsDNA template mixture can be added into 30 µl of in vitro transcription buffer containing 0.5 mM NTPs, 40 mM Tris-HCl, 6 mM MgCl2, 10 mM dithiothreitol (DTT), 2 mM spermidine, 100 U ribonuclease inhibitor and 50 U T7 RNA polymerase (New England Biolabs). The reaction can be run at 37oC for 4 h, then 1 U of RNase-free DNase I is added to digest DNA template, followed by purification of precursor miRNAs in transcription mixture with phenol/chloroform extraction. Transcript precursor miRNAs can be examined by running 2% agarose gel, and the concentration is determined spectrophotometrically at a wave length of 260 nm.

    Phosphorylation and Reverse Transcriptase (RT) Reaction

    Before miRNA is reverse transcribed, the RT primer is to be chemically phosphorylated at the 5 end by heating a 0.5 nmol RT primer to 75oC for 5 min, then chilling on ice prior to treatment with kinase. The 50 µl reaction volume containing 50 mM Tris-HCl (pH 8.0), 10 mM MgCl2, 5 mM DTT, 2 mM DTT, 1 mM ATP, 20 U T4 polynucleotide kinase and DNA probe formation can be carried out at 37oC for 2 h, followed by inactivation of the T4 polynucleotide kinase at 65oC for 20 min.

    RT reaction for formation of cDNA from miRNA can be carried out in a 10 µl reaction volume that contains 1µl of total RNA sample, 500 nM 5 -phosphorylated RT primers, 20 U MultiScribeO RT (Applied Biosystems, Foster City, CA) , 50 µM dNTPs and 1X reaction buffer (pH 8.3, 50 mM Tris-HCl, 75 mM KCl and 3 mM MgCl2), followed by the addition of 2.5 U Ribonuclease H at 37oC for 20 min for the degradation of miRNA strand in the RNA-DNA hybrid. These steps can be followed up by probe ligation and rolling circle amplification (see Figure 1 B and Figure 2).

    Principle of isothermal ramification amplification (RAM) for sensitive and real-time quantitative analysis of miRNA. (A) This assay that is based on threshold cycle (CT) principle. It has three coordinated steps: 1. Reverse transcription of miRNA, 2. C-Probe ligation, and 3. Ramification amplification. (B) Dynamic range and sensitivity of Synthetic let-7a (from 103 to 1010 copies per reaction, 10 nM to 1 fM) 26. Principle of a miRNA detection system based on padlock probe recognition of miRNAs and rolling circle amplification (RCA). (A) Padlock probes are linear DNA probes where terminal sequences are designed to specifically recognize and hybridize to two adjacent sequences of a particular miRNA. (B) The padlock probes annealing to the perfectly matching miRNA termplate are circularized upon addition of DNA ligase. (C) After ligation the annealed miRNA serves as a primer for linear rolling circle amplification by a phi29 DNA polymerase. (D) The phi29 DNA polymerase facilitates rolling circle amplification, thereby producing a DNA product containing multiple copies of the miRNA sequence from 24.
    Ligation Followed by Rolling Circle Assay

    Jonstrup et al24 (Figure 2) developed a linearly amplified simple detection system by using miRNA as a template to cyclize padlock probes as a primer for RCA, achieving a detection limit of ~ 10 pm. However, while the method is simple, linear amplifications by itself cannot satisfy the requirements for high detection sensitivity. A T7 exonuclease-assisted cyclic enzymatic (CEAM) amplification is based on nucleases in which one target leads to many cycles of target dependent nuclease cleavage of reporter probes for output signal amplification. Exonuclease III (Exo II), for example, catalyzes the stepwise removal of mononucleotides from the 3 -blunt or recessed terminus of duplex DNA. This unique property of Exo III-based CEAM allowed it to be widely used for optical (fluorescence, UV-Visible, SPR) and also for electrical amplifications for the detecting DNA, proteins and small molecules 82. However, because of the linear nature of the amplification process, it was able to only achieve detection limits in the pico molar (pM) range. Additionally, the limited intrinsic properties of the nucleases used have made earlier CEAMs not applicable to miRNA targets 83.

    Genomic DNA Extraction and MSI Analysis

    For extraction of genomic DNA from stool in a LRS, a manual extraction for stool samples that employs a QIAamp DNA Stool Mini Kit (Qiagen, Valencia, CA), can be used.

    A fast, convenient method for label-free detection of amplified markers, which can be routinely carried out, using genomic DNA isolated from stool colonocytes by the DNA Extraction Kit (Qiagen), on 6 of the 10 Bethesda markers recommended by NCI 122. These include: three mononucleotide repeats (BAT-25, -26 and -40) and three dinucleotide repeats (D2S123, D5S346 and D17S250), which have shown a sensitivity of >96%, and a specificity of >99% for identifying tumors with MMR deficiency. The presence of MSI-H correlates with an older age of diagnosis, the presence of tumors in the proximal colon and female sex. A cut of 30% for markers has been recommended to use for classifying tumors with MSI-H 104. Label-free amplification with reagents found in the Gold Taq Kit (Applied Biosystems) can be used, as details in references 123124. Upon completion of the non-PCR amplifications in foam cups or boxes, the products of each individual sample can be processed by on-chip electrophoresis using a DNA 1000 Lab Chip in the Agilent 2100 Bioanalyzer 125126.

    DNA methylation analysis by MethylLight technology

    Modifying the genomic DNA before non-PCR amplification by sodium metabisulfite treatment 127 can be employed, followed by DNA recovery using a modified Qiagen Viral RNA Mini Kit 128, and eluted DNA samples can be stored at -80oC until needed. Methyl Light analysis can performed by fluorescence-based assay, using β-actin as a reference normalization gene. The % of fully methylated molecule at a specific locus, called PMR, is then calculated 129130. SAS software can be used to determine the statistical significance of the results. The two major molecular CC subgroups (MSS and MSI) can be studied in selected miRNAs, at various stages of CC progression in stool samples as a complex molecular signature using factor analysis (FA) 131, combined with linear discriminate analysis (LDA) 132 to identify the cancer s molecular characteristics.

    Use Statistical Methods for Data Analyses, and Driving a Predictive MiRNA Index (PMI)

    If the difference in miRNA gene expression between healthy and cancer patients and among the stages of cancer at the end of the study is as large and as informative for multiple miRNA genes, suggesting that classification procedures could be based on values exceeding a threshold, then sophisticated classification would not be needed to distinguish between the two study groups. However, if inconsistent differences on large samples are found, then it is recommended to use predictive classification methods, as detailed below.

    The goal in predictive classification will be to assign cases to predefined classes based on information collected from the cases. In the simplest setting, the classes (i.e., tumors) are labeled cancerous and non-cancerous. Statistical analyses for predictive classification of the information collected (i.e., microarrays and qPCR on miRNA genes) attempt to approximate an optimal classifier. Classification can be linear, nonlinear, or nonparametric 140141. The miRNA expression data are to be analyzed first with parametric statistics such as Student t-test or analysis of variance (ANOVA) if data distribution is random, or with nonparametric Kruskall-Wallis, Mann-Whitney and Fisher exact tests, if distribution is not random 142. If needed, complicated models as multivariate analysis and logistic discrimination 143 can also be employed.

    False positive discovery rates (expected portion of incorrect assignment among the expected assignments) can also be assessed by statistical methods 144145146147, as it could reflect on the effectiveness of test because of the need to do follow up tests on false positives. The number of optimal miRNA genes needed to achieve an optimum gene panel for predicting carcinogenesis in stool can also be established by statistical methods.

    For the corrected index, cross-validation 148 can be used to: protect against overfitting, address the difficulties with using the data to both fit, assess the fit of the model, and determine the number of samples needed for a cancer study, where the expected proportion of genes expression common to two independently randomly selected samples is estimated to be between 20% and 50% 144. Efron and Tibshirani 149 suggested dividing the data into 10 equal parts and using one part to assess the model produced by the other nine; this is repeated for each of the 10 parts. Cross-validation provides a more realistic estimate of the misclassification rate. The area under the ROC curves, in which sensitivity is plotted as a function of (1 - specificity), can be employed to describe the trade-off between sensitivity and specificity 150151.

    Power analysis can be implemented for estimating sample size in such a study 152. Moreover, power analysis, as well as first and second order validation studies can be carried out to access the degree of separation and reproducibility of our data 153.

    Principal component analysis (PCA) 154, which is a multivariate dimension reduction technique to simplify grouping of genes that show aberrant expression from those not showing expression, or a much reduced expression, can be employed. In cases where several genes by themselves appear to offer distinct & clear separation between control or cancer cases in stool samples, a predictive miRNA Index (PMI) may not be needed.

    If by the end of the study, the miRNA gene panel (or a derived PMI) is better than existing screening methods, all of the data generated can be used to assess the model so over-fitting is not a concern. The level of gene expression can be displayed in a database using parallel coordinate plots 155156 produced by the lattice package in R (version 2.9.0, The R Foundation for Statistical Computing, http://cran.r-project.org), and S-plus software (Insightful Corporation, Seattle, WA). Other packages such as GESS (Gene Expression Statistical System) published by NCSS (www.ncss.com) can also be employed, with each subject having his or her medical record number as the key ID for merging various tables in the database.

    If results show that individual miRNA genes offer distinct and clear separation between control and cancer, there will be not need to derive a predictive miRNA index (PMI) 157158. It may, however, be necessary to do so if data were not supportive. In this case, results of the quantitative expression of the miRNA genes can be used to determine a cutoff for a positive result. PMI results above or below the cutoff are to considered positive or negative, respectively, in all subsequent studies. Resulting data can then be then used to check the sensitivity and specificity of the index using a two by two matrix (Table 2) 159. If the sensitivity falls below 90% or the specificity falls below 95%, forthcoming data using additional miRNA genes can then be used with linear or logistic discriminant analysis to refine the index.

    % Sensitivity = TP x 100

    TP + FN

    % Specificity = TN x 100

    FP + TN

    Predictive MicroRNA Index (PMI)
    Cancer Cases Tue Positive (TP) False Negative (FN)
    Normal Subjects False Positive (FP) True Negative (TN)
    Alternate Standardized Technical Methods for Achieving the Above Research Aims

    Above methods represent the most practical, least labor-intensive and economical approach to accomplish research aims. However, in few problematic samples (<5%) in control, or pre-malignant or malignant cases, it may be necessary to use other methods. However, because the error rate is so small and would occur in control and cases, adopting different extraction/analyses methods will not bias results.

    Manual Extraction of Total RNA from Problematic Samples Using the AGPC Method

    In very few samples, inhibitors present in stool may make it difficult to isolate RNA using Qiagen kits that provide the advantage of manufacturer's established validation and QC standards. In such cases, RNA can be manually isolated by a modification of the classical acid guanidinium thiocyanate-phenol-chloroform (AGPC) method 160, using chaotropic guanidinium thiocyanate (GSC) that inactivates ribonucleases and most microorganisms.

    Use of a Plate Assay to Study MicroRNA Expression

    Signosis, Inc., Sunnyvale, CA (www.signosisinc.com) introduced high throughput plate assay for monitoring individual miRNAs, without the need to carry out a RT reaction. In that assay one of the bridge oligos partially hybridizes with the miRNA molecule and the capture oligo, and another bridge forms a hybrid between the miRNA molecule and the detection oligo. The hybrid that is sensitive to the miRNA sequence is immobilized onto a plate and detected by a streptavidin-horse radish peroxidase conjugate and chemiluminescent substrate using a plate reader. One oligonucleotide difference prevents hybrid formation; thus miRNA isoform could be differentiated.

    Carry out miRNA Measurements from Exosomes and Microvessicles Extracted from Stool

    MiRNAs are resistant to ribonucleases present in stool, probably by inclusion in lipid or lipoprotein complexes 161 in either microvessicles (up to 1 µm), or in small membrane vesicles of endocytic origin known as exosomes (50-100 nm) 162. The mechanism of release of miRNAs from exosomes and microvesicles is unclear, although an apoptotic delivery candidate is shed from cells during apoptosis 163. Exosomes released from human and murine mast cell lines were shown to contain mRNAs and miRNAs 164. MiRNAs in microvessicles regulate cellular differentiation of blood cells and certain metabolic pathways, and modulate immune functions 165. MiRNA signatures of tumor-derived exosomes function as diagnostic markers in ovarian cancer, and tumor-derived miRNA profiles are not significantly different from exosomal miRNA profiles 166. Exosomal miRNAs was extracted from stool colonocytes by differential centrifugation, followed by filtration through 0.22 µm filters to remove cell debris, total RNA extracted by Trizol & concentration measured spectrophotometrically at λ 280 167.

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