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Posted by Allen Liu under Bio Plex, Luminex, MAGPIX

The Luminex and Bio-Plex platforms output 2 major pieces of data from an acquisition: MFI and bead count.

Let’s focus on MFI which stands for Median Fluoresence Intensity and NOT Mean Fluorescense Intensity.

Why do we use median and not mean?

Simply put, the median statistic is less sensitive to outliers where there is an inherent carryover of about 0.9% from these instruments. That is one of the reasons why Luminex recommends at least a minimum bead count of 35 to get statistically significant data but 50-100 is strongly suggested.

Here is an oversimplified example of why median is preferred over mean. Let’s say we are running a 1-plex with just 2 samples: A high control (well A1) and a low control (well A2). We have set a minimum bead count of 11. You will see in a second why I chose this odd number (no pun intended).

When we push the Acquisition button on our imaginary instrument, it begins reading well A1 with our high control and reads the following fluorescence intensities of 11 individual beads:

7833, 7609, 8335, 6900, 7354, 7234, 8120, 7777 (jackpot!), 7158, 7982, 7083

To figure out the median value, let’s place these readings in numerical order and the middle reading will be our median value.

6900, 7083, 7158, 7234, 7354, 7609, 7833, 7777 (jackpot!), 7982, 8120, 8335

Since we have an odd number of beads, the median value is simply the middle number which in this case is 7609. If this were an even count, we would have to take the average of the middle 2 readings after they are placed in order but that would just be too much work for me to do for this example. 7609 is the MFI value that this instrument would report for this particular analyte in well A1.

After the instrument reaches the minimum bead count for well A1, it moves on to well A2. (The probe actually goes back down in well A1 and spits out some of the leftover sample plus some additional sheath fluid but there is still a good chance there will be left over beads from A1.) Let’s say our imaginary instrument reports the following fluorescent intensities for A2 (our low control):

8001, 209, 7315, 199, 189, 217, 207, 186, 188, 208, 7917

Let’s place these readings in numerical order to figure out the MFI:

186, 188, 189, 199, 207, 208, 209, 217, 7315, 7917, 8001

The MFI value for the same analyte (we’re only doing a 1-plex) in well A2 is 208. Note though, that we had 3 pretty high readings (7315, 7917, 8001) that were most likely carried over from well A1. 3 out of 11 or 28% carryover is insanely high but I just wanted to illustrate this point that even though we had 28% carryover, we still have a respectable median (or MFI) value of 208 =)

If we used the mean fluorescence intensity, our value would be 2258 which is just bananas!

So in conclusion, the median statistic is preferred over the mean because the median is less sensitive to outliers or beads that are carried over from a previous well.

Thanks for tuning in!

If you have any questions or would like an explanation on other aspects of the Luminex technology feel free to comment below and we’ll try our best to address them!

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Think you have what it takes to be a MasterPlex Guru? Take our quick 10-question quiz and see how where you fall on the MasterPlex IQ spectrum. (Answers are available at the end of the quiz)

MasterPlex can analzye data files from which of the following instruments?







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MasterPlex can calculate EC50/IC50 or even EC/IC(anything) values?



On average, how much time does MasterPlex save customers on the time it takes to analyze one plate?





What is the maximum number of wells MasterPlex analyze at one time?






MasterPlex was the first software that was capable of analyzing Luminex data.



MasterPlex allows you to "virtually" increase the plex of your plate by combining wells with different analytes.



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One MasterPlex Network license can be installed on how many computers? (This assumes that all computers are on the same network.)







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Posted by Allen Liu under MasterPlex QT

Getting the Most Out of Your Multiplex Data

Join us for a Webinar on November 17
Space is limited.
Reserve your Webinar seat now at:
https://www1.gotomeeting.com/register/912925441
Join us for our next webinar, Getting the Most Out of Your Multiplex Data, on Wednesday November 17th, 11AM to 12PM PST.

In this complimentary webinar hosted by Hitachi Solutions, presenter Robert Lynde will highlight the power of MasterPlex QT for quantitative analysis of multiplex data.

The sheer volume of multiplex data from the Luminex, Bio-Plex, Meso Scale Discovery (MSD), LiquiChip and the new MAGPIX systems can be quite daunting to work with.  MasterPlex QT is a cross-platform solution that makes quantitative analysis of this data amazingly easy through its intuitive user interface and powerful features such as the Best Fit and Quality Control Manager.

This webinar will take you through a demonstration of the power of MasterPlex QT.  Topics include:

  • File importing
  • Setting up the plate
  • Quality Control Manager
  • Best Fit
  • Viewing & exporting results

Instrument compatibility for MasterPlex QT:

  • Luminex 100 (LX100)
  • Luminex 200 (LX200)
  • Bio-Plex 100
  • Bio-Plex 200
  • FlexMAP 3D
  • MAGPIX
  • LiquiChip 200 Workstation
  • SECTOR Imager 6000
  • SECTOR Imager 2400
  • SECTOR PR 400
  • SECTOR PR 100

Title:   Getting the Most Out of Your Multiplex Data
Date: Wednesday, November 17, 2010
Time: 11:00 AM – 12:00 PM PST
After registering you will receive a confirmation email containing information about joining the Webinar.
System Requirements
PC-based attendees
Required: Windows® 7, Vista, XP or 2003 Server
Macintosh®-based attendees
Required: Mac OS® X 10.4.11 (Tiger®) or newer


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Posted by Allen Liu under MasterPlex QT

What’s New in MasterPlex QT 2010

Join us for a Webinar on August 26
Space is limited.
Reserve your Webinar seat now at:
https://www1.gotomeeting.com/register/250928664
MasterPlex QT 2010 has just been released with a host of great benefits to help you save even more time and improve your data integrity.

Here are some of the new benefits in MasterPlex QT 2010:

Further Time-saving

- Auto calculation for plate templates

- Curve Fit preferences saved in template

- Unknown dilution factors saved in templates    

Improved Data Integrity

- Built-in Quality Control Manager    

- Added new Upper Limit of Detection calculation for QC Manager

New Dose Response Analysis

- EC or IC50 calculation

- EC or IC(anything) calculation

Enhanced Reporting

-  Merged replicate group wells in the Data Table

- Customizable standard curve chart titles & x/y-axes

Expanded Platform Support

-Meso Scale Discovery (MSD) platform compatibility

Title:   What’s New in MasterPlex QT 2010
Date: Thursday, August 26, 2010
Time: 11:00 AM – 12:00 PM PDT
After registering you will receive a confirmation email containing information about joining the Webinar.
System Requirements
PC-based attendees
Required: Windows® 7, Vista, XP, 2003 Server or 2000
Macintosh®-based attendees
Required: Mac OS® X 10.4.11 (Tiger®) or newer


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Posted by Allen Liu under MasterPlex QT

We have listened carefully to our customers’ requests and the result: MasterPlex QT 2010!

Here is a list of what’s new in QT 2010:

  • Acquire Results with One Click
    Templates can now store curve fitting parameters along with all your plate layout information. With a push of a button, your entire plate layout is loaded (along with your standard information) and your results will be automatically calculated for you.
  • Quality Control Manager with new Upper Limit of Detection (ULOD)
    The Quality Control Manager is now included in every copy of MasterPlex QT 2010. In addition, we have now added the ULOD to help further refine your results.

    Upper Limit of Detection

  • Added Compatibility for the Meso Scale Discovery (MSD) Platform
    MasterPlex QT 2010 is now fully compatible with data files from MSD’s MULTI-ARRAY® instruments.
  • More Flexible Data Table
    Results for replicate samples can now be merged together for a cleaner look with a push of the Merge Cells By Group button.

    Merge replicate samples in the Data Table

  • EC50/IC50 Field Available in the Data Table
    The EC50/IC50 values are now available (from 4PL & 5PL curve fits) in the Data Table for report generation via the Columns Selector.

    EC50/IC50 field available in results table

  • EC(anything) or IC(anything) Calculation
    Need to calculate the EC90 value? The new EC(anything) feature can calculate and report any value you need.

    EC(anything) or IC(anything) calculation

  • More Flexible Standard Curve Chart
    You can now customize standard curve chart titles and X&Y axes.

    Customizable Chart Title and X&Y Axes

Try the Free 14-Day Trial of MasterPlex QT 2010!

Are you planning to upgrade from an earlier version of MasterPlex QT?

Here is a list of features from previous versions:

  • MasterPlex QT v4.1
    • Quality Control Manager (optional in v4.1 but it is built into v5)
    • Step-by-step video tutorials to guide the full analysis workflow
    • Copy and paste Group Names
    • Get at-a-glance views of all points on the standard curve by simply hovering over with your mouse
  • MasterPlex QT v4.0
    • New user-friendly interface
    • Added new options for BestFit to optimize for Root Mean Square Error (RMSE) and Least Deviation from %Recovery
    • Plot unknown wells on the standard curve chart
    • Copy and paste Sample Names
    • Compatible with 384-well data.
    • Compatible with xPONENT 3.1 and 4.0
    • Improved Bio-Plex data file compatibility
    • Added 21 CFR Part 11/GxP (GCP, GLP, GMP) compliance module (optional)
    • Added AssayCheX module for easy analysis of the AssayCheX Process Control Panel
  • MasterPlex QT v3.0
    • Normalized data can be viewed in Charts and Reports
    • Analyte names can be edited from the plate panel
    • Double-click to enter edit-mode for data that is editable such as sample name or dilution factor
    • Added HTML viewer to view custom reports
    • Compatible with xPONENT 2.x
  • MasterPlex QT v2.5
    • Full support for Gene Expression data analysis
    • Customizable reports
    • Concurrent network licensing
    • Average, Standard Deviation, and %CV for MFI group replicates can be viewed in the Plate tab
    • Added error bars to bar graphs for replicate groups
    • Automatic outlier detection based on standard deviation
    • Ability to increase plex of the Virtual Plate feature by adding any analyte as a new analyte to an existing Virtual Plate
    • Support for Luminex 100/200 based systems such as IS 2.3
  • MasterPlex QT v2.0
    • Added weighting options for more accurate curve fits
    • Added more reporting options including export to Excel
    • Added intensity map
    • Optimized curve fitting algorithms
    • Errors bars added for replicate standards in the standard curve chart
    • Virtual Plate feature implemented
    • Residual and % Recovery statistics added to the Standard Curve tab
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From Genes to Proteins: Multiplex Assays for Studying Gene Regulation and Cell Function

Join us for a Webinar on June 30
Space is limited.
Reserve your Webinar seat now at:
https://www1.gotomeeting.com/register/347794241
Biomarkers for studying gene regulation and cell function can be efficiently analyzed by multiplexed methods.  Dr. Jim Lazar from OriGene Technologies will provide an overview of four different but related detection technologies that can be used to analyze genetic variants, microRNA expression, transcription factor binding, and protein expression on the Luminex xMAP platform.  OriGene’s broad panel of assays and tools for discovery, analysis and validation of multiple classes of important biomarkers will allow researcher to develop more accurate descriptions of biologically complex systems.
Title:   From Genes to Proteins: Multiplex Assays for Studying Gene Regulation and Cell Function
Date: Wednesday, June 30, 2010
Time: 11:00 AM – 12:00 PM PDT
After registering you will receive a confirmation email containing information about joining the Webinar.
System Requirements
PC-based attendees
Required: Windows® 7, Vista, XP, 2003 Server or 2000
Macintosh®-based attendees
Required: Mac OS® X 10.4.11 (Tiger®) or newer


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Posted by Allen Liu under MasterPlex QT, MasterPlex ReaderFit

We recently had a customer that was interested in MasterPlex QT because his current analysis software for his Bio-Plex instrument was reporting a lot of “OOR < ” or out of range concentration values (below the lower asymptote in this case) for points on the lower end of curve. This is what you would normally expect to see for values that fall below the minimum asymptote BUT the software did not have the capability to use weighting in calculating the lower asymptote which can greatly affect points on the lower part of the curve.
Read the rest of this entry »

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Posted by Allen Liu under MasterPlex QT

We have just added 7 new report templates for you to freely use with the Export Manager in MasterPlex QT v4.x.

As you will see, some of these are capable of outputting some pretty comprehensive statistics such as the lower limit of detection (llod) and conditional formatting where wells that exceed certain thresholds will be marked for you automatically. To view the sample screenshots of each report, click on the Details button.

Please refer to our community forum for detailed instructions on using the Export Manager.

If you would like to have a custom report template created for you, we can provide it as a service.  Please feel free to contact us at info@miraibio.com for details.

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What’s New in this Upgrade?



For MasterPlex QT
  • Quality Control Manager (Optional)
    • Lower Limit of Detection (LLOD) – Automatically calculate your LLOD on a per analyte basis from the mean of the selected background wells plus the number of standard deviations you want defined
    • Percent Coefficient of Variation (% CV) – Define your maximum % CV threshold
    • Extrapolated Values – Automatically exclude extrapolated data from your results

  • Step-by-Step Wizard

    The new step-by-step wizard will guide you along the way from start to end.

  • Tooltip Popups for the Standard Curve

    Get at-a-glance views of all points on the standard curve by simply hovering over with your mouse.

  • Improved Best Fit

    The “Best Fit” feature has been improved to better pick the optimal model equation & weighting algorithm combination.
  • Copy & Paste Group Names

    You can now copy & paste group names just like with sample names.
  • Full Compatibility with FlexMAP 3D data formats
  • Full Compatibility with Multi-plate Batch Files
  • Full Compatibility with .XLSX Files
  • Full Compatibility with Windows XP, Vista, and 7

Download Free Trial Form


For MasterPlex ReaderFit
  • Quality Control Manager (Optional)
    • Lower Limit of Detection (LLOD) – Automatically calculate your LLOD on a per analyte basis from the mean of the selected background wells plus the number of standard deviations you want defined
    • Percent Coefficient of Variation (% CV) – Define your maximum % CV threshold
    • Extrapolated Values – Automatically exclude extrapolated data from your results

  • Step-by-Step Wizard

    The new step-by-step wizard will guide you along the way from start to end.

  • Tooltip Popups for the Standard Curve

    Get at-a-glance views of all points on the standard curve by simply hovering over with your mouse.

  • Improved Best Fit

    The “Best Fit” feature has been improved to better pick the optimal model equation & weighting algorithm combination.
  • Copy & Paste Group Names

    You can now copy & paste group names just like with sample names.
  • Full Compatibility with .XLSX Files
  • Full Compatibility with Windows XP, Vista, and 7

Download Free Trial Form


For MasterPlex EX
  • Step-by-Step Wizard

    The new step-by-step wizard will guide you along the way from start to end.

  • Copy & Paste Group Names

    You can now copy & paste group names just like with sample names.
  • Full Compatibility with .XLSX Files
  • Full Compatibility with Windows XP, Vista, and 7

Download Free Trial Form

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Posted by Allen Liu under MasterPlex QT
Space is limited.
Reserve your Webinar seat now at:
https://www1.gotomeeting.com/register/305193729
A new QC Management tool will be launched in the next 2 weeks as an optional add-on for MasterPlex QT.  Learn how you can easily flag and optionally exclude wells based on:

  • Lower Limit of Detection – Automatically calculate your LLOD on a per analyte basis from the mean of the selected background wells plus the number of standard deviations you want defined
  • % CV - Define your maximum % CV threshold
  • Extrapolated Data - Automatically exclude extrapolated data from your results
  • Manual Configuration – Define upper and lower thresholds based on MFI, Count, and/or Concentration on a per analyte basis
Title: The Wait is Over: A New QC Tool for Luminex/Bio-Plex Analysis
Date: Thursday, January 28, 2010
Time: 11:00 AM – 12:00 PM PST
After registering you will receive a confirmation email containing information about joining the Webinar.
System Requirements
PC-based attendees
Required: Windows® 2000, XP Home, XP Pro, 2003 Server, Vista
Macintosh®-based attendees
Required: Mac OS® X 10.4 (Tiger®) or newer
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Posted by Allen Liu under MasterPlex AssayCheX, MasterPlex QT

The “AssayCheX Process Control Panel for Luminex/Bio-Plex Immunoassays” webinar is now available for viewing on your own time.

The webinar covers the following topics:

  1. AssayCheXTM Process Control Panel: an introduction
  2. The product configuration
  3. Functionality of each microsphere in process control panel
  4. How to use AssayCheX along with current assays
  5. Value provided by AssayCheX process control panel
  6. Data analysis with MasterPlex® QT AssayCheX plug-in

Download the PowerPoint Presentation that accompanies this webinar.

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Posted by Allen Liu under MasterPlex AssayCheX, MasterPlex QT

Join us for a Webinar on Thursday, October 29 from 11AM-12PM PDT.

Space is limited.
Reserve your Webinar seat now at:
https://www1.gotomeeting.com/register/855617145

Learn how you can add a 4-plex Process control panel to any xMAP based immunoassay to evaluate every single well on your plate and save costs by reducing replicates and sample reruns. AssayChex gives you the power to:

  • Verify individual data points
  • Confirm assay performance
  • Troubleshoot with greater ease
  • Instantly flag potential failures
  • Reduce the need for replicates
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