LCMS
More information
WebinarsAbout usContact usTerms of use
LabRulez s.r.o. All rights reserved. Content available under a CC BY-SA 4.0 Attribution-ShareAlike
Author
DataApex
DataApex
Since 1991 DataApex develops and manufactures chromatography data stations. DataApex is constantly striving to provide users with efficient and up-to-date tools for chromatography data processing.
Tags
Article
Product
Software
Video
LinkedIn Logo

How to Handle Missing Compounds in Clarity Chromatographic Calculations

Tu, 7.10.2025
| Original article from: DataApex
Discover how to handle missing compounds in Clarity chromatography software with IFERROR functions. Ensure valid, accurate results even when peaks are missing.
Video placeholder
  • Photo: DataApex: How to handle not-found compounds in your calculations
  • Video: DataApex: How to handle not-found compounds in your calculations 

When processing chromatographic data, it is common to encounter cases where one or more expected compounds are not detected in the chromatogram. In such situations, their amounts are not calculated, and any formula using these missing values produces invalid results.

This issue often arises when calculating the total content of a compound group, where not all forms or isomers are always present. A reliable solution is to apply the IFERROR0 or IFERROR1 functions, which replace missing values with a defined constant (0 or 1). This ensures calculations remain valid even if compounds are absent.

Identifying Missing Compounds

  1. Open the result table and change the report type to “All peaks in calibration.”
  2. If a compound is missing from the chromatogram, no value will be displayed for that compound.

Without intervention, these empty results cannot be used in calculations.

The Role of IFERROR Functions

  • IFERROR0 replaces missing values with 0.
  • IFERROR1 replaces missing values with 1.

This approach is especially useful when summing related compounds—such as isomers—where not all forms are consistently detected.

Practical Example: Calculating Total Tocopherols

In this example, we want to calculate the total amount of tocopherols, which appear in different forms: α-, β-, and γ-tocopherol.

Problem: In the current chromatogram, α-tocopherol is missing, so the calculation of total tocopherols fails.

Step-by-Step Procedure

  1. In the result table, select the User Column used for your calculation.
  2. Right-click and choose Edit User Column.
  3. Apply the IFERROR0 function to each individual component (α-, β-, and γ-tocopherol).
    • This ensures that if one of the peaks is missing, its value will be treated as zero.
  4. Confirm the changes by clicking OK.

Now the total amount of tocopherols is successfully calculated, even though α-tocopherol is absent.

Summary

By using the IFERROR0 and IFERROR1 functions in user columns, you can:

  • Prevent invalid results caused by missing peaks.
  • Automatically substitute missing compounds with zero or one.
  • Ensure robust and reliable calculations of sums or averages across related compounds.

This method is particularly effective when analyzing compound groups in which not all forms are consistently detected.

Conclusion

Handling missing values properly is essential for maintaining accuracy in chromatographic analysis. With IFERROR functions, you can ensure that calculations remain valid and meaningful, even under non-ideal conditions.

For additional tutorials and instructional videos, visit the official YouTube channel of the software provider.

DataApex
LinkedIn Logo
 

Related content

Overcoming Strong Solvent Effects in the Analysis of Vepdegestrant

Applications
| 2026 | Agilent Technologies
Instrumentation
HPLC
Manufacturer
Agilent Technologies
Industries
Pharma & Biopharma

Identification of Double Bond Positions and Relative Acyl Chain Positions in Egg Yolk Phosphatidylcholines Using OAD-TOF System

Applications
| 2026 | Shimadzu
Instrumentation
LC/MS, LC/MS/MS, LC/TOF, LC/HRMS
Manufacturer
Shimadzu
Industries
Food & Agriculture

High Molecular-Weight Polysaccharide Characterization by SEC-MALS Using GTxResolve™ 1000 and 2000 Å SEC Columns

Applications
| 2026 | Waters
Instrumentation
GPC/SEC, Consumables, LC columns
Manufacturer
Waters
Industries
Pharma & Biopharma, Food & Agriculture

Development and Optimization for a Comprehensive LC/MS/MS Method for the Detection of 74 PFAS Compounds

Applications
| 2026 | Agilent Technologies
Instrumentation
LC/MS, LC/MS/MS, LC/QQQ
Manufacturer
Agilent Technologies
Industries
Food & Agriculture

PFAS in Biota: Risk Context & Robust Analytical Solutions

Others
| 2026 | ALS Europe
Instrumentation
Laboratory analysis, LC/MS, LC/MS/MS
Manufacturer
Industries
Environmental
 

Related articles

JUNIOR STAR Grants at UCT Prague: Two talented women from abroad driving innovation in science
Article | Scientists

JUNIOR STAR Grants at UCT Prague: Two talented women from abroad driving innovation in science

Two outstanding early-career researchers at UCT Prague, Filipa Oliveira and Stella Gonsales, received prestigious GAČR JUNIOR STAR grants for innovative research in materials science and sustainable chemistry.
UCT Prague
tag
share
more
Research from IOCB Prague reveals a previously unknown mechanism of genetic transcription
Article | Science and research

Research from IOCB Prague reveals a previously unknown mechanism of genetic transcription

Scientists at IOCB Prague reveal a previously unknown mechanism that initiates gene transcription. Using cryo-EM, they uncover how alarmone molecules enable RNA synthesis under stress.
Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences
tag
share
more
Food Adulteration and How It Is Revealed by Analytical Chemistry
Article | Food

Food Adulteration and How It Is Revealed by Analytical Chemistry

Food adulteration threatens quality and consumer trust. Discover how HPLC and modern chromatographic systems from Watrex Praha help identify oil, honey, and wine adulteration with high confidence.
Watrex Praha
tag
share
more
Affinity, Gel Filtration, Size Exclusion Chromatography: Repurposing Kinase Inhibitors for Malaria
Interview | Video

Affinity, Gel Filtration, Size Exclusion Chromatography: Repurposing Kinase Inhibitors for Malaria

This podcast explores how chromatography (FPLC/SEC) and mass spectrometry support malaria drug discovery, from protein purification and QC to interaction studies and complex sample preparation.
Organomation
tag
share
more
 

Related content

Overcoming Strong Solvent Effects in the Analysis of Vepdegestrant

Applications
| 2026 | Agilent Technologies
Instrumentation
HPLC
Manufacturer
Agilent Technologies
Industries
Pharma & Biopharma

Identification of Double Bond Positions and Relative Acyl Chain Positions in Egg Yolk Phosphatidylcholines Using OAD-TOF System

Applications
| 2026 | Shimadzu
Instrumentation
LC/MS, LC/MS/MS, LC/TOF, LC/HRMS
Manufacturer
Shimadzu
Industries
Food & Agriculture

High Molecular-Weight Polysaccharide Characterization by SEC-MALS Using GTxResolve™ 1000 and 2000 Å SEC Columns

Applications
| 2026 | Waters
Instrumentation
GPC/SEC, Consumables, LC columns
Manufacturer
Waters
Industries
Pharma & Biopharma, Food & Agriculture

Development and Optimization for a Comprehensive LC/MS/MS Method for the Detection of 74 PFAS Compounds

Applications
| 2026 | Agilent Technologies
Instrumentation
LC/MS, LC/MS/MS, LC/QQQ
Manufacturer
Agilent Technologies
Industries
Food & Agriculture

PFAS in Biota: Risk Context & Robust Analytical Solutions

Others
| 2026 | ALS Europe
Instrumentation
Laboratory analysis, LC/MS, LC/MS/MS
Manufacturer
Industries
Environmental
 

Related articles

JUNIOR STAR Grants at UCT Prague: Two talented women from abroad driving innovation in science
Article | Scientists

JUNIOR STAR Grants at UCT Prague: Two talented women from abroad driving innovation in science

Two outstanding early-career researchers at UCT Prague, Filipa Oliveira and Stella Gonsales, received prestigious GAČR JUNIOR STAR grants for innovative research in materials science and sustainable chemistry.
UCT Prague
tag
share
more
Research from IOCB Prague reveals a previously unknown mechanism of genetic transcription
Article | Science and research

Research from IOCB Prague reveals a previously unknown mechanism of genetic transcription

Scientists at IOCB Prague reveal a previously unknown mechanism that initiates gene transcription. Using cryo-EM, they uncover how alarmone molecules enable RNA synthesis under stress.
Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences
tag
share
more
Food Adulteration and How It Is Revealed by Analytical Chemistry
Article | Food

Food Adulteration and How It Is Revealed by Analytical Chemistry

Food adulteration threatens quality and consumer trust. Discover how HPLC and modern chromatographic systems from Watrex Praha help identify oil, honey, and wine adulteration with high confidence.
Watrex Praha
tag
share
more
Affinity, Gel Filtration, Size Exclusion Chromatography: Repurposing Kinase Inhibitors for Malaria
Interview | Video

Affinity, Gel Filtration, Size Exclusion Chromatography: Repurposing Kinase Inhibitors for Malaria

This podcast explores how chromatography (FPLC/SEC) and mass spectrometry support malaria drug discovery, from protein purification and QC to interaction studies and complex sample preparation.
Organomation
tag
share
more
 

Related content

Overcoming Strong Solvent Effects in the Analysis of Vepdegestrant

Applications
| 2026 | Agilent Technologies
Instrumentation
HPLC
Manufacturer
Agilent Technologies
Industries
Pharma & Biopharma

Identification of Double Bond Positions and Relative Acyl Chain Positions in Egg Yolk Phosphatidylcholines Using OAD-TOF System

Applications
| 2026 | Shimadzu
Instrumentation
LC/MS, LC/MS/MS, LC/TOF, LC/HRMS
Manufacturer
Shimadzu
Industries
Food & Agriculture

High Molecular-Weight Polysaccharide Characterization by SEC-MALS Using GTxResolve™ 1000 and 2000 Å SEC Columns

Applications
| 2026 | Waters
Instrumentation
GPC/SEC, Consumables, LC columns
Manufacturer
Waters
Industries
Pharma & Biopharma, Food & Agriculture

Development and Optimization for a Comprehensive LC/MS/MS Method for the Detection of 74 PFAS Compounds

Applications
| 2026 | Agilent Technologies
Instrumentation
LC/MS, LC/MS/MS, LC/QQQ
Manufacturer
Agilent Technologies
Industries
Food & Agriculture

PFAS in Biota: Risk Context & Robust Analytical Solutions

Others
| 2026 | ALS Europe
Instrumentation
Laboratory analysis, LC/MS, LC/MS/MS
Manufacturer
Industries
Environmental
 

Related articles

JUNIOR STAR Grants at UCT Prague: Two talented women from abroad driving innovation in science
Article | Scientists

JUNIOR STAR Grants at UCT Prague: Two talented women from abroad driving innovation in science

Two outstanding early-career researchers at UCT Prague, Filipa Oliveira and Stella Gonsales, received prestigious GAČR JUNIOR STAR grants for innovative research in materials science and sustainable chemistry.
UCT Prague
tag
share
more
Research from IOCB Prague reveals a previously unknown mechanism of genetic transcription
Article | Science and research

Research from IOCB Prague reveals a previously unknown mechanism of genetic transcription

Scientists at IOCB Prague reveal a previously unknown mechanism that initiates gene transcription. Using cryo-EM, they uncover how alarmone molecules enable RNA synthesis under stress.
Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences
tag
share
more
Food Adulteration and How It Is Revealed by Analytical Chemistry
Article | Food

Food Adulteration and How It Is Revealed by Analytical Chemistry

Food adulteration threatens quality and consumer trust. Discover how HPLC and modern chromatographic systems from Watrex Praha help identify oil, honey, and wine adulteration with high confidence.
Watrex Praha
tag
share
more
Affinity, Gel Filtration, Size Exclusion Chromatography: Repurposing Kinase Inhibitors for Malaria
Interview | Video

Affinity, Gel Filtration, Size Exclusion Chromatography: Repurposing Kinase Inhibitors for Malaria

This podcast explores how chromatography (FPLC/SEC) and mass spectrometry support malaria drug discovery, from protein purification and QC to interaction studies and complex sample preparation.
Organomation
tag
share
more
 

Related content

Overcoming Strong Solvent Effects in the Analysis of Vepdegestrant

Applications
| 2026 | Agilent Technologies
Instrumentation
HPLC
Manufacturer
Agilent Technologies
Industries
Pharma & Biopharma

Identification of Double Bond Positions and Relative Acyl Chain Positions in Egg Yolk Phosphatidylcholines Using OAD-TOF System

Applications
| 2026 | Shimadzu
Instrumentation
LC/MS, LC/MS/MS, LC/TOF, LC/HRMS
Manufacturer
Shimadzu
Industries
Food & Agriculture

High Molecular-Weight Polysaccharide Characterization by SEC-MALS Using GTxResolve™ 1000 and 2000 Å SEC Columns

Applications
| 2026 | Waters
Instrumentation
GPC/SEC, Consumables, LC columns
Manufacturer
Waters
Industries
Pharma & Biopharma, Food & Agriculture

Development and Optimization for a Comprehensive LC/MS/MS Method for the Detection of 74 PFAS Compounds

Applications
| 2026 | Agilent Technologies
Instrumentation
LC/MS, LC/MS/MS, LC/QQQ
Manufacturer
Agilent Technologies
Industries
Food & Agriculture

PFAS in Biota: Risk Context & Robust Analytical Solutions

Others
| 2026 | ALS Europe
Instrumentation
Laboratory analysis, LC/MS, LC/MS/MS
Manufacturer
Industries
Environmental
 

Related articles

JUNIOR STAR Grants at UCT Prague: Two talented women from abroad driving innovation in science
Article | Scientists

JUNIOR STAR Grants at UCT Prague: Two talented women from abroad driving innovation in science

Two outstanding early-career researchers at UCT Prague, Filipa Oliveira and Stella Gonsales, received prestigious GAČR JUNIOR STAR grants for innovative research in materials science and sustainable chemistry.
UCT Prague
tag
share
more
Research from IOCB Prague reveals a previously unknown mechanism of genetic transcription
Article | Science and research

Research from IOCB Prague reveals a previously unknown mechanism of genetic transcription

Scientists at IOCB Prague reveal a previously unknown mechanism that initiates gene transcription. Using cryo-EM, they uncover how alarmone molecules enable RNA synthesis under stress.
Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences
tag
share
more
Food Adulteration and How It Is Revealed by Analytical Chemistry
Article | Food

Food Adulteration and How It Is Revealed by Analytical Chemistry

Food adulteration threatens quality and consumer trust. Discover how HPLC and modern chromatographic systems from Watrex Praha help identify oil, honey, and wine adulteration with high confidence.
Watrex Praha
tag
share
more
Affinity, Gel Filtration, Size Exclusion Chromatography: Repurposing Kinase Inhibitors for Malaria
Interview | Video

Affinity, Gel Filtration, Size Exclusion Chromatography: Repurposing Kinase Inhibitors for Malaria

This podcast explores how chromatography (FPLC/SEC) and mass spectrometry support malaria drug discovery, from protein purification and QC to interaction studies and complex sample preparation.
Organomation
tag
share
more
Other projects
GCMS
ICPMS
Follow us
More information
WebinarsAbout usContact usTerms of use
LabRulez s.r.o. All rights reserved. Content available under a CC BY-SA 4.0 Attribution-ShareAlike