Difference between revisions of "Template:Past, Present, and Future of Cannabis Laboratory Testing and Regulation in the United States/Laboratory testing of cannabis/Software"

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(Updated for upcoming fourth edition)
 
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===3.6 Software===
===3.6 Software===
Laboratories increasingly depend on software to analyze, store, and share critical data from instruments and experiments.<ref name="VI11">{{cite web |url=http://www.virtualinformatics.com/content/Laboratory_informatics.htm |archiveurl=http://web.archive.org/web/20150425070143/http://virtualinformatics.com/content/Laboratory_informatics.htm |title=Laboratory Informatics |publisher=virtualinformatics.com |date=09 April 2011 |archivedate=25 April 2015 |accessdate=17 February 2017}}</ref> This has led to the development of laboratory-specific software like the [[laboratory information management system]] (LIMS), [[electronic laboratory notebook]] (ELN), and [[chromatography data system]] (CDS; sometimes CDMS). These and other software systems such as "seed-to-sale" programs can also play an important role in the cannabis testing laboratory.
Laboratories increasingly depend on software to analyze, store, and share critical data from instruments and experiments.<ref name="VI11">{{cite web |url=http://www.virtualinformatics.com/content/Laboratory_informatics.htm |archiveurl=http://web.archive.org/web/20150425070143/http://virtualinformatics.com/content/Laboratory_informatics.htm |title=Laboratory Informatics |publisher=virtualinformatics.com |date=09 April 2011 |archivedate=25 April 2015 |accessdate=05 August 2022}}</ref> This has led to the development of laboratory-specific software like the [[laboratory information management system]] (LIMS), [[electronic laboratory notebook]] (ELN), and [[chromatography data system]] (CDS; sometimes CDMS). These and other software systems such as "seed-to-sale" programs can also play an important role in the cannabis testing laboratory.


====3.6.1 LIMS====
====3.6.1 LIMS====
Laboratories of all types use LIMS software to manage the wide variety of data, testing and analysis [[workflow]]s, and other enterprise activities typical of them. This generally includes—but is not limited to—sample receipt, workflow management, sample tracking and analysis, [[Laboratory quality control|quality control]], instrument data management, data storage, reporting and document management.<ref name="SkobelevLab11">{{cite journal |title=Laboratory information management systems in the work of the analytic laboratory |journal=Measurement Techniques |author=Skobelev, D.O.; Zaytseva, T.M.; Kozlov, A.D. et al. |volume=53 |issue=10 |pages=1182–1189 |year=2011 |doi=10.1007/s11018-011-9638-7}}</ref> The cannabis testing laboratory is no exception, though its activities differ slightly from, for example, a clinical pathology laboratory. As such, a few additional features outside of what's typically found in a generic LIMS are required.
Laboratories of all types use LIMS software to manage the wide variety of data, testing and analysis [[workflow]]s, and other enterprise activities typical of them. This generally includes—but is not limited to—sample reception, workflow management, sample tracking and analysis, [[Laboratory quality control|quality control]], instrument data management, data storage, reporting, and document management.<ref name="SkobelevLab11">{{cite journal |title=Laboratory information management systems in the work of the analytic laboratory |journal=Measurement Techniques |author=Skobelev, D.O.; Zaytseva, T.M.; Kozlov, A.D. et al. |volume=53 |issue=10 |pages=1182–1189 |year=2011 |doi=10.1007/s11018-011-9638-7}}</ref> The cannabis testing laboratory is no exception, though its activities differ slightly from, for example, a clinical pathology laboratory. As such, a few additional features outside of what's typically found in a generic LIMS are required.


Features that may be incorporated into a cannabis testing LIMS that you might not necessarily find in an all-purpose LIMS include<ref name="BirosUsing15">{{cite web |url=https://www.cannabisindustryjournal.com/feature_article/using-lims-in-cannabis-laboratories/ |title=Using LIMS in Cannabis Laboratories |author=Biros, A.G. |work=Cannabis Industry Journal |publisher=Innovative Publishing Co. LLC |date=23 October 2015 |accessdate=21 June 2019}}</ref><ref name="PromiumELIMSCanna">{{cite web |url=https://www.promium.com/markets/cannabis/ |title=LIMS for Cannabis Testing |publisher=Promium, LLC |accessdate=21 June 2019}}</ref><ref name="LLLIMSCanna">{{cite web |url=https://www.lablynxpress.com/index.php?title=LabLynx_LIMS_-_Cannabis |title=LabLynx LIMS - Cannabis |publisher=LabLynx, Inc |date=20 January 2017 |accessdate=21 June 2019}}</ref><ref name="AudinoManag18">{{cite web |url=https://cannabisindustryjournal.com/feature_article/managing-cannabis-testing-lab-workflows-using-lims/ |title=Managing Cannabis Testing Lab Workflows Using LIMS |author=Audino, S. |work=Cannabis Industry Journal |date=07 February 2018 |accessdate=13 January 2021}}</ref><ref name="PaszkoSelecting18">{{cite web |url=https://www.labcompare.com/10-Featured-Articles/354722-Selecting-a-LIMS-for-the-Cannabis-Industry/ |title=Selecting a LIMS for the Cannabis Industry |author=Paszko, C. |work=LabCompare |date=27 November 2018 |accessdate=21 June 2019}}</ref>:
Features that may be incorporated into a cannabis testing LIMS that you might not necessarily find in an all-purpose LIMS include<ref name="BirosUsing15">{{cite web |url=https://cannabisindustryjournal.com/feature_article/using-lims-in-cannabis-laboratories/ |title=Using LIMS in Cannabis Laboratories |author=Biros, A.G. |work=Cannabis Industry Journal |publisher=Innovative Publishing Co. LLC |date=23 October 2015 |accessdate=05 August 2022}}</ref><ref name="PromiumELIMSCanna">{{cite web |url=https://www.promium.com/markets/cannabis-cbd// |title=LIMS for Cannabis Testing |publisher=Promium, LLC |accessdate=05 August 2022}}</ref><ref name="LLLIMSCanna">{{cite web |url=https://www.lablynxpress.com/index.php?title=LabLynx_LIMS_-_Cannabis |title=LabLynx LIMS - Cannabis |publisher=LabLynx, Inc |date=20 January 2017 |accessdate=05 August 2022}}</ref><ref name="AudinoManag18">{{cite web |url=https://cannabisindustryjournal.com/feature_article/managing-cannabis-testing-lab-workflows-using-lims/ |title=Managing Cannabis Testing Lab Workflows Using LIMS |author=Audino, S. |work=Cannabis Industry Journal |date=07 February 2018 |accessdate=05 August 2022}}</ref><ref name="PaszkoSelecting18">{{cite web |url=https://www.labcompare.com/10-Featured-Articles/354722-Selecting-a-LIMS-for-the-Cannabis-Industry/ |title=Selecting a LIMS for the Cannabis Industry |author=Paszko, C. |work=LabCompare |date=27 November 2018 |accessdate=05 August 2022}}</ref>:


* sample loading screens optimized for the industry, including differentiation between medical and recreational marijuana
* sample loading screens optimized for the industry, including differentiation between medical and recreational marijuana
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   | style="background-color:white; padding-left:10px; padding-right:10px;"|[[CGM LABDAQ]]
   | style="background-color:white; padding-left:10px; padding-right:10px;"|[[CGM LABDAQ]]
   | style="background-color:white; padding-left:10px; padding-right:10px;"|CompuGroup Medical AG
   | style="background-color:white; padding-left:10px; padding-right:10px;"|CompuGroup Medical AG
|-
  | style="background-color:white; padding-left:10px; padding-right:10px;"|[[Clin1 Cannabis LIS]]
  | style="background-color:white; padding-left:10px; padding-right:10px;"|Clin1, LLC
  |-
  |-
   | style="background-color:white; padding-left:10px; padding-right:10px;"|[[CloudLIMS|CloudLIMS and FreeLIMS]]
   | style="background-color:white; padding-left:10px; padding-right:10px;"|[[CloudLIMS|CloudLIMS and FreeLIMS]]
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   | style="background-color:white; padding-left:10px; padding-right:10px;"|[[LabFlow]]
   | style="background-color:white; padding-left:10px; padding-right:10px;"|[[LabFlow]]
   | style="background-color:white; padding-left:10px; padding-right:10px;"|AINZ Corp.
   | style="background-color:white; padding-left:10px; padding-right:10px;"|AINZ Corp.
|-
  | style="background-color:white; padding-left:10px; padding-right:10px;"|[[LabLite SQL LIMS]]
  | style="background-color:white; padding-left:10px; padding-right:10px;"|LabLite, LLC
  |-
  |-
   | style="background-color:white; padding-left:10px; padding-right:10px;"|[[LIMS ABC]]
   | style="background-color:white; padding-left:10px; padding-right:10px;"|[[LIMS ABC]]
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====3.6.2 CDS====
====3.6.2 CDS====
Scientists on the research side of cannabis are certainly using CDSs from Agilent, Thermo Scientific, Waters, and other to manage the data coming out of their chromatography equipment<ref name="PurschkeDevelop16">{{cite journal |title=Development and validation of an automated liquid-liquid extraction GC/MS method for the determination of THC, 11-OH-THC, and free THC-carboxylic acid (THC-COOH) from blood serum |journal=Analytical and Bioanalytical Chemistry |author=Purschke, K.; Heinl, S.; Lerch, O. et al. |volume=408 |issue=16 |pages=4379-88 |year=2016 |doi=10.1007/s00216-016-9537-5 |pmid=27116418 |pmc=PMC4875941}}</ref><ref name="AlbertiniDeterm15">{{cite web |url=http://tools.thermofisher.com/content/sfs/posters/PO-GC-MS-THC-Metabolites-Triple-Quad-EN.pdf |format=PDF |title=Determination of Tetrahydrocannabinol (THC) and Its Main Metabolites Using GC Triple Quadrupole Mass Spectrometry |author=Albertini, T.; Caruso, A. |publisher=Thermo Fisher Scientific |date=2015 |accessdate=17 February 2017}}</ref><ref name="LaytonAnalysis17">{{cite web |url=https://www.perkinelmer.com/lab-solutions/resources/docs/APP_Analysis-of-Cannabinoids-in-Hemp-Seed-Oils-by-HPLC-012317_01.pdf |format=PDF |title=Analysis of Cannabinoids in Hemp Seed Oils by HPLC Using PDA Detection |author=Layton, C.; Reuter, W.M. |publisher=PerkinElmer, Inc |date=23 January 2017 |accessdate=17 February 2017}}</ref>, and slowly but surely some of those CDSs are beginning to also support spectrometer data management in a similar way.<ref name="DaviesCentral16">{{cite web |url=https://www.spectroscopyeurope.com/td-column/central-spectroscopic-data-systems-why-are-chromatographers-so-much-better-equipped |title=Central spectroscopic data systems: Why are chromatographers so much better equipped? |author=Davies, A.N. |work=Spectroscopy Europe |publisher=John Wiley & Sons Ltd; IM Publications LLP |date=12 April 2016 |accessdate=21 June 2019}}</ref> Additionally, some chromatography system developers will collaborate with CDS vendors to develop software drivers—code that essentially acts as a translator between a device and a program—so chromatography devices can interact fully with the CDS.<ref name="ShimadzuWaters">{{cite web |url=http://www.ssi.shimadzu.com/products/product.cfm?product=gcdriver |archiveurl=https://web.archive.org/web/20160624211051/http://www.ssi.shimadzu.com/products/product.cfm?product=gcdriver |title=Waters Empower Shimadzu GC Driver Version 2 |publisher=Shimadzu Scientific Instruments |archivedate=24 June 2016 |accessdate=21 June 2019}}</ref>
Scientists on the research side of cannabis are certainly using CDSs from Agilent, Thermo Scientific, Waters, and other to manage the data coming out of their chromatography equipment<ref name="PurschkeDevelop16">{{cite journal |title=Development and validation of an automated liquid-liquid extraction GC/MS method for the determination of THC, 11-OH-THC, and free THC-carboxylic acid (THC-COOH) from blood serum |journal=Analytical and Bioanalytical Chemistry |author=Purschke, K.; Heinl, S.; Lerch, O. et al. |volume=408 |issue=16 |pages=4379-88 |year=2016 |doi=10.1007/s00216-016-9537-5 |pmid=27116418 |pmc=PMC4875941}}</ref><ref name="AlbertiniDeterm15">{{cite web |url=http://tools.thermofisher.com/content/sfs/posters/PO-GC-MS-THC-Metabolites-Triple-Quad-EN.pdf |format=PDF |title=Determination of Tetrahydrocannabinol (THC) and Its Main Metabolites Using GC Triple Quadrupole Mass Spectrometry |author=Albertini, T.; Caruso, A. |publisher=Thermo Fisher Scientific |date=2015 |accessdate=05 August 2022}}</ref><ref name="LaytonAnalysis17">{{cite web |url=https://resources.perkinelmer.com/lab-solutions/resources/docs/app_analysis-of-cannabinoids-in-hemp-seed-oils-by-hplc-012317_01.pdf |format=PDF |title=Analysis of Cannabinoids in Hemp Seed Oils by HPLC Using PDA Detection |author=Layton, C.; Reuter, W.M. |publisher=PerkinElmer, Inc |date=23 January 2017 |accessdate=05 August 2022}}</ref>, and slowly but surely some of those CDSs are beginning to also support spectrometer data management in a similar way.<ref name="DaviesCentral16">{{cite web |url=https://www.spectroscopyeurope.com/td-column/central-spectroscopic-data-systems-why-are-chromatographers-so-much-better-equipped |title=Central spectroscopic data systems: Why are chromatographers so much better equipped? |author=Davies, A.N. |work=Spectroscopy Europe |publisher=John Wiley & Sons Ltd; IM Publications LLP |date=12 April 2016 |accessdate=05 August 2022}}</ref> Additionally, some chromatography system developers will collaborate with CDS vendors to develop software drivers—code that essentially acts as a translator between a device and a program—so chromatography devices can interact fully with the CDS.<ref name="ShimadzuWaters">{{cite web |url=http://www.ssi.shimadzu.com/products/product.cfm?product=gcdriver |archiveurl=https://web.archive.org/web/20160624211051/http://www.ssi.shimadzu.com/products/product.cfm?product=gcdriver |title=Waters Empower Shimadzu GC Driver Version 2 |publisher=Shimadzu Scientific Instruments |archivedate=24 June 2016 |accessdate=05 August 2022}}</ref>


The CDS likely has a place in the cannabis testing lab as well, though it may depend on the lab's data management needs and goals. In more complex labs with multiple instruments and significant daily processing workflows, a LIMS may make more practical sense.
The CDS likely has a place in the cannabis testing lab as well, though it may depend on the lab's data management needs and goals. In more complex labs with multiple instruments and significant daily processing workflows, a LIMS may make more practical sense.
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====3.6.3 Seed-to-sale====
====3.6.3 Seed-to-sale====
The use of [[seed-to-sale]] software is an emerging trend that is only tangentially related to laboratory testing of cannabis. Rather than at testing laboratories, seed-to-sale software is found at cultivation sites, production facilities, and dispensaries, and that software is typically designed to be able to integrate with testing laboratory or other software. The goal: create a complete record of transaction, from the grown plant to the lab, producer, and seller. This sort of tracking is mandated in various ways by many U.S. states with legalization laws. "It’s there to prevent the diversion of marijuana, which the federal government still lists as a Schedule I substance, the most dangerous class of drugs," wrote Daniel Rothberg of the ''Las Vegas Sun'' in December 2015. "Tracking also ensures product safety, assists with audits and helps facilitate recalls."<ref name="RothbergSoft15">{{cite web |url=http://www.govtech.com/state/Software-Firms-Benefit-from-Governments-Seed-to-Sale-Marijuana-Tracking.html |title=Software Firms Benefit from Government’s Seed-to-Sale Marijuana Tracking |author=Rothberg, D. |work=Government Technology |publisher=e.Republic, Inc |date=29 December 2015 |accessdate=21 February 2017}}</ref> This type of software is able to track plant yields, attempted theft or diversion, patient preferences, extraction methods, batch weights, and various financial statistics for analysis.<ref name="SmythTrack16">{{cite web |url=https://mjfreeway.com/blog/track-and-trace-vs-seed-to-sale |title=Track and Trace vs. Seed to Sale |author=Smyth, H. |work=MJ Freeway Blog |publisher=MJ Freeway, LLC |date=21 June 2016 |accessdate=21 February 2017}}</ref><ref name="RothbergSoft15" />
The use of [[seed-to-sale]] software is a growing trend that is only tangentially related to laboratory testing of cannabis. Rather than at testing laboratories, seed-to-sale software is found at cultivation sites, production facilities, and dispensaries, and that software is typically designed to be able to integrate with testing laboratory or other software. The goal: create a complete record of transaction, from the grown plant to the lab, producer, and seller. This sort of tracking is mandated in various ways by many U.S. states with legalization laws. "It’s there to prevent the diversion of marijuana, which the federal government still lists as a Schedule I substance, the most dangerous class of drugs," wrote Daniel Rothberg of the ''Las Vegas Sun'' in December 2015. "Tracking also ensures product safety, assists with audits, and helps facilitate recalls."<ref name="RothbergSoft15">{{cite web |url=https://www.govtech.com/data/software-firms-benefit-from-governments-seed-to-sale-marijuana-tracking.html |title=Software Firms Benefit from Government’s Seed-to-Sale Marijuana Tracking |author=Rothberg, D. |work=Government Technology |publisher=e.Republic, Inc |date=29 December 2015 |accessdate=05 August 2022}}</ref> This type of software is able to track plant yields, attempted theft or diversion, patient preferences, extraction methods, batch weights, and various financial statistics for analysis.<ref name="SmythTrack16">{{cite web |url=https://mjplatform.com/blog/track-and-trace-vs-seed-to-sale/ |title=Track and Trace vs. Seed to Sale |author=Smyth, H. |work=MJ Freeway Blog |publisher=MJ Freeway, LLC |date=21 June 2016 |accessdate=05 August 2022}}</ref><ref name="RothbergSoft15" />


'''Seed-to-sale software vendors'''
'''Seed-to-sale software vendors'''


The following vendors are a representative sample of those who offer a seed-to-sale system for the cannabis industry:  
The following vendors are a representative sample of those that offer a seed-to-sale system for the cannabis industry:  


* [https://ampleorganics.com/ Ample Organics, Inc. - Ample Organics]
* [https://ampleorganics.com/ Ample Organics, Inc. - Ample Organics]
* [https://www.biotrack.com/government-seed-to-sale-tracking/ Bio-Tech Medical Software, Inc. - BioTrackTHC]
* [https://www.biotrack.com/government-seed-to-sale-tracking/ Bio-Tech Medical Software, Inc. - BioTrackTHC]
* [https://www.chetu.com/agriculture/seed-to-sale.php Chetu, Inc. - Custom software solutions]
* [https://www.chetu.com/agriculture/seed-to-sale.php Chetu, Inc. - Custom software solutions]
* [https://business.dutchie.com/greenbits Courier Plus, Inc. dba Dutchie - Green Bits]
* [https://bedauntless.com/ Dauntless Software, Inc. - Dauntless Retail]
* [https://bedauntless.com/ Dauntless Software, Inc. - Dauntless Retail]
* [https://www.canix.com Entrc, Inc. - Canix]
* [https://nugistics.io EPIC Group, LLC dba Nugistics - Nugistics]
* [https://www.viridiansciences.com/ Far-From-Groove'N, Inc. dba Viridian Sciences - Viridian Sciences]
* [https://www.viridiansciences.com/ Far-From-Groove'N, Inc. dba Viridian Sciences - Viridian Sciences]
* [https://www.flourishsoftware.com/software/seed-to-sale-tracking-software Flourish Software, LLC - Flourish]
* [https://www.flourishsoftware.com Flourish Software, LLC - Flourish]
* [https://www.metrc.com/ Franwell, Inc. - Metrc]
* [https://www.metrc.com/ Franwell, Inc. - Metrc]
* [https://www.greenbits.com/ Green Bits, Inc. - Green Bits]
* [http://kind.financial/government/ KindManage, LLC - Agrisoft]
* [http://kind.financial/agrisoft-seed-to-sale-software/ KindManage, LLC - Agrisoft]
* [https://mjplatform.com MJ Freeway, LLC - MJ Platform]
* [https://www.mjplatform.com/ MJ Freeway, LLC - MJ Platform]
* [https://www.processproerp.com/cannabis Open Systems, Inc. - ProcessPro]
* [https://www.motagistics.com/ Motagistics, LLC - 4S]
* [https://www.processproerp.com/cannabis Open Systems, Inc. - Process Pro]
* [http://prosoftxp.com/ Progressive Software International - ProsoftXP]
* [http://prosoftxp.com/ Progressive Software International - ProsoftXP]
* [https://www.proteus420.com/ Proteus Business Solutions, Inc. - PROTEUS420]
* [https://www.proteus420.com/ Proteus Business Solutions, Inc. - PROTEUS420]
* [http://www.webjoint.com/ Pyrotree, Inc. - WebJoint]
* [https://www.webjoint.com Pyrotree, Inc. - WebJoint]
* [https://www.covasoftware.com/ Retail Innovation Labs, LLC - Cova]
* [https://www.covasoftware.com/ Retail Innovation Labs, LLC - Cova]
* [https://leafops.com/ SDY & Associates, LLC - LeafOps]
* [https://www.stashstock.com StashStock, LLC - StashStock]
* [https://www.silverw.com/cannabis-erp/ Silverware, Inc. - Silverleaf]
* [https://www.velosio.com/market-focus/cannabis-growers-silverleaf/ Velosio, LLC - Silverleaf]
* [https://theracann.solutions/etch-biotrace/ TheraCann International Corporation – ETCH Biotrace]
* [https://theracann.solutions/etch-biotrace/ TheraCann International Corporation – ETCH Biotrace]
* [https://www.trellisgrows.com/ Trellis Solutions, Inc. - Trellis]
* [https://trellisgrows.com Trellis Solutions, Inc. - Trellis]
* [https://weedtraqr.com/ WeedTraQR, LLC - WeedTraQR]
* [https://weedtraqr.com/ WeedTraQR, LLC - WeedTraQR]
* [https://groweriq.ca/ Wilcompute Systems Group, Inc. - GrowerIQ]
* [https://groweriq.ca/ Wilcompute Systems Group, Inc. - GrowerIQ]

Latest revision as of 21:52, 5 August 2022

3.6 Software

Laboratories increasingly depend on software to analyze, store, and share critical data from instruments and experiments.[1] This has led to the development of laboratory-specific software like the laboratory information management system (LIMS), electronic laboratory notebook (ELN), and chromatography data system (CDS; sometimes CDMS). These and other software systems such as "seed-to-sale" programs can also play an important role in the cannabis testing laboratory.

3.6.1 LIMS

Laboratories of all types use LIMS software to manage the wide variety of data, testing and analysis workflows, and other enterprise activities typical of them. This generally includes—but is not limited to—sample reception, workflow management, sample tracking and analysis, quality control, instrument data management, data storage, reporting, and document management.[2] The cannabis testing laboratory is no exception, though its activities differ slightly from, for example, a clinical pathology laboratory. As such, a few additional features outside of what's typically found in a generic LIMS are required.

Features that may be incorporated into a cannabis testing LIMS that you might not necessarily find in an all-purpose LIMS include[3][4][5][6][7]:

  • sample loading screens optimized for the industry, including differentiation between medical and recreational marijuana
  • pre-loaded compliant test protocols, labels, and reports optimized and readily adjustable for a rapidly changing industry
  • tools for creating new, compliant test protocols, labels, and reports
  • a web API to integrate with state-required compliance reporting systems
  • chain-of-custody (CoC) tracking, when necessary
  • support for inventory reconciliation

As previously discussed, industry-specific test protocols largely focus on cannabinoids, terpenes, and a wide variety of contaminates, including excess water. However, as regulations continue to be in a state of flux and not particularly standardized, most LIMS developers are including the ability for users to adjust their protocols and even add new ones. And while CoC functionality is not entirely foreign to generic LIMS, it's particularly important in an industry where currently transporting even a cannabis test sample across state lines can create huge problems.

In cases where daily sample processing is infrequent and only a couple of chromatography machines are used, laboratories may weigh a decision between a LIMS and a chromatography-specific CDS, although the ability to produce an acceptable certificate of authenticity (CoA) and document the CoC are still factors, along with any state reporting requirements.

Cannabis LIMS solutions

The following LIMS solutions in Table 1 are known to specifically offer features that support the cannabis testing laboratory:

Table 1. Known LIMS solutions publically marketed as addressing the needs of cannabis testing labs
LIMS solution Developer
ApolloLIMS Common Cents Systems, Inc.
Bika LIMS Bika Lab Systems (Pty) Ltd and
the SENAITE Foundation
CannabLIS Cannabliss New England, LLC
CannaLIS Specialty Testing Solutions Ca, LLC
CannaQA LIMS LabLynx, Inc.
CGM LABDAQ CompuGroup Medical AG
Clin1 Cannabis LIS Clin1, LLC
CloudLIMS and FreeLIMS CloudLIMS.com, LLC
Confident Cannabis LIMS CC Software, LLC
Element LIMS Promium, LLC
HORIZON LIMS HORIZON Lab Systems, LLC
LabWare GROW LabWare, Inc.
LabFlow AINZ Corp.
LabLite SQL LIMS LabLite, LLC
LIMS ABC BGASoft, Inc.
Lockbox LIMS Third Wave Analytics, Inc.
Matrix Gemini Autoscribe Informatics, Inc.
Omega LIMS Khemia Software, Inc.
QBench Junction Concepts, Inc.
QLIMS OnQ Software Pty. Ltd.
reLIMS Carobar Business Solutions, LLC

3.6.2 CDS

Scientists on the research side of cannabis are certainly using CDSs from Agilent, Thermo Scientific, Waters, and other to manage the data coming out of their chromatography equipment[8][9][10], and slowly but surely some of those CDSs are beginning to also support spectrometer data management in a similar way.[11] Additionally, some chromatography system developers will collaborate with CDS vendors to develop software drivers—code that essentially acts as a translator between a device and a program—so chromatography devices can interact fully with the CDS.[12]

The CDS likely has a place in the cannabis testing lab as well, though it may depend on the lab's data management needs and goals. In more complex labs with multiple instruments and significant daily processing workflows, a LIMS may make more practical sense.

CDS solutions

Some vendors like Thermo Fisher Scientific—discussed in the next chapter—offer a CDS in conjunction with its other chromatography systems marketed for the cannabis testing industry. Other common CDS options include:

3.6.3 Seed-to-sale

The use of seed-to-sale software is a growing trend that is only tangentially related to laboratory testing of cannabis. Rather than at testing laboratories, seed-to-sale software is found at cultivation sites, production facilities, and dispensaries, and that software is typically designed to be able to integrate with testing laboratory or other software. The goal: create a complete record of transaction, from the grown plant to the lab, producer, and seller. This sort of tracking is mandated in various ways by many U.S. states with legalization laws. "It’s there to prevent the diversion of marijuana, which the federal government still lists as a Schedule I substance, the most dangerous class of drugs," wrote Daniel Rothberg of the Las Vegas Sun in December 2015. "Tracking also ensures product safety, assists with audits, and helps facilitate recalls."[13] This type of software is able to track plant yields, attempted theft or diversion, patient preferences, extraction methods, batch weights, and various financial statistics for analysis.[14][13]

Seed-to-sale software vendors

The following vendors are a representative sample of those that offer a seed-to-sale system for the cannabis industry:

  1. "Laboratory Informatics". virtualinformatics.com. 9 April 2011. Archived from the original on 25 April 2015. http://web.archive.org/web/20150425070143/http://virtualinformatics.com/content/Laboratory_informatics.htm. Retrieved 05 August 2022. 
  2. Skobelev, D.O.; Zaytseva, T.M.; Kozlov, A.D. et al. (2011). "Laboratory information management systems in the work of the analytic laboratory". Measurement Techniques 53 (10): 1182–1189. doi:10.1007/s11018-011-9638-7. 
  3. Biros, A.G. (23 October 2015). "Using LIMS in Cannabis Laboratories". Cannabis Industry Journal. Innovative Publishing Co. LLC. https://cannabisindustryjournal.com/feature_article/using-lims-in-cannabis-laboratories/. Retrieved 05 August 2022. 
  4. "LIMS for Cannabis Testing". Promium, LLC. https://www.promium.com/markets/cannabis-cbd//. Retrieved 05 August 2022. 
  5. "LabLynx LIMS - Cannabis". LabLynx, Inc. 20 January 2017. https://www.lablynxpress.com/index.php?title=LabLynx_LIMS_-_Cannabis. Retrieved 05 August 2022. 
  6. Audino, S. (7 February 2018). "Managing Cannabis Testing Lab Workflows Using LIMS". Cannabis Industry Journal. https://cannabisindustryjournal.com/feature_article/managing-cannabis-testing-lab-workflows-using-lims/. Retrieved 05 August 2022. 
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