WO2024256747A1 - Method for evaluating effect of microbial community on production problems of a process producing a cellulose based article - Google Patents

Method for evaluating effect of microbial community on production problems of a process producing a cellulose based article Download PDF

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Publication number
WO2024256747A1
WO2024256747A1 PCT/FI2024/050256 FI2024050256W WO2024256747A1 WO 2024256747 A1 WO2024256747 A1 WO 2024256747A1 FI 2024050256 W FI2024050256 W FI 2024050256W WO 2024256747 A1 WO2024256747 A1 WO 2024256747A1
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Prior art keywords
cellulose based
based article
intact
dna
community
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French (fr)
Inventor
Jaakko EKMAN
Satu IKÄVALKO
Jaakko SIMELL
Tinja KANERVA
Anu Jaakkola
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Kemira Oyj
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Kemira Oyj
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Priority to EP24729329.3A priority Critical patent/EP4728104A1/en
Priority to CN202480038721.3A priority patent/CN121285639A/en
Publication of WO2024256747A1 publication Critical patent/WO2024256747A1/en
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    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q1/00Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
    • C12Q1/68Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
    • C12Q1/6876Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
    • C12Q1/6888Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for detection or identification of organisms
    • C12Q1/689Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for detection or identification of organisms for bacteria
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/34Paper
    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q1/00Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
    • C12Q1/68Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
    • C12Q1/6869Methods for sequencing
    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/158Expression markers

Definitions

  • the present disclosure generally relates to a method for evaluating effect of microbial community on production problems of a process producing a cellulose based article.
  • Cellulose based materials such as paper, board and molded fiber based article are important packaging materials used in many fields of industry. Said packaging materials can provide physical or chemical protection to the object(s) enclosed. Paper, board and molded fiber based article are usually mainly composed of cellulose fibres, calcium carbonate, starch and hemicellulose. All these are natural components and can serve as growth media for contaminating microorganisms.
  • Microbial community such as bacterial community in paper, board and molded fiber based article manufacturing process can have also a big effect on paper, board and molded fiber based article and their manufacturing process.
  • Different bacterial species can cause for example pH drop, starch and cellulose degradation, poor end product strength, bad smells, runnability problems and end product defects.
  • the present invention provides a method for evaluating effect of microbial community on production problems of a process producing a cellulose based article, the method comprising steps of
  • the present invention provides use of the method according to the present invention for evaluating effect of microbial community on production problems of the process producing the cellulose based article and/or defects of the produced cellulose based article.
  • microbial community such as bacterial community in a process for producing a cellulose based article, such as a paper or a board manufacturing process can be analyzed easily and less laboriously from an intact cellulose based article, such as intact paper or intact board that was produced on the mill.
  • DNA is well preserved in an intact cellulose based article, such as intact paper or intact board and can be analyzed even after long time periods.
  • a sample of an intact cellulose based article is easy to collect and send in normal mail at ambient temperature for analysis of microbial community in the intact cellulose based article.
  • DNA is well preserved in an intact cellulose based article, it is advantageous to collect a sample of an intact cellulose based article, such as intact paper or intact board samples instead of process samples.
  • microbial community in a process sample changes after collection of the sample during time, for example bacterial community may change or the proportional quantities of different bacterial species may increase or decrease, thus the sample does not any more represent the situation of the process when the sample was collected.
  • the method of the present invention it is possible to find out the microbial community, such as bacterial community in process waters and pulps of the manufacturing process of cellulose based article by analyzing an intact cellulose based article, such as intact paper or intact board produced with paper or board manufacturing process.
  • the analysis results can be compared with process data of the manufacturing process, i.e. the effect of the microbial community can be evaluated on production problems and/or defects of the produced product.
  • the present invention provides an easier sampling method for DNA analysis from a mill producing cellulose based article, such as DNA analysis from a paper or board mill.
  • a mill producing cellulose based article such as DNA analysis from a paper or board mill.
  • intact cellulose based article such as intact paper or intact board samples instead of process water or pulp samples
  • One of the major advantages is that by analyzing a sample of an intact cellulose based article, such as intact paper or intact board samples from archive, microbiological data from the past during problematic situation even several months earlier can be obtained.
  • - Mills producing cellulose based articles such as paper or board mills usually store samples of their products. In many cases samples are collected from each machine frequently, such as from each machine roll, i.e. even tens of times per day. Thus, it is possible to obtain historical samples, for example during previous 24 months, and select samples from different production situations (efficient production and problematic situation). Therefore, it is possible to analyze if past problems have been caused by microbes. - Obtaining historical data can speed up the demonstration of the treatment benefits. For example during a trial, such as biocide trial, reference data could be obtained easier, more thoroughly and with fewer mill visits.
  • the present invention provides a method for evaluating effect of microbial community on production problems of a process producing a cellulose based article, the method comprising steps of
  • the intact cellulose based article is produced at most 24 months before the extraction of the DNA, such as from 1 day to 24 months before the extraction of the DNA, preferably at most 12 months before the extraction of the DNA, such as from 1 week to 12 months before the extraction of the DNA.
  • the intact cellulose based article is produced from 1 day to 24 months before the extraction of the DNA, preferably from 1 day to 12 months before the extraction of the DNA.
  • intact is meant that the cellulose based article is of normal quality and it meets the visual quality parameters of the cellulose based article in question.
  • the cellulose based article can be any suitable cellulose based article known in the art.
  • the cellulose based article comprises paper, board, tissue paper, task wipes, molded fiber based articles, non-woven material, textile fiber or the like.
  • majority of the cellulose based article is cellulose, preferably at least 0.1 wt. % is cellulose, such as 0.1 -100 wt.% is cellulose, preferably 2-100 wt.% is cellulose, more preferable 40-100 %, even more preferably 80-100%.
  • the sample of the intact cellulose based article is as dry as dried in manufacturing process of the intact cellulose based article.
  • the intact cellulose based article is air dry, i.e. the intact cellulose based article has moisture content equal to air humidity.
  • a suspension is produced from the sample of the intact cellulose based article before extracting DNA from the sample of the intact cellulose based article.
  • the suspension can be produced in any suitable method known in the art.
  • An example of such method is in which cellulose based article, such as paper or board is pulpered to suspension.
  • cellulose based article is cut into small pieces or torn to small pieces followed by mixing, preferably mixing vigorously, the small pieces in a liquid medium, preferably aqueous liquid medium.
  • the suspension is 0.5%-15% suspension, preferably 1 %-15% suspension, more preferably 3%-13% suspension, even more preferably 3%-10% suspension, such as 6% suspension.
  • the suspension is aqueous suspension.
  • the method according to the present invention may be more sensitive and give more reliable results when a suspension of the sample of the intact cellulose based article is formed prior the extraction. On the other hand, when the intact cellulose based article is dry the method according to the present invention is a bit faster than the suspension based extraction to do in laboratory.
  • the microbial community comprises bacterial community, fungal community, archaeal community, viral community or a mixture thereof, preferably the microbial community is bacterial community.
  • the method comprises at least partial sequencing the extracted DNA after the extraction of the DNA.
  • the method comprises at least partial sequencing of the 16S rRNA gene of the extracted DNA after the extraction of the DNA.
  • the method comprises qPCR of the extracted DNA after the extraction of the DNA.
  • the method comprises qPCR, preferably specific qPCR for one or more microbes associated with cellulose based article production, such as microbes related to paper or board production runnability problems such as fermentation or biofouling.
  • the extraction comprises chemical cell lysis, mechanical cell lysis, thermal cell lysis, cell lysis by sonication, column-based purification, magnetic purification, precipitation-based purification or any combination thereof.
  • microbial taxa of the microbial community are determined in step (iii).
  • proportion i.e. percentage of at least one microbial taxon and/or quantity of at least one microbial taxon of the microbial community is measured in step (iii).
  • the microbial taxon is bacterial taxon and can be any suitable bacterial taxon.
  • the taxon comprises bacterial phyla Actinobacteriota, Bacteroidota, Chloroflexi, Cyanobacteria, Deinococcota, Desulfobacterota, Firmicutes, Myxococcota, Proteobacteria or a mixture thereof.
  • the analysis results are compared to process data of the process that produced the intact cellulose based article, i.e. process data gathered from the process that produced the cellulose based article, for example the number of interruptions in the process, pH and/or conductivity in the process, strength of cellulose based article, smell issues, defects, such as holes and spots in the cellulose based article. That is, the effect of the microbial community on production problems and/or defects of the produced product can be evaluated.
  • the analysis results are compared to one or more of the number of interruptions in the process, pH and/or conductivity in the process, strength of cellulose based article, smell issues, and defects, such as holes and spots in the cellulose based article.
  • the analysis results are compared to process data of the process that produced the intact cellulose based article, i.e. process data gathered from the process that produced the cellulose based article during a period of good or premium quality production.
  • the proportion and/or the quantity of at least one microbial taxon of a microbial community of at least two samples of intact cellulose based articles produced at different times are gathered, and is compared to the historical process data. Samples can be selected based on production data so that they are produced during different process conditions. In one embodiment analysis results of the intact cellulose based article is compared with historical process data at the time when the cellulose based article in question was manufactured.
  • historical process data process data gathered during the manufacturing of the cellulose based article in question, i.e. the historical process data is as old as the intact cellulose based article in question is, i.e. the historical process data is from the process that produced the cellulose based article in question.
  • the historical process data comprises the number of interruptions in the process, pH and/or conductivity in the process, strength of cellulose based article, smell issues, defects, such as holes and spots in the cellulose based article, oxidation-reduction potential, consumption and/or quality of different production chemicals (e.g. starch, biocides, dry and/or wet strength chemicals, retention aids, enzymes and/or antiscaling agents), cellulose based raw materials that were used, waste water treatment plant performance, consumption of drying energy, fresh water consumption, process temperature, hygienic quality of the cellulose based article or any combination of these.
  • different production chemicals e.g. starch, biocides, dry and/or wet strength chemicals, retention aids, enzymes and/or antiscaling agents
  • Mills such as paper or board mills using recycled fiber have generally higher bacterial counts in the processes than mills not using recycled fiber. Problems caused by planktic bacteria, e.g. pH drop, smells or strength issues, are often severe on those machines.
  • planktic bacteria is meant free swimming bacteria in process water. They are present also in the head box and they can be identified from the paper or board with the method according to the present invention
  • the intact cellulose based article comprises recycled fiber, preferably comprises substantially recycled fiber, more preferably the intact cellulose based article is manufactured from recycled fiber.
  • the recycled fiber originates from old corrugated containers, office waste paper, mixed office waste paper, sorted office waste paper, recycled pre-consumer fiber material, recycled post-consumer fiber material, recycled nonwoven material, recycled textile fiber or the like or a mixture thereof.
  • the present invention provides use of the method according to the present invention for evaluating effect of microbial community on production problems of the process producing the cellulose based article and/or defects of the produced cellulose based article.
  • Table 1 Bacterial communities were analyzed by extracting DNA and sequencing 16S gene (partially) from two intact paper samples (intact paper 1 and intact paper 2) and one clear filtrate sample from same paper machine. The intact paper 1 was produced one month earlier than the intact paper 2, and the clear filtrate sample was collected between the manufacturing of the papers 1 and 2. Both DNA extractions from the papers were made after one month from production of the intact paper in question. Values in the table are percentages of total bacteria. Bacterial taxa with >1 % at least in one sample are shown. It can be seen that the same main bacteria were found from the papers and also from the clear filtrate. There were some differences, which may be due to time differences in sampling or because clear filtrate sample without fibers was analyzed, and not head box sample containing fibers. It can be seen from two paper samples that the bacterial community did not change significantly in this machine in one month.
  • Table 2 Bacterial community analysis from intact tissue papers from three different mills. DNA was extracted after ten days from production of the Soft roll sample (Mill 1 ). The tissue wipe (Mill 2) was a commercial product bought to the laboratory and its’ manufacturing date was not known. DNA was extracted after fourteen days from production of the Towel sheet sample (Mill 3). The table shows percentages of total bacteria. Bacterial taxa >1 % at least in one sample are shown. It can be seen that the bacterial communities are clearly different. Mill 2 producing tissue wipes had clearly more potential acid producing bacteria that can live in anaerobic conditions (e.g. Cloacibacterium, Weeksellaceae).
  • Table 3 Bacterial community from Mill 2 (see table 2) analyzed with two different methods. Tissue wipes were a commercial product bought to the laboratory and its’ manufacturing date is not known. Values in the table are percentages from the total bacteria. Bacterial taxa >0.3% at least in one sample are shown. In method 1 intact paper was first pulpered to 6% suspension, and then 0.5 ml of this suspension was taken into the DNA extraction. In method 2 about 50 mg intact tissue paper was directly taken for the DNA extraction. There were more bacterial species present in the analysis with the Method 1 and thus DNA extraction using Method 1 is more efficient and it can analyze more sensitively also gram-positive bacteria that have thicker cell walls and thus their DNA is more difficult to extract. Such bacteria are for example Bifidobacteriaceae, Bifidobacterium and Ethanoligenens, which were not observed using method 2. Thus Method 1 gives more comprehensive results.
  • Table 3 Bacterial community in two samples from Mill 3. DNA was extracted two weeks after production of the tissue with no odor and over one month after the production of the tissue with odor. Values in the table are percentages of total bacteria. Bacterial taxa >0.5% in at least one sample are shown. The lowest line shows total number of bacteria (DNA-based). Bacterial community is clearly different in samples with observed unpleasant odor than in flawless sample without odor. Specifically, Actinobacteriota known to produce odorous geosmin and 2- methyl isoborneol (Micromonospora and unclassified Streptomycetaceae) were detected in the paper with odor. The same bacteria were detected in some wetlaps used as raw material, allowing to pinpoint the tissue odor origin to wetlap.

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Abstract

There is provided a method for evaluating effect of microbial community on production problems of a process producing a cellulose based article and/or defects of the produced cellulose based article.

Description

METHOD FOR EVALUATING EFFECT OF MICROBIAL COMMUNITY ON PRODUCTION PROBLEMS OF A PROCESS PRODUCING A CELLULOSE BASED ARTICLE
TECHNICAL FIELD
The present disclosure generally relates to a method for evaluating effect of microbial community on production problems of a process producing a cellulose based article.
BACKGROUND
This section illustrates useful background information without admission of any technique described herein representative of the state of the art.
Cellulose based materials, such as paper, board and molded fiber based article are important packaging materials used in many fields of industry. Said packaging materials can provide physical or chemical protection to the object(s) enclosed. Paper, board and molded fiber based article are usually mainly composed of cellulose fibres, calcium carbonate, starch and hemicellulose. All these are natural components and can serve as growth media for contaminating microorganisms.
Microbial community, such as bacterial community in paper, board and molded fiber based article manufacturing process can have also a big effect on paper, board and molded fiber based article and their manufacturing process. Different bacterial species can cause for example pH drop, starch and cellulose degradation, poor end product strength, bad smells, runnability problems and end product defects.
To analyze microbial community from the paper or board manufacturing process, a representative sample must be collected, and it must be transported to laboratory quickly, frozen or preserved with specific preservative chemicals. All these methods are laborious or at least they have some extra cost. Additionally, paper making and board making are continuous processes, the status of which changes all the time, thus, it is important to collect a process sample exactly when a (possibly stochastic) problem occurs. As the present methods are laborious, time consuming and expensive there is a need for improved methods of determining microbiological status of the process.
SUMMARY
The appended claims define the scope of protection. Any examples and technical descriptions of apparatuses, products and/or methods in the description and/or drawings not covered by the claims are presented not as embodiments of the invention but as background art or examples useful for understanding the invention.
In a first aspect the present invention provides a method for evaluating effect of microbial community on production problems of a process producing a cellulose based article, the method comprising steps of
(i) providing a sample of an intact cellulose based article;
(ii) extracting DNA from the sample of the intact cellulose based article; and
(iii) analyzing microbial community, wherein analysis results of the intact cellulose based article are compared with historical process data gathered from manufacturing process of the cellulose based article in question during the manufacturing of the cellulose based article in question.
In a second aspect the present invention provides use of the method according to the present invention for evaluating effect of microbial community on production problems of the process producing the cellulose based article and/or defects of the produced cellulose based article.
It has been now found that microbial community such as bacterial community in a process for producing a cellulose based article, such as a paper or a board manufacturing process can be analyzed easily and less laboriously from an intact cellulose based article, such as intact paper or intact board that was produced on the mill. DNA is well preserved in an intact cellulose based article, such as intact paper or intact board and can be analyzed even after long time periods. A sample of an intact cellulose based article is easy to collect and send in normal mail at ambient temperature for analysis of microbial community in the intact cellulose based article. As DNA is well preserved in an intact cellulose based article, it is advantageous to collect a sample of an intact cellulose based article, such as intact paper or intact board samples instead of process samples. Additionally, microbial community in a process sample changes after collection of the sample during time, for example bacterial community may change or the proportional quantities of different bacterial species may increase or decrease, thus the sample does not any more represent the situation of the process when the sample was collected.
With the method of the present invention it is possible to find out the microbial community, such as bacterial community in process waters and pulps of the manufacturing process of cellulose based article by analyzing an intact cellulose based article, such as intact paper or intact board produced with paper or board manufacturing process. The analysis results can be compared with process data of the manufacturing process, i.e. the effect of the microbial community can be evaluated on production problems and/or defects of the produced product.
The present invention provides an easier sampling method for DNA analysis from a mill producing cellulose based article, such as DNA analysis from a paper or board mill. By making the analysis from intact cellulose based article, such as intact paper or intact board samples instead of process water or pulp samples several advantages can be obtained. One of the major advantages is that by analyzing a sample of an intact cellulose based article, such as intact paper or intact board samples from archive, microbiological data from the past during problematic situation even several months earlier can be obtained.
The present invention has also at least the following advantages:
- Mills producing cellulose based articles, such as paper or board mills usually store samples of their products. In many cases samples are collected from each machine frequently, such as from each machine roll, i.e. even tens of times per day. Thus, it is possible to obtain historical samples, for example during previous 24 months, and select samples from different production situations (efficient production and problematic situation). Therefore, it is possible to analyze if past problems have been caused by microbes. - Obtaining historical data can speed up the demonstration of the treatment benefits. For example during a trial, such as biocide trial, reference data could be obtained easier, more thoroughly and with fewer mill visits.
- Collecting a sample of an intact cellulose based article, such as intact paper or intact board samples is easy and mill employees can do it. Thus, they could collect samples for analysis any time, whether or not they have equipment or knowhow for normal microbiological sampling.
The appended claims define the scope of protection.
DETAILED DESCRIPTION
In a first aspect the present invention provides a method for evaluating effect of microbial community on production problems of a process producing a cellulose based article, the method comprising steps of
(i) providing a sample of an intact cellulose based article;
(ii) extracting DNA from the intact cellulose based article; and
(iii) analyzing microbial community, wherein analysis results of the intact cellulose based article are compared with historical process data gathered from manufacturing process of the cellulose based article in question during the manufacturing of the cellulose based article in question.
In one embodiment the intact cellulose based article is produced at most 24 months before the extraction of the DNA, such as from 1 day to 24 months before the extraction of the DNA, preferably at most 12 months before the extraction of the DNA, such as from 1 week to 12 months before the extraction of the DNA.
In one embodiment the intact cellulose based article is produced from 1 day to 24 months before the extraction of the DNA, preferably from 1 day to 12 months before the extraction of the DNA.
By term “intact” is meant that the cellulose based article is of normal quality and it meets the visual quality parameters of the cellulose based article in question.
The cellulose based article can be any suitable cellulose based article known in the art. In one embodiment the cellulose based article comprises paper, board, tissue paper, task wipes, molded fiber based articles, non-woven material, textile fiber or the like.
In one embodiment majority of the cellulose based article is cellulose, preferably at least 0.1 wt. % is cellulose, such as 0.1 -100 wt.% is cellulose, preferably 2-100 wt.% is cellulose, more preferable 40-100 %, even more preferably 80-100%.
In one embodiment the sample of the intact cellulose based article is as dry as dried in manufacturing process of the intact cellulose based article. In one embodiment the intact cellulose based article is air dry, i.e. the intact cellulose based article has moisture content equal to air humidity.
In one embodiment a suspension is produced from the sample of the intact cellulose based article before extracting DNA from the sample of the intact cellulose based article.
The suspension can be produced in any suitable method known in the art. An example of such method is in which cellulose based article, such as paper or board is pulpered to suspension. In another method cellulose based article is cut into small pieces or torn to small pieces followed by mixing, preferably mixing vigorously, the small pieces in a liquid medium, preferably aqueous liquid medium.
In one embodiment the suspension is 0.5%-15% suspension, preferably 1 %-15% suspension, more preferably 3%-13% suspension, even more preferably 3%-10% suspension, such as 6% suspension.
Preferably the suspension is aqueous suspension.
The method according to the present invention may be more sensitive and give more reliable results when a suspension of the sample of the intact cellulose based article is formed prior the extraction. On the other hand, when the intact cellulose based article is dry the method according to the present invention is a bit faster than the suspension based extraction to do in laboratory.
In one embodiment the microbial community comprises bacterial community, fungal community, archaeal community, viral community or a mixture thereof, preferably the microbial community is bacterial community. In one embodiment the method comprises at least partial sequencing the extracted DNA after the extraction of the DNA.
In one embodiment the method comprises sequencing the extracted DNA after the extraction of the DNA.
In one embodiment the method comprises at least partial sequencing of the 16S rRNA gene of the extracted DNA after the extraction of the DNA.
In one embodiment the method comprises qPCR of the extracted DNA after the extraction of the DNA.
In one embodiment the method comprises qPCR, preferably specific qPCR for one or more microbes associated with cellulose based article production, such as microbes related to paper or board production runnability problems such as fermentation or biofouling.
In one embodiment the extraction comprises chemical cell lysis, mechanical cell lysis, thermal cell lysis, cell lysis by sonication, column-based purification, magnetic purification, precipitation-based purification or any combination thereof.
In one embodiment microbial taxa of the microbial community are determined in step (iii).
In one embodiment proportion, i.e. percentage of at least one microbial taxon and/or quantity of at least one microbial taxon of the microbial community is measured in step (iii).
In one embodiment, the microbial taxon is bacterial taxon and can be any suitable bacterial taxon.
In one embodiment the taxon comprises bacterial phyla Actinobacteriota, Bacteroidota, Chloroflexi, Cyanobacteria, Deinococcota, Desulfobacterota, Firmicutes, Myxococcota, Proteobacteria or a mixture thereof.
In one embodiment the bacterial taxon comprises Lacibacter, Cloacibacterium, Meiothermus, Anoxybacillus, Porphyrobacter, Comamonadaceae. Schlegelella, Tepidimonas, Hydrogenophilus, Pseudomonadaceae, Pseudomonas, Pseudoxanthomonas, Xanthomonadaceae, Chitinophagaceae, Weeksellaceae, Deinococcus, Rhizobiaceae, Sphingomonadaceae, Bordetella, Burkholderia- Caballeronia-Paraburkholderia, Burkholderiaceae, Cupriavidus, Ralstonia, Methyloversatilis, Acinetobacter, Thermomonas, Bifidobacteriaceae, Bifidobacterium, Ethanoligenens, Microvirga, Pleomorphomonas, Rhizobiales, Rhodobacteraceae, Sphingomonas, Rhodocyclaceae, Acidibacter, Vulcaniibacterium, Corynebacterium, Frankia, Micromonospora, Streptomycetaceae, Flectobacillus, Sphingobacterium, Roseiflexaceae, Bacillales, Lactobacillales, Paenibacillus, Thermoanaerobacterium, Pajaroellobacter, Sandaracinus, Azospirillum, Asticcacaulis, Bosea, Methylobacterium- Methylorubrum, Sphingobium, Rivicola, Vogesella, Paucibacter, Duganella, Niveibacterium, Zoogloea, Enterobacteriaceae or a mixture thereof.
The analysis results are compared to process data of the process that produced the intact cellulose based article, i.e. process data gathered from the process that produced the cellulose based article, for example the number of interruptions in the process, pH and/or conductivity in the process, strength of cellulose based article, smell issues, defects, such as holes and spots in the cellulose based article. That is, the effect of the microbial community on production problems and/or defects of the produced product can be evaluated.
In one embodiment the analysis results are compared to one or more of the number of interruptions in the process, pH and/or conductivity in the process, strength of cellulose based article, smell issues, and defects, such as holes and spots in the cellulose based article.
In one embodiment the analysis results are compared to process data of the process that produced the intact cellulose based article, i.e. process data gathered from the process that produced the cellulose based article during a period of good or premium quality production.
In one embodiment, the proportion and/or the quantity of at least one microbial taxon of a microbial community of at least two samples of intact cellulose based articles produced at different times are gathered, and is compared to the historical process data. Samples can be selected based on production data so that they are produced during different process conditions. In one embodiment analysis results of the intact cellulose based article is compared with historical process data at the time when the cellulose based article in question was manufactured.
With the term “historical process data” is meant process data gathered during the manufacturing of the cellulose based article in question, i.e. the historical process data is as old as the intact cellulose based article in question is, i.e. the historical process data is from the process that produced the cellulose based article in question.
In one embodiment the historical process data comprises the number of interruptions in the process, pH and/or conductivity in the process, strength of cellulose based article, smell issues, defects, such as holes and spots in the cellulose based article, oxidation-reduction potential, consumption and/or quality of different production chemicals (e.g. starch, biocides, dry and/or wet strength chemicals, retention aids, enzymes and/or antiscaling agents), cellulose based raw materials that were used, waste water treatment plant performance, consumption of drying energy, fresh water consumption, process temperature, hygienic quality of the cellulose based article or any combination of these.
Mills, such as paper or board mills using recycled fiber have generally higher bacterial counts in the processes than mills not using recycled fiber. Problems caused by planktic bacteria, e.g. pH drop, smells or strength issues, are often severe on those machines. By term planktic bacteria is meant free swimming bacteria in process water. They are present also in the head box and they can be identified from the paper or board with the method according to the present invention
In recycled containerboard strength is a key parameter and with the method according to the present invention it is possible to study the role of microbes in the strength-related problems in the past. Also, smells may be caused by bacteria, and with the method according to the present invention their role can be studied. The same applies to any problem at cellulose based article, such as paper or board.
In one embodiment the intact cellulose based article comprises recycled fiber, preferably comprises substantially recycled fiber, more preferably the intact cellulose based article is manufactured from recycled fiber. In one embodiment the recycled fiber originates from old corrugated containers, office waste paper, mixed office waste paper, sorted office waste paper, recycled pre-consumer fiber material, recycled post-consumer fiber material, recycled nonwoven material, recycled textile fiber or the like or a mixture thereof.
In a second aspect the present invention provides use of the method according to the present invention for evaluating effect of microbial community on production problems of the process producing the cellulose based article and/or defects of the produced cellulose based article.
EXAMPLES
The examples presented herein are according to the present invention. Tables 1 , 2, 3 and 4 show results of bacterial community analysis by the method according to the present invention.
Table 1 : Bacterial communities were analyzed by extracting DNA and sequencing 16S gene (partially) from two intact paper samples (intact paper 1 and intact paper 2) and one clear filtrate sample from same paper machine. The intact paper 1 was produced one month earlier than the intact paper 2, and the clear filtrate sample was collected between the manufacturing of the papers 1 and 2. Both DNA extractions from the papers were made after one month from production of the intact paper in question. Values in the table are percentages of total bacteria. Bacterial taxa with >1 % at least in one sample are shown. It can be seen that the same main bacteria were found from the papers and also from the clear filtrate. There were some differences, which may be due to time differences in sampling or because clear filtrate sample without fibers was analyzed, and not head box sample containing fibers. It can be seen from two paper samples that the bacterial community did not change significantly in this machine in one month.
Table 1.
Figure imgf000010_0001
Figure imgf000011_0001
Table 2: Bacterial community analysis from intact tissue papers from three different mills. DNA was extracted after ten days from production of the Soft roll sample (Mill 1 ). The tissue wipe (Mill 2) was a commercial product bought to the laboratory and its’ manufacturing date was not known. DNA was extracted after fourteen days from production of the Towel sheet sample (Mill 3). The table shows percentages of total bacteria. Bacterial taxa >1 % at least in one sample are shown. It can be seen that the bacterial communities are clearly different. Mill 2 producing tissue wipes had clearly more potential acid producing bacteria that can live in anaerobic conditions (e.g. Cloacibacterium, Weeksellaceae). On the other hand, paper from Mill 1 contained more biofilm-forming bacteria and for example a well-known primary biofilm former Deinococcus was present in significant share. Towel sheet of mill 3 contained significant amount of Cloacibacterium, showing that also there is potential for fermentative growth. Based on the results it seems that the Mills 2 and 3 have higher risk for problems in the storage towers of pulp and process water (e.g. pH drop, starch degradation), whereas Mill 1 has more risk for biofouling in the short loop of the paper machine. Table 2.
Figure imgf000012_0001
Table 3: Bacterial community from Mill 2 (see table 2) analyzed with two different methods. Tissue wipes were a commercial product bought to the laboratory and its’ manufacturing date is not known. Values in the table are percentages from the total bacteria. Bacterial taxa >0.3% at least in one sample are shown. In method 1 intact paper was first pulpered to 6% suspension, and then 0.5 ml of this suspension was taken into the DNA extraction. In method 2 about 50 mg intact tissue paper was directly taken for the DNA extraction. There were more bacterial species present in the analysis with the Method 1 and thus DNA extraction using Method 1 is more efficient and it can analyze more sensitively also gram-positive bacteria that have thicker cell walls and thus their DNA is more difficult to extract. Such bacteria are for example Bifidobacteriaceae, Bifidobacterium and Ethanoligenens, which were not observed using method 2. Thus Method 1 gives more comprehensive results.
Table 3.
Figure imgf000013_0001
Table 4: Bacterial community in two samples from Mill 3. DNA was extracted two weeks after production of the tissue with no odor and over one month after the production of the tissue with odor. Values in the table are percentages of total bacteria. Bacterial taxa >0.5% in at least one sample are shown. The lowest line shows total number of bacteria (DNA-based). Bacterial community is clearly different in samples with observed unpleasant odor than in flawless sample without odor. Specifically, Actinobacteriota known to produce odorous geosmin and 2- methyl isoborneol (Micromonospora and unclassified Streptomycetaceae) were detected in the paper with odor. The same bacteria were detected in some wetlaps used as raw material, allowing to pinpoint the tissue odor origin to wetlap.
Table 4.
Figure imgf000014_0001
Figure imgf000015_0001
Various embodiments have been presented. It should be appreciated that in this document, words comprise, include, and contain are each used as open-ended expressions with no intended exclusivity. The foregoing description has provided by way of non-limiting examples of particular implementations and embodiments a full and informative description of the best mode presently contemplated by the inventors for carrying out the invention. It is however clear to a person skilled in the art that the invention is not restricted to details of the embodiments presented in the foregoing, but that it can be implemented in other embodiments using equivalent means or in different combinations of embodiments without deviating from the characteristics of the invention.
Furthermore, some of the features of the afore-disclosed example embodiments may be used to advantage without the corresponding use of other features. As such, the foregoing description shall be considered as merely illustrative of the principles of the present invention, and not in limitation thereof. Hence, the scope of the invention is only restricted by the appended patent claims.

Claims

1. A method for evaluating the effect of microbial community on production problems of a process producing a cellulose based article, the method comprising steps of
(i) providing a sample of an intact cellulose based article;
(ii) extracting DNA from the sample of the intact cellulose based article; and
(iii) analyzing microbial community, wherein analysis results of the intact cellulose based article are compared with historical process data gathered from manufacturing process of the cellulose based article in question during the manufacturing of the cellulose based article in question.
2. The method of claim 1 , wherein the intact cellulose based article is produced at most 24 months before the extraction of the DNA, preferably from 1 day to 24 months before the extraction of the DNA, more preferably from 1 week to 12 months before the extraction of the DNA.
3. The method according to any one of claims 1 or 2, wherein a suspension is produced from the sample of the intact cellulose based article before extracting DNA from the sample of the intact cellulose based article.
4. The method according to any one of claims 1 -3, wherein the microbial community comprises bacterial community, fungal community, archaeal community, viral community or a mixture thereof, preferably the microbial community is bacterial community.
5. The method according to any one of claims 1 -4, wherein the method comprises at least partial sequencing the extracted DNA after the extraction of the DNA.
6. The method according to any one of claims 1 -5, wherein the method comprises at least partial sequencing of 16S rRNA gene of the extracted DNA after the extraction of the DNA.
7. The method according to any one of claims 1 -5, wherein the method comprises qPCR, preferably specific qPCR for one or more microbes associated with cellulose based article production, such as microbes related to paper or board production runnability problems such as fermentation or biofouling.
8. The method according to any one of claims 1-7, wherein the DNA extraction comprises chemical cell lysis, mechanical cell lysis, thermal cell lysis, cell lysis by sonication, column-based purification, magnetic purification, precipitation-based purification or any combination thereof.
9. The method according to any one of claims 1-8, wherein the analysis results are compared to one or more of the number of interruptions in the process, pH and/or conductivity in the process, strength of cellulose based article, smell issues, and defects, such as holes and spots in the cellulose based article.
10. The method according to any one of claims 1 -9, wherein proportion and/or quantity of at least one microbial taxon of the microbial community is measured in step (iii).
11 . The method according to any one of claims 1 -10, wherein the proportion and/or the quantity of at least one microbial taxon of a microbial community of at least two samples of intact cellulose based articles produced at different times are gathered, and is compared to the historical process data.
12. The method according to any one of claims 1 -11 , wherein the cellulose based article comprises recycled fiber, preferably comprises substantially recycled fiber, more preferably the intact cellulose based article is manufactured from recycled fiber.
13. The method according to claim 12, wherein the recycled fiber originates from old corrugated containers, office waste paper, mixed office waste paper, sorted office waste paper, recycled pre-consumer fiber material, recycled post-consumer fiber material, recycled non-woven material, recycled textile fiber or the like or a mixture thereof.
14. Use of the method according to any one of claims 1 -13 for evaluating effect of microbial community on production problems of the process producing the cellulose based article and/or defects of the produced cellulose based article.
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