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Review: Milking machine settings, teat condition and milking efficiency in dairy cows

Published online by Cambridge University Press:  08 July 2019

M. Odorčić
Affiliation:
Veterinary Physiology, Vetsuisse Faculty, University of Bern, 3001 Bern, Switzerland
M. D. Rasmussen
Affiliation:
Department of Engineering, Aarhus University, Aarhus C, 8000, Denmark
C. O. Paulrud
Affiliation:
DeLaval International AB, Tumba 14741, Sweden
R. M. Bruckmaier*
Affiliation:
Veterinary Physiology, Vetsuisse Faculty, University of Bern, 3001 Bern, Switzerland
*

Abstract

Because of technical limitations, an impact of machine milking on the teat tissue cannot be avoided. The continuance of this impact during and after milking depends on a variety of factors related to the physiological regulation of milk ejection, as well as the different production systems and milking machine settings. Milking machine settings aim to achieve a high milking performance, that is, short machine-on time at a maximum of milk harvest. However, a high milking performance level is often related to an impact on the teat tissue caused by vacuum or liner compression that can lead to pathological dimensions of congestion of the tissue or hyperkeratosis as a long-term effect. Toward the end of milking a decrease of milk flow rate causes a raise of mouthpiece and teat end vacuum levels and hence an increase of the impact on the teat tissue and the risk of tissue damage. The mechanical stress by the milking machine activates a cascade of cellular mechanisms that lead to an excessive keratin growth and thickening of the keratin layer. Consequently, a complete closure of the teat canal is disabled and the risk of bacterial invasion and intramammary infection increases. Another consequence of high vacuum impact is fluid accumulation and congestion in the tissue of teat tip and teat basis because of an obstruction in venous return. The present review paper provides an overview of the available scientific information to describe the interaction between different levels and types of system vacuum, mouthpiece chamber vacuum, teat end (claw) vacuum, liner pressure, and the risk of short-term and long-term impacts on the teat tissue.

Type
Session 5: New developments in milking routines
Copyright
© The Animal Consortium 2019 

Implications

The dairy industry contributes considerably to the nutrition security of an increasing world population. Within the daily work on dairy farms milk harvest is a crucial factor to optimize both performance and product quality. The present paper discusses the potential to optimize the milking routine and machine settings to achieve high milking performance with minimal impact on udder health.

Introductory remarks

Milk removal in large and small ruminants has changed considerably in the recent decades. With increasing world population and wealth in the industrialized countries the demand for dairy food products has considerably increased. Individual animal performance and herd size has been steadily increased to cover the demand of the consumers, and to ensure an adequate income for the producers. Although modern dairy farms are usually equipped with up-to-date machine milking systems, still 33% to 57% of the total farm labor refers to the milking process (Edwards et al., Reference Edwards, Jago and Lopez-Villalobos2013). This shows that there is still a need to optimize the milking process to reduce the work load for the milker, with simultaneously minimizing the risk of intramammary infection and the use of antimicrobial substances in food producing animals.

Basic characteristics of the vacuum-based milking machine

The development of milking machines started in the late 19th century. After a number of non usable types of machines with either teat cannulation, positive pressure on the teat, or continuous vacuum, the two chambered teat cup with cyclic opening and closure of a rubber liner was introduced. Over the decades, countless technical improvements of milking system have increased milking performance, at least partially without increasing the mechanical load on the teat and the risk of intramammary infection. Despite many improvements in milking technology the basic principle of all milking machines on the market is still the same as 100 years ago.

The teat cup represents the interface between the milking machine and the animal’s teat. The goal to copy the rhythmic process of a calf suckling as far as possible during mechanical milking was only partially achieved. There are important technical limitations that make the optimization of machine milking difficult in some respect. Most obvious in contrast to calf suckling, the teat inside the liner is under continuous vacuum, and the vacuum under the teat is subjected to dynamic changes due to the cyclic liner movement and stop-and-go of the milk, and due to milk flow dependent vacuum drops. The expected vacuum drop during the course of milking has to be considered in the vacuum settings. A minimum of at least 30 to 32 kPa (kilopascal) is suggested to prevent liner slips and to achieve an optimal liner closure and massage effect during the phases of closed liner (International Organization for Standardization (ISO) note no. 5707, 2007). If the vacuum drop during periods of high milk flow is large (often in high line and mid line systems) the system vacuum must be adjusted to a very high level which can cause an increased impact on the teat tissue when the milk flow ceases at the end of milking (Besier and Bruckmaier, Reference Besier and Bruckmaier2016).

Availability of milk and milk ejection

For an optimal milk removal the continuous availability of milk from cluster attachment until removal is crucial. A transient milking on empty teats as it can happen at delayed milk ejection due to lack of teat preparation, causes an increase of the mouthpiece chamber vacuum and climbing of the teat cups at the beginning of milking. This effect comes along with an increased mechanical load on the teat tissue, thus causing congestion and damage. Pre-stimulation is important in dairy cows because of the low amount of milk available before milk ejection. The proportion of cisternal milk that is immediately available is up to 20% of the stored milk. Cisternal milk can be close to zero at short intervals between milkings, and toward the end of lactation. The main part of the milk is stored in the alveolar compartment and is only available after tactile teat stimulation and oxytocin release (Bruckmaier, Reference Bruckmaier2001).

For a timely availability of alveolar milk, a proper pre-stimulation before cluster attachment is recommended. The availability of the alveolar milk at the start of milking causes a positive pressure of the milk inside the teat cistern of up to 8 kPa (Wellnitz et al., Reference Wellnitz, Bruckmaier and Blum1999) which is beneficial for an optimal refill of the teat during the liner-closed phases. Furthermore, if milking starts after pre-stimulation, milk flow increases steeply after cluster attachment, and the milk flow dependent vacuum drop beneath the teats and in the claw occurs immediately, thus preventing a high vacuum impact on the teat. A combination of reduced vacuum and shortened liner-open phases during the period of low milk flow before milk ejection, can serve as an alternative to pre-stimulation (Neuheuser et al., Reference Neuheuser, Belo and Bruckmaier2017). Only when the milk flow ceases toward the end of milking, an increase of the claw vacuum up to system vacuum level cannot be prevented (except if the milking system switches again back to low vacuum levels), and high system vacuum levels found in high milk line systems cause a strain on the teat tissue. Early teat cup detachment at a high threshold level is therefore increasingly discussed to prevent the influence of high vacuum on the teat with decreasing flow rate at the end of milking, and to simultaneously reduce the machine-on time and hence increase milking performance. Rasmussen et al. (Reference Rasmussen, Frimer, Galton and Petersson1992) demonstrated that the required duration of pre-stimulation followed by a latency period vary with respect to breed, number and stage of lactation. Optimal attachment delay of the cluster to omit a decrease in milk yield should not be longer than 90 s after a sufficient pre-stimulation. In a recent study (Moore-Foster et al., Reference Moore-Foster, Norby, Schewe, Thomson, Bartlett and Erskine2018) it was observed that a delay in milk ejection did not result in prolonged milking time which indicates an incomplete udder emptying.

Even a pre-stimulation of 15 s duration is sufficient to induce oxytocin release but in that case a latency period is required until milk ejection starts to occur (Vetter et al., Reference Vetter, Van Dorland, Youssef and Bruckmaier2014). Stimulation of the teat is continued by the liner movement throughout milking, and causes oxytocin release and continued milk ejection until cluster detachment (Bruckmaier et al., Reference Bruckmaier, Schams and Blum1994).

Influence of machine milking on teat condition

Teat condition changes are classified as short, medium and long-term (Mein et al., Reference Mein, Neijenhuis, Morgan, Reinemann, Hillerton, Baines, Ohnstad, Rasmussen, Timmus, Britt and Farsworth2001). The most important short-term changes caused by circulatory impairment are discolored teats, ringing, swelling and openness of the teat canal. The most important long-term effect is hyperkeratosis. Short-term changes are reversible from one milking to another or even within a few hours time (Strapák et al., Reference Strapák, Szencziová and Strapáková2018). Careful observation of this short-term changes can be used to avoid long-term effects on the tissue caused by inadequate milking machine settings. Studies have shown that reversibility of machine induced changes varies with different parameters of the teat, specifically cistern diameter and teat canal, which also vary between breeds (Strapák et al., Reference Strapák, Szencziová and Strapáková2018; Martin et al., Reference Martin, Stöcker, Sauerwein, Büscher and Müller2018).

Long-term effects on keratin growth, proliferation and hyperkeratosis

Although milking machine and clusters are trying to copy the suckling of a calf and the minimum impact it has on the teat integrity, vacuum and pulsations applied onto tissue in the milking procedure, often end up in pathological changes such as teat end congestion or hyperkeratosis. Risk factors on teat tissue integrity have been identified. From the aspect of machine settings this factors can be classified into levels of system vacuum (Hamann and Mein, Reference Hamann and Mein1988), level of compressive load (Mein et al., Reference Mein, Williams and Thiel1987), fluctuations of teat end vacuum (Besier and Bruckmaier, Reference Besier and Bruckmaier2016) and mouthpiece chamber vacuum (Penry et al., Reference Penry, Upton, Mein, Rasmussen, Ohnstad, Thompson and Reinemann2017). The impact of certain factors may be enforced by prolonged milking (Pařilová et al., Reference Pařilová, Stádník, Ježková and Štole2011) which can stimulate a disruption of the tissue homeostasis. Evidence suggests a correlation with increasing bacterial colonization of the teat canal and impaired teat tissue condition (Paduch et al., Reference Paduch, Mohr and Krömker2012).

One of the studied parameters are the length and diameter of the teat canal (Martin et al., Reference Martin, Stöcker, Sauerwein, Büscher and Müller2018; Strapák et al., Reference Strapák, Szencziová and Strapáková2018); the interface between the mammary gland and the external environment. It functions as a barrier against pathogen invasion. The teat canal is kept closed by a circular smooth muscle based sphincter on its distal end, and is coated with a keratin layer which has a twofold function in prevention of bacterial penetration into the mammary gland. Physically, keratin entraps bacteria, preventing their entry into the mammary gland. Furthermore, keratin contains cationic proteins, xanthine oxidase, long-chain fatty acids which are reported to be bactericidal or bacteriostatic (Capuco et al., Reference Capuco, Wood, Bright, Miller and Bitman1990). Impaired teat end condition due to excessive keratin growth and thickening of the keratin layer impairs the complete closure of the teat canal and hence increases the risk of bacterial invasion. Thickening of the keratin in the epidermis that surrounds the teat canal (teat-end hyperkeratosis) is linked with the mechanical conditions applied and with the frequency of such milkings (Mein et al., Reference Mein, Williams and Reinemann2003). In the healthy epidermis, keratinocytes continuously differentiate from basal layers, whereas in pathological conditions their growth is activated for proliferation (Freedberg et al., Reference Freedberg, Tomic-Canic, Komine and Blumenberg2001). The difference between keratinocytes differentiated from basal layers and ones that are activated for proliferation are certain proteins that they express in their suprabasal layers (Tomic-Canic et al., Reference Tomic-Canic, Komine, Freedberg and Blumenberg1998). Keratinocytes that differentiate in a regular manner, stop dividing when detaching from the basal membrane due to different keratins (K1, K10) that signal terminal differentiation. On the contrary, activated keratinocytes have different proteins (K6, K16) in their suprabasal layer associated with hyperproliferation and receptors for infiltrated immune cells. Research suggests that the risk of development of hyperkeratosis increases with lactation number, more days in milk, and teat end shape and size (Neijenhuis et al., Reference Neijenhuis, Barkhema, Hogeveen and Noordhuizen2000; Haverkamp et al., Reference Haverkamp, Paduch, Klocke, Hoedemaker and Krömker2017). In both studies the most frequent teat end shape was round, however, the hyperkeratosis score regarding teat end shape differed. Haverkamp et al. (Reference Haverkamp, Paduch, Klocke, Hoedemaker and Krömker2017) showed a higher hyperkeratosis score with round teat end, while Neijenhuis et al. (Reference Neijenhuis, Barkhema, Hogeveen and Noordhuizen2000) suggest that pointed teats are more likely to develop hyperkeratosis. A possible explanation for the different observations may lie in different breeds or milking machine settings. Higher degrees of hyperkeratosis raises a concern because it is associated with a higher frequency of intramammary infection (de Pinho Manzi et al., Reference de Pinho Manzi, Nóbrega, Faccioli, Troncarelli, Menozzi and Langoni2012). Most intramammary infections are caused by the invasion of pathogenic microorganisms through the teat canal, and teats with a higher hyperkeratosis score have been shown to have an elevated microbial load in the teat canal (Paduch et al., Reference Paduch, Mohr and Krömker2012).

Factors causing teat congestion

Teat congestion may arise from accumulation of fluid in the capillaries or in the teat tissue. The level of accumulated fluid in the tissue, can be measured with a spring-loaded caliper (cutimeter) at a pre-defined spring force. This method has been introduced and validated by Hamann and Mein (Reference Hamann and Mein1988) to observe the effects of various milking methods and vacuum levels on teat condition. Raising the vacuum level from 30 to 50 or 70 kPa resulted in shorter machine-on time but also caused an increase in teat tissue thickness (Hamann and Mein, Reference Hamann and Mein1988). Increasing the duration of the liner open phase has been shown to increase peak milk flow rate, machine strip yields and tissue thickness (Hamann and Mein, Reference Hamann and Mein1996; Gleeson et al., Reference Gleeson, O’Callaghan and Rath2004). A combination of high vacuum levels and long liner open phase increases the potential occurrence of teat-end congestion (Penry et al., Reference Penry, Upton, Mein, Rasmussen, Ohnstad, Thompson and Reinemann2017). Conversely, lower vacuum causes lower milk flow rates and longer machine-on time, but less impact on the teat tissue (Besier and Bruckmaier, Reference Besier and Bruckmaier2016). To relieve the tissue from fluid accumulation and to maintain blood circulation, a minimum d-phase duration of 150 ms (15% of the pulsation cycle) is suggested (Hamann and Mein, Reference Hamann and Mein1996). However, if the increase of b-phase duration is accompanied with an increase of pulsation rate teat tissue thickness is decreasing (Hamann and Mein, Reference Hamann and Mein1996). A shorter d-phase causes an increase in congestion of the teat tissue, as measured by a reduction in teat canal cross sectional area which can be defined as an excess of blood within blood vessels due to an obstruction of venous blood flow (Upton et al., Reference Upton, Reinemann, Penry and Thompson2016). Liner compression provides massage for the teat and promotes fluid displacement in the tissues that surround the teat canal. The degree of compressive load on the teat during the liner closed phase of one pulsation cycle affects the flow rate of milk in the following cycle (Williams et al., Reference Williams, Mein and Brown1981) and seems to be greatest near the teat tip (Mein et al. Reference Mein, Williams and Thiel1987). The level of compressive load is associated with the occurrence of hyperkeratosis (Mein et al., Reference Mein, Williams and Reinemann2003). If the intensity of liner collapse is constant, the flow curves are repeatable from one cycle to another. Accumulation of fluid in the tissue during prolonged liner open phase (e.g. >1 s) causes a decrease in flow rate and consequently a reduction in milking speed. A decrease in milk flow rate in individual cycle may be an indicator of edema formation (Williams et al., Reference Williams, Mein and Brown1981). The determinative factor of the milk flow rate is the claw vacuum and its different levels during machine milking (Besier and Bruckmaier, Reference Besier and Bruckmaier2016). The teat end (claw) vacuum impacts the teat tissue at the start and at the end of milking. At the beginning of milking, higher levels of claw vacuum are due to possible delay in milk ejection and hence bimodality of milk flow, while at the end of milking higher levels of claw vacuum are influenced by a drop of milk flow. Teat end vacuum could have different levels of impact when teat end shape is considered, since lower milk flow rates are found in round and pointed teat ends (Wieland et al., Reference Wieland, Nydam and Virkler2017). Furthermore, during the period of low milk flow, mouthpiece chamber vacuum has a distinct effect on the barrel of the teat, and is associated with the risk of barrel congestion and teat cup climbing. Considering variation in the teat size among breeds, individual animals within the same breed (Bobić et al., Reference Bobić, Mijić, Vučković, Gregić and Strossmayer2014; Strapák et al., Reference Strapák, Szencziová and Strapáková2018.) and even between quarters of the same animal (Tančin et al., Reference Tančin, Ipema, Hogewerf and Mačuhová2006), different degrees of interaction between the teat and the liner cannot be avoided. It has been shown that besides vacuum levels the predominant reason for teat tissue thickening and longitudinal stretching of the teat was a too wide liner bore relative to the teat size (Gleeson et al., Reference Gleeson, O’Callaghan and Rath2004; Nørstebø et al., Reference Nørstebø, Rachah, Dalen, Rønningen, Whist and Reksen2018). When compared with narrow bore, the use of wide bore liners causes a higher mouthpiece vacuum (O’Callaghan, Reference O’Callaghan1998). Smaller teats were associated with higher mouthpiece chamber vacuum and vice versa. As the teat expands to fill the liner cavity regardless of the barrel width, wide bore liners may also be accompanied with an increase in mouthpiece chamber vacuum (O’Callaghan, Reference O’Callaghan2001). Although higher milk flow is observed with the use of wide bore liners, they cause an increase in teat diameter, canal length, teat wall thickness and decrease in cisternal diameter (Gleeson et al., Reference Gleeson, O’Callaghan and Rath2004). Lowering the mouthpiece chamber vacuum is possible with an air admission into the liner (vented liner) which can also promote milk flow (Penry et al., Reference Penry, Upton, Mein, Rasmussen, Ohnstad, Thompson and Reinemann2017). However, the level of air admission into the liner plays a role in this process. If it is in the range of ISO standard of 4 to 12 l/min (ISO note 5707, 2007), air admission in general is beneficial, because it optimizes the transport of milk, and minimizes vacuum fluctuations and vacuum drops at high milk flow (Kochman, Reference Kochman2012; Besier and Bruckmaier, Reference Besier and Bruckmaier2016). In the same study, data suggests a prolongation in machine on time and lower milk yield by introducing air into the system that was above ISO standard values. Even though vacuum fluctuations beneath the teat end are reduced by letting air into the liner milk quality in terms of free fatty acids may be challenged and increases with more air introduced into the milk stream (Rasmussen et al., Reference Rasmussen, Wiking, Bjerring and Larsen2006). With teats that penetrate deeper into the teat cup at the end of peak flow and beginning of low milk flow rate, a raise in mouthpiece chamber vacuum occurs (Borkhus and Rønningen, Reference Borkhus and Rønningen2003). This can be explained with the drop of high intramammary pressure following reduced refill of the teat after which there is a loss in friction between the teat and walls of liner barrel (Reinemann et al., Reference Reinemann, Rasmussen and Mein2001; Borkhus and Rønningen, Reference Borkhus and Rønningen2003). Higher mouthpiece chamber vacuum has also been associated with teat-end congestion (Penry et al., Reference Penry, Upton, Mein, Rasmussen, Ohnstad, Thompson and Reinemann2017) and teat end callosity (Nørstebø et al., Reference Nørstebø, Rachah, Dalen, Rønningen, Whist and Reksen2018). Considering that teat end callosity is observed using standard vacuum settings during the period of low average milk flow rate (Nørstebø et al., Reference Nørstebø, Rachah, Dalen, Rønningen, Whist and Reksen2018), it can be assumed that changes in teat condition are milk flow dependent.

Overmilking

Overmilking starts when the milk flow to the teat cistern is less than the amount of milk being removed during the liner-open phase (Rasmussen, Reference Rasmussen2004; Pařilová et al., Reference Pařilová, Stádník, Ježková and Štole2011; Sterrett et al., Reference Sterrett, Wood, McQuerry and Bewley2013) and is associated with an elevation in mouthpiece chamber vacuum and fluctuations (Nørstebø et al., Reference Nørstebø, Rachah, Dalen, Rønningen, Whist and Reksen2018). Due to a prolonged period of reduced flow, hyperemia, hemorrhage and edema of epithelial membrane of the teat cistern are starting to occur. The preceding can be explained by the damage of the alveolar epithelium and the epithelial membrane lining the teat cistern due to the continuous friction of its walls. Overmilking causes an increase in the teat surface temperature, thickening of cisternal wall, decrease of the teat diameter and prolongation of the teat canal (Paulrud et al., Reference Paulrud, Clausen, Andersen and Rasmussen2005).

Earlier studies showed that overmilking causes increased hyperkeratosis (Edwards et al., Reference Edwards, Jago and Lopez-Villalobos2013), and a higher intramammary infection rate (Natzke et al., Reference Natzke, Everett and Bray1982), but no change in teat condition. Previous research indicates that an interaction of overmilking and machine settings is causing a stress to the tissue (Hamann and Mein, Reference Hamann and Mein1988; Hillerton et al., Reference Hillerton, Pankey and Pankey2002; Parilova et al., Reference Pařilová, Stádník, Ježková and Štole2011). A potential explanation is that an impact of certain machine settings on the tissue is merely extended by a prolonged milking. Different liner design was shown to have an effect on the coloration and firmness of the teat and is more pronounced with duration of overmilking (Hillerton et al., Reference Hillerton, Pankey and Pankey2002). Study by Pařilová et al. (Reference Pařilová, Stádník, Ježková and Štole2011.) finds that a combination of higher vacuum level and lower level of cluster detachment leads to a more prominent prolongation of the teat canal and widening of teat diameter. Conversely, almost no effect of prolonged milking in quarters was observed when using a liner that provided a massage on the whole teat (Mein et al., Reference Mein, Brown and Williams1986). Another fact that should be considered is that overmilking is milk flow dependent. It occurs at a quarter level, being more pronounced in front than rear quarters because of less available milk and therefore shorter milking time in front than rear quarters, respectively (Tančin et al., Reference Tančin, Ipema, Hogewerf and Mačuhová2006). Use of individual quarter pulsation milking system could reduce overmilking and lessen the trauma to the tissue (Sterrett et al., Reference Sterrett, Wood, McQuerry and Bewley2013).

Automatic cluster removal

The mode of operation of the automatic cluster removers is based on vacuum shutdown and removal of the unit after the milk flow reaches a previously defined level (switch point). The removal mechanism of the cluster starts a few seconds before the previously defined level of milk flow is reached (delay time). The optimal flow rate for removal of the cluster unit is still a matter of discussion. It has been shown that early detachment up to a milk flow level of 400 or 600 g/min shortens the milking duration without affecting milk yield or milk composition negatively (Edwards et al., Reference Edwards, Jago and Lopez-Villalobos2013; Besier and Bruckmaier, Reference Besier and Bruckmaier2016).

In a study where the detachment level was set to 800 g/min, Magliaro and Kensinger (Reference Magliaro and Kensinger2005) found a reduction of harvested milk yield. Interestingly, a similar study (Stewart et al., Reference Stewart, Godden, Rapnicki, Reid, Johnson and Eicker2002) showed an increase in average milk flow in all the studied herds and a higher milk yield in two out of five herds when higher switch point setting was applied. In higher level of cluster removal (800 g/min), lactose, protein and fat content had a tendency to decrease (Ferneborg et al., Reference Ferneborg, Stadtmüller, Pickova, Wiking and Svennersten-Sjaunja2016) which can be better understood with the fact that the milk fraction with the highest nutrient contents remained in the udder (Ontsouka et al., Reference Ontsouka, Bruckmaier and Blum2003). Regarding tissue condition using different take off levels (Courtot et al. Reference Courtot, Duouits and Chapuis2009), show that switch point at 800 g/min lead to a considerable reduction in frequency of tissue thickening or occurrence of hyperkeratosis compared to a detachment level of 200 g/min. Higher thresholds work well in combination with more frequent milking (Rasmussen, Reference Rasmussen2004).

Conclusion

Successful machine milking depends on the interaction of the physiological regulation of milk ejection, and adequate settings of vacuum and pulsation. Moreover, the teat cup liner as the interface between the mammary gland and the milking technology must optimally fit the teat. This goal is only achieved if the teat size and shape does not considerably vary within a dairy herd and thus allow the selection of a specific liner type. The reversibility of teat characteristics such as teat canal length, teat wall diameter or teat tissue thickness to a pre-milking state shortly after milking is required. Recovery of the teat condition is intertwined with the levels of impact of the milking system, which is represented by the teat end vacuum and liner compression, as well as the shape of the liner mouthpiece. While system vacuum and liner compression can be controlled and modified, the level of the impact of mouthpiece chamber vacuum depends on the teat size and shape. Higher levels of claw vacuum will enable faster milking but concomitantly result in a higher risk of teat end impairment during low milk flow at the end of milking. Overall, a suitable compromise needs to be found to maintain a balance between high milking performance and low impact on the teat tissue. For the moment, automatic cluster removal and earlier detachment of the unit at a relatively high milk flow level allows to considerably reduce the influence of higher levels of claw vacuum on the tissue at the end of milking without negatively affecting milk yield or milk composition.

Acknowledgement

None.

Declaration of interest

None.

Ethics statement

None.

Software and data repository resources

None.

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