Leila Naseri1, Mohammad Rasoul Khazaei2, Mozafar Khazaei3. 1. Student Research Committee, Kermanshah University of Medical Sciences, Kermanshah, Iran. 2. Fertility and Infertility Research Center, Health Technology Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran. 3. Fertility and Infertility Research Center, Health Technology Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran. Email: mkhazaei1345@yahoo.com.
Polycystic ovary syndrome (PCOS) as one of the most
prevalent disorders of the endocrine system is among the
leading causes of non-ovulatory infertility. It is also the
main common endocrine, metabolic, and genetic disorder characterized by an ovulation, polycystic ovary, and
biochemical and clinical signs of hyper androgenism (1).
PCOS is associated with adrenal-pituitary-hypothalamic
dysregulations and is observed in about 4 to 18% of women of fertility age (2).PCOS women have higher levels of luteinizing hormone
(LH), testosterone (T), cholesterol, and triglycerides but
in contrast, they have lower levels of follicle stimulating
hormone (FSH), sex hormone-binding globulin (SHBG),
and high-density lipoproteins (HDLs) (2). The most common complications of PCOS are non-ovulation, type 2 diabetes, cardiovascular diseases, and menstrual disorders,
which can lead to infertility if remain untreated. In PCOS
women, the functions of both insulin and its receptor are
normal; however the signaling cascade activated following the binding of insulin to its receptor, is impaired (3).
Furthermore, apoptosis of granulosa cells, which is an essential process for the normal development of follicles,
has been highlighted in the pathogenesis of PCOS (4).PCOS treatment includes medications such as medroxyprogesterone, cyproterone acetate, spironolactone,
metformin (MET), and birth control pills. MET as one
of the drugs used in diabetes, has recently been applied
to treat PCOS, as it improves menstruation and ovulation
patterns within 2 to 3 months (5). In addition to chemical
drugs, many herbal/traditional remedies are now used to
relieve PCOS symptoms. Herbal and natural compounds have wide popularity because of their lower side effects,
and greater compatibility with the body, as well as their
extensive variety.Bee pollen (BP) is a circular seed-like particle (2.5-250
μm diameter) covered by a protective wall and contains
significant amounts of proteins, lecithin, active enzymes,
folic acid, vitamins, especially B family, and other minerals. Bees combine small volumes of their saliva with pollens accumulated from plants, to produce bee bread. The
product of this process is stored in corbiculae on the dorsal
tibia. Based on plant species, pollens show variable morphological shapes. Furthermore, their color is variable from
light yellow to black. Regarding the size, pollens may be
seen as grains of ten to hundreds of micrograms. The beneficial effects of this compound on prostate inflammation,
cancer, chronic alcoholic disease, burn wounds, and depression have been recognized (6).Various studies have shown that BP has many valuable effects in improving infertility,
allergies, and obesity (7-9). BP is a potential source of natural antioxidants including
vanillic, protocatechuic acid, gallic, and p-Coumaric acid as well as flavonoids such as
hesperidin, rutin, kaempferol, apigenin, luteolin, quercetin, and isorametin (10). These
compounds have shown antioxidant activity by inactivating and removing free radicals and
reactive oxygen species (ROS such as H2 O2, O2 •- and
•OH). Accordingly, Šarić et al. (11) attributed the potent antioxidant effects of BP to its
phenolic compounds such as quercetin, isorhamnetin, galangin, chrysin, and pinocembrin. In
another study, Sousa et al. (12) stated that anti-oxidative components of BP, especially
cyanidine and kaempferol, inhibited CYPs, and protected Caco-2 enterocyte intestinal cells
against tert-Butyl hydroperoxide (t-BHP)- induced oxidative stress. Given the aforementioned
and unique properties of BP, and the fact that the effects of BP on PCOS have not been
investigated yet, the aim of the present study was to assess the effects of BP alone and in
combination with MET on sex hormone levels, total antioxidant capacity (TAC), and expression
of anti- and pro-apoptotic genes, in a rat model of PCOS.
Materials and Methods
Animals
In this animal experimental study, 54 mature female
Wistar rats (180-210 g) were maintained under standard
laboratory conditions (22-24°C and12-hour dark-light cycle) and they had free access to food and water ad libitum.
Rats were selected based on two to three regular estrous
periods during 8-10 days of vaginal smear evaluation
(13). BP was collected from beehives in East Azerbaijan
province, Iran. It was dissolved in distilled water (DW)
(5 g in 20 ml) by stirring for 2 hours. After filtration, the
suspension was centrifuged at 10,000 g for 20 minutes
and the supernatant was kept in the freezer until use. Before analysis, the suspension was thawed and dissolved
in DW. Body weight was measured at the binging and the
end of the experimental period. Also, all experimental
procedures in this study were reviewed and approved with
the Guidelines of the Ethical Committee for Research on
Laboratory Animals at Kermanshah University and Medical Sciences (IR.KUMS.REC.1398.496).
Polycystic ovary syndrome induction
PCOS was induced by a single intramuscular injection
of estradiol valerate (EV, 2 mg dissolved in 0.2 ml olive
oil) (Aburaihan, Iran). During the 60 days of the study,
vaginal smears were obtained to determine abnormal estrous cycle and persistent vaginal cornification (PVC) and
irregularity of the estrous cycle (14). Furthermore, to establish a PCOS diagnosis, 6 rats were selected randomly
and the levels of E2 and T were measured.
Treatment groups
The rats were divided into 9 groups (n=6/group) as
follows: 1: Control, 2: PCOS (without intervention), 3-5:
PCOS with BP at the doses of 50, 100 or 200 mg/kg,
6: PCOS with MET (300 mg/kg) (15), and 7-9: PCOS
with MET 300 (mg/kg)+50, 100, or 200 mg/kg BP. All the
treatments were performed for 21 days by gavage (16).
Serum analysis
At the end of the study, rats were sacrificed under general anesthesia induced by 100 mg/kg ketamine and 10
mg/kg xylazine (Alfasan, Warden-Holland) (intraperitoneally) (17). The blood samples were taken from the
hearts and the serum was isolated (3000 rpm for 15 minutes) and stored at -20°C. Then, the levels of E2 and T
were measured using rat ELISA Kits (ZellBio, Germany,
Histogenotech, testosterone: ZB-10259C, estradiol: ZB10176C). TAC of serum was measured by the ferric reducing ability of plasma (FRAP) method as explained in
our previous studies (18).
Quantitative real-time polymerase chain reaction
The right ovaries were removed and stored in liquid
nitrogen for gene expression analysis. The ovarian tissue
(30 mg) was used to extract total RNA by a kit protocol
(BioFact kit, South Korea, Noavaranteb, PR101-050/
PR101-100). The quality of the RNA was checked by
NanoDrop spectrophotometers 2000c (Thermo Science,
USA) and determining the absorbance ratios of A260/
A280 and A260/A230 nm. The DNA was synthesized
using the BioFact kit (BioFact RT Series, South Korea,
Noavaranteb, BR63110-96). The reaction mixture was
prepared in a net volume of 20 μL. The polymerase chain
reaction (PCR) master mix of SYBR Green I (TaKaRa,
South Korea, Noavaranteb, DQ385-40H) was added to
the reactions tube (10 μL). Other constituents of the reaction mixture included forward (1 μL) and reverse (1
μL) primers (400 nM), cDNA (1 μL), and ddH2O (7
μL). The primers were designed using Gene Runner and
Primer Express software v.3.0 (Applied Biosystems,
Foster City, USA) and blasted in NCBI (Table 1). Realtime PCR thermal program consisted of an initial incubation at 70°C for 45 minutes. Then, 38 to 42 cycles
were considered [95°C for 30 seconds 60°C (annealing
and extension) for 1 minutes]. Melting curve analysis
was carried out between 60 and 95°C (1°C increments)
for 5 s at each step.
Primers for real-time polymerase chain reactionThe High ROX BioFact™ 2X Real-Time PCR Smart mix SYBR Green PCR master mix was applied to
determine the expression of target genes (Caspase-3, Bax, Bcl2 and
Sirt-1). The reactions were carried out in a device manufactured by the
Applied Biosystems (StepOne™ Real-Time PCR System, USA). The experiments were carried out
in duplicate. The housekeeping gene, β-Actin, was used as the internal
control. Gene expression levels were measured by using below formulas and finally by Ct
(2-ΔΔt) (fold changes) method.∆∆CT=[(mCTtarget-mCTreference) test sample-
(mCTtarget-mCTreference) control sample]And finally: Expression level of target gene=2-ΔΔct
Statistical analysis
Considering the normal distribution of the data confirmed by the Kolmogorov-Smirnov test (P>0.05), differences among data were statistically analyzed using
one-way ANOVA followed by Tukey’s test (a P<0.05
was considered significant). Data analysis was done
by SPSS-16 software (SPSS, Inc., Chicago, IL, USA)
and data are presented as mean ± SD. The GraphPad
Prism software package version 8 (Graph Pad Prism
Software Inc., San Diego, California) was used to draw
data charts.
Results
The body (P=0.002) and ovary (P<0.001) weight
increased in the PCOS group. Body weight significantly
decreased in groups treated with 200 mg/kg BP
(P=0.02), and combination of Met and BP 100 (P=0.03)
and 200 mg/kg (P=0.06) compared to the PCOS group
(Fig.1A). The body weight was significantly lower in
all groups treated with (50, 100 and 200 mg/kg BP
(P<0.001), and combination 50 (P=0.003), 100 and
200 mg/kg BP+MET (P<0.001) and MET (P=0.04),
Fig.1B).
Fig.1
Effect of BP and MET on body and ovarian weight in different groups. A. Body weight
and B. Ovarian weight. Different letters indicate significant differences
between groups and the same letters indicate no significant differences between groups.
BP; Bee pollen, M; Metformin, and PCOS; Polycystic ovary syndrome.
Effect of BP and MET on body and ovarian weight in different groups. A. Body weight
and B. Ovarian weight. Different letters indicate significant differences
between groups and the same letters indicate no significant differences between groups.
BP; Bee pollen, M; Metformin, and PCOS; Polycystic ovary syndrome.
Sex hormones
PCOS induction by EV significantly increased the
serum levels of E2 and T while their levels in the treatment
groups reduced (P<0.01). The E2 levels were significantly
lower in all groups treated with 50 (P=0.01), 100
(P=0.005) and 200 (P=0.001) mg/kg BP, and combination
of 50 (P=0.005), 100 (P=0.003) and 200 (P=0.001) mg/
kg of BP with MET compared to the PCOS group. E2
reached the control level in the group treated with 50 mg/
kg BP+MET. Although, the group treated with 200 mg/kg
BP+MET showed a significant increase compared to the
control group (P=0.007, Fig.2A).
Fig.2
Comparison of Serum levels of sex hormones in the different experimental groups. A.
Serum levels of E2 in the experimental groups: PCOS (P<0.01), 50 mg/kg
(P=0.01), 100 mg/kg (P=0.005) and 200 mg/kg (P=0.001) of BP, 50 mg/kg BP+M (P=0.005),
100 mg/kg BP+M (P=0.003) and 200 mg/kg BP+M (P=0.001). Different letters indicate
significant differences between groups and the same letters indicate no significant
differences between groups. B. Serum testosterone in the experimental
groups (mean ± SD). PCOS (P<0.01), 50 mg/kg (P=0.3), 100 mg/kg (P=0.006) and
200 mg/kg (P=0.001) of BP, METtreated (P<0.01), combination of BP and MET,
testosterone level significantly decreased comparing to PCOS (P<0.01).
Different letters indicate significant differences between groups and the same letters
indicate no significant differences between groups. BP; Bee pollen, M; Metformin
(MET), and PCOS; Polycystic ovary syndrome.
While T level significantly increased in the PCOS group,
it decreased by BP alone or in combination with MET
dose-dependently (P<0.05). MET treatment reduced T
level (P<0.01), but it did not reach the control level. The
group treated with 50 mg/kg BP showed no significant
difference compared to the PCOS group (P=0.3), but the
group treated with 100 (P=0.006) and 200 mg/kg (P=0.001)
of BP had significant differences (Fig.1B). Furthermore, in
rats treated with a combination of BP and MET, T level
significantly decreased (P=0.001) and it reached the control
level in 200 mg/kg+MET group (Fig.2B).Comparison of Serum levels of sex hormones in the different experimental groups. A.
Serum levels of E2 in the experimental groups: PCOS (P<0.01), 50 mg/kg
(P=0.01), 100 mg/kg (P=0.005) and 200 mg/kg (P=0.001) of BP, 50 mg/kg BP+M (P=0.005),
100 mg/kg BP+M (P=0.003) and 200 mg/kg BP+M (P=0.001). Different letters indicate
significant differences between groups and the same letters indicate no significant
differences between groups. B. Serum testosterone in the experimental
groups (mean ± SD). PCOS (P<0.01), 50 mg/kg (P=0.3), 100 mg/kg (P=0.006) and
200 mg/kg (P=0.001) of BP, METtreated (P<0.01), combination of BP and MET,
testosterone level significantly decreased comparing to PCOS (P<0.01).
Different letters indicate significant differences between groups and the same letters
indicate no significant differences between groups. BP; Bee pollen, M; Metformin
(MET), and PCOS; Polycystic ovary syndrome.
Total antioxidant capacity
The TAC severely decreased in the PCOS group
(P=0.002). In all treated PCOS groups with BP or
BP+MET, it significantly increased in a dose-dependent
manner (P<0.01). Its elevation did not reach the control
levels in the group treated with BP alone, but it was higher
than control in rats treated with combinations of MET
and BP [(100 mg/kg (P=0.03), and 200 mg/kg (P=0.006)
groups]. TAC level also significantly increased in rats
treated with MET (P=0.03) (Fig.3).
Fig.3
Comparison of TAC between the study groups. In all treatment groups,
TAC significantly and dose-dependently increased compared to PCOS group
(P<0.01). 100 mg/kg; (P=0.03), and 200 mg/kg; (P=0.006) and MET group
(P=0.03). Different letters indicate significant differences between groups
and the same letters indicate no significant differences between groups. BP;
Bee pollen, M; Metformin (MET), and PCOS; Polycystic ovary syndrome.
Genes expressions
The expression of Bax gene was significantly reduced in the PCOS group (P=0.001), it
expression significantly increased in the both BP-treated groups (P<0.001). The Bax
expression in the groups treated with 50 mg/kg BP+MET (P=0.002), 100 mg/kg BP+MET, 200
mg/kg BP+MET, and MET alone was increased significantly compared to the PCOS group
(P<0.001, Fig.4A). The expression of Bcl-2 gene was significantly
elevated in the PCOS group (P=0.007), it significantly decreased in the groups treated
with 100 mg/kg BP (P=0.007), 200 mg/kg BP (P=0.007), MET (P<0.01), and combination
of MET and BP (50,100 and 200 mg/kg, P<0.01) compared to the PCOS group
(Fig.4B).
Fig.4
mRNA expressions of Bax, Bcl-2, Caspase-3 and
Sirt-1 genes in rat ovarian tissue in study groups. A.
Bax (P<0.001), B. Bcl-2,
C.
Caspase-3 (P<0.01) and D.
Sirt-1 (P<0.001). Different letters indicate significant
differences between groups and the same letters indicate no significant differences
between groups. BP; Bee pollen, M; Metformin (MET), and PCOS; Polycystic ovary
syndrome.
Caspase-3 gene expression significantly decreased in the PCOS group
(P<0.01). However, the expression of this gene increased in treated groups (P=0.09,
Fig.4C). The expression of Sirt-1 gene was significantly reduced in the
PCOS group (P=0.002). In all PCOS groups treated with BP or BP+MET, the expression of this
gene increased but this was not significant except for the 100 mg/kg BE (P=0.02) and MET
(P=0.04, Fig.4D).Comparison of TAC between the study groups. In all treatment groups,
TAC significantly and dose-dependently increased compared to PCOS group
(P<0.01). 100 mg/kg; (P=0.03), and 200 mg/kg; (P=0.006) and MET group
(P=0.03). Different letters indicate significant differences between groups
and the same letters indicate no significant differences between groups. BP;
Bee pollen, M; Metformin (MET), and PCOS; Polycystic ovary syndrome.mRNA expressions of Bax, Bcl-2, Caspase-3 and
Sirt-1 genes in rat ovarian tissue in study groups. A.
Bax (P<0.001), B. Bcl-2,
C.
Caspase-3 (P<0.01) and D.
Sirt-1 (P<0.001). Different letters indicate significant
differences between groups and the same letters indicate no significant differences
between groups. BP; Bee pollen, M; Metformin (MET), and PCOS; Polycystic ovary
syndrome.
Discussion
BP alone and in combination with MET significantly reduced the levels of T, body weight and
Bcl-2 gene expressions, and increased E2 and TAC significantly, as well
as expressions of Bax, Caspase-3, and
Sirt-1 genes in the PCOS treated group. In this study, higher BP doses
were more effective. Changes in the levels of Bax, TAC, and T were
significant for 100 and 200 mg/kg BP doses. Examining apoptotic markers and sex hormones
indicated the beneficial effects of the 200 mg/kg BP.Women with PCOS have abnormal androgen and
E2 production, which depends on the extent of LH
stimulation. BP exerts E2-like activity due to the presence
of phytosterols such as P- and β-sitosterol (19). These
are cholesterol-like compounds that can interfere with
cholesterol uptake and therefore, reduce synthesis of
androgenic hormones, especially T (20). Steroid hormones
produced by ovaries act as autocrine factors and play an
important role in controlling ovarian cell death. E2 acts as
an key factor for the survival of both granulosa cells and
corpus luteum. Progesterone also maintains the survival
of granulosa cells. Although the mechanism of action of
steroid hormones is not completely understood, they can
partly act through inducing the production of BCL-2 (21).
Increased anti-apoptotic factors lead to the preservation
of ovarian cysts and the progression of PCOS (22). In
this syndrome, high levels of estrogen prevent apoptosis,
which is a feature of PCOS. In the intervention groups, BP
treatment reduced E2 levels and the expressions of antiapoptotic genes, while increased the expressions of proapoptotic genes, which subsequently can induce apoptosis
in ovarian cysts and mitigate PCOS manifestations.A mutation in the aromatase P450 enzyme can lead to
ovarian dysfunction and increased androgens’ levels as a
trigger factor for PCOS. The aromatase enzyme catalyzes
E2 biosynthesis from androgens (23). β-sitosterol inhibits
the activity of cytochrome P450 in the microsomes of
human liver, inhibiting the conversion of cholesterol to
pregnenolone and other steroid hormones (24). Malini
and Vanithakumari (25) showed that β-sitosterol reduced
the production of cholesterol and gonadal steroids.
Consistent with these studies, our results also suggested
that BP can reduce production of steroid hormones
probably by β-sitosterol. Body weight might be one of
the main clinical features of PCOS patients (26). In this
study, it was observed that BP and MET reduce the weight
of rats and ovaries.BP is a phenolic-rich compounds with anti-androgenic
properties (27) and suppresses the binding of dehydrotestosterone to its receptor, leading to reduced T secretion.
Flavonols are structurally similar to E2, so it is hypothesized
that these compounds may compete with androgens for
binding to receptors, affecting internal androgen levels.
Other flavonols are apigenin and kaemferol; apigenin is
an anti-androgenic compound with inhibitory effects on
cytochrome P450 activity (28). It reduced T secretion in
the adrenal cortex (29). Apigenin is also present in BP
which can explain anti-estrogenic effects (30) observed in
the present study.In the study of Wang et al. (31), apigenin competitively
inhibited the binding of flunitrazepamto the GABA receptor
and reduced the LH secretion. Furthermore, researchers
have shown that kaempferol can promote E2-like activities
(27). It can inhibit the binding of E2 to alpha-fetoprotein
(AFP), a serum estradiol-binding protein. The interaction
of biological flavonoids with AFP can limit the availability
of E2 for binding to target cells (32). In the present study,
inhibition of E2 binding to AFP by BP ingredients, can
explain E2 reduction in PCOS rats. Monsefi et al. (33) also
showed that kaempferol available in Anethum graveolens
reduced E2 level through binding to AFP.BP also significantly increased TAC in the treatment
groups. Murri et al. (34) reported abnormal levels of
circulating markers of oxidative stress in women with
PCOS proposing a role for these markers in PCOS
pathophysiology. Oxidative stress is an imbalance between
ROS production and antioxidant system activity. A
variety of female reproductive functions can be disturbed
by the effect of oxidative mediators. The most important
of such results is abnormal maturation of oocytes, as well
as disturbances in ovulation (35). The normal growth of
the inner theca layer is essential for ovarian function.
Free radicals and oxidative mediators can disrupt regular
growth and induce apoptosis in this layer. In PCOS women,
a direct relationship has been shown between decreased
oxidative stress and increased oocyte maturation (36). So,
antioxidants can help improving PCOS symptoms (10).We also investigated the effect of BP on the gene expressions of anti-apoptotic
(Bcl-2) and proapoptotic (Bax and
Caspase-3) markers. To our knowledge, no studies have been performed to
date on the effects of BP on apoptosis of ovarian cells in PCOS. In this study, while
anti-apoptotic genes were reduced, pro-apoptotic genes were increased in the PCOS group
which was consistent with previous studies. Das et al. (37) reported that the expressions of
pro-apoptotic genes: including Bax were significantly reduced in PCOS
women. On the other side, the expression of Bcl-2 was significantly
elevated in these patients indicating a low rate of apoptosis in their ovarian cysts.
Likewise, Isobe and Yoshimura (38) showed that the expressions of caspase-3 and BAX was
significantly reduced in bovine cystic ovarian disease.In another report, Salvetti et al. (22) investigated the
proliferation and apoptosis rates, as well as the levels of
some proteins (i.e. BAX, BCL-xL, BCL-w, and BCL-2)
involved in these processes in different types of ovarian
follicles in PCOS rats. They asserted that the reduced
apoptosis in follicles of these rats can be involved in the
formation and persistence of ovarian cysts. These findings
indicate the roles of BCL-2 and BAX in apoptosis of
ovarian granulosa cells in PCOS. In parallel, we also
observed decreased levels of apoptotic markers in ovaries
in a rat model of PCOS induced by injection of EV.During the development of the female reproductive system, apoptotic cell death shares a
substantial role in the normal formation of ovarian follicles. Follicular granulosa cell
apoptosis occurs at childbearing age. These cells are the same cells affected in women with
PCOS. BCL-2 inhibits apoptosis through suppressing the release of caspase-9 by reducing the
permeability of the mitochondrial membrane. On the other hand, the pro-apoptotic BAX
counteracts the function of BCL-2 by facilitating the release of cytochrome c and other
apoptotic mediators from mitochondria through increasing the permeability of its outer
membrane. The balance of antiand pro-apoptotic mediators is the main regulator of apoptosis
in granulosa cells during ovary development and atresia through suppressing caspase-3
activity. According to studies, targeting apoptotic pathways may be a new approach for
treating PCOS. In the present study, BP significantly increased apoptosis in granulosa
cells. Our results showed that Sirt-1 expression significantly increased in
the BP-treated groups. Sirt-1 is an NADdependent histone deacetylase, which
can improve insulin sensitivity and insulin signal transduction pathways, in
insulin-sensitive organs and tissues. Decreased Sirt-1 expression may be
related to the pathogenesis of diseases associated with insulin resistance (39).Although the underlying causes of the disease remain
unknown, it is believed that insulin resistance plays a key
role in the development of PCOS. Recent studies have
shown that insulin receptors in skeletal muscles and skin
fibroblasts are serine phosphorylated in at least 50% of
women with PCOS. Serine phosphorylation regulates
the activity of P450. Its aberrant expression triggers
insulin resistance and induces elevation of Androgens.
This phenomenon, in turn, increases insulin level and
Androgen production within ovaries causing premature
ovarian atresia and impair ovulation. MET is a drug used
to treat non-insulin-dependent diabetes mellitus. This
drug decreases insulin and LH levels by suppressing
hepatic gluconeogenesis and inducing peripheral glucose
uptake (40).
Conclusion
BP exerts positive effects either individually or
synergistically with MET, on E2, T, TAC of serum, and
expression of apoptotic genes. BP increased apoptosis in
ovarian cysts due to its phytoestrogenic properties. Higher
BP doses were more advantageous in this study and
producedmore significant changes. Based on the presence
of various antioxidants, phytoestrogens, and phenolic
compounds, BP could be used as a potential therapeutic
agent to treat PCOS.
Authors: M Das; O Djahanbakhch; B Hacihanefioglu; E Saridogan; M Ikram; L Ghali; M Raveendran; A Storey Journal: J Clin Endocrinol Metab Date: 2007-12-11 Impact factor: 5.958
Authors: Christine I Gilman; Frederic D L Leusch; W Carl Breckenridge; Deborah L MacLatchy Journal: Gen Comp Endocrinol Date: 2003-02-01 Impact factor: 2.822