Ki67 Changes and Its Association with Pathological Response According To Molecular Sub Type after Neoadjuvant Chemotherapy

 Ki67 Changes and Its Association with Pathological Response According To Molecular Sub Type after Neoadjuvant Chemotherapy

Rufina Soomro1*, Afsheen Javaid Khoker1, Zahid Habib1, Naila Zahid2
1Department of Surgery, Liaquat National Hospital and Medical College, Karachi, Pakistan
2Department of Oncology, Liaquat National Hospital and Medical College, Karachi, Pakistan

Received Date: 11 August, 2019; Accepted Date: 20 August, 2019; Published Date: 30 August, 2019
*Corresponding Author: Rufina Soomro, Department of Surgery, Liaquat National Hospital and Medical College, Karachi, Pakistan. +9200923008255117; Email: rufina.soomro@hotmail.com
Citation:  Soomro R, Khoker AJ, Habib Z, Zahid N (2019) Ki67 Changes and Its Association with Pathological Response According To Molecular Sub Type after Neoadjuvant Chemotherapy. Adva Gen and Molbio: AGMB-101.


Abstract
Objective:  This study evaluated the significance of proliferating marker Ki-67 as a prognostic marker and the relationship of Ki-67 with different clinic-pathological factors and molecular subtypes The purpose of this study is to assess the potential value of Ki67 for the prediction of therapeutic  response after neo-adjuvant chemotherapy in breast cancer.

Methods: This observational study enrolled 303 patients with invasive breast cancer who had neoadjuvant chemotherapy from year 2013 to 2018. Age, clinical stage, T, N, ER, PR, HER2 status, and grade were recorded. Ki67 was correlated with all these markers and molecular subtypes. Ki67 was recorded on the first biopsy and after chemotherapy. Change in Ki67 was compared with prognostic markers and molecular types.

Results: There was statistically significant correlation between Ki67 and T, N, Histopathology, grade, ER, PR, HER2, and luminal subtypes (p<0.001). There was a significant reduction in the mean Ki67 after neo-adjuvant therapy (p <0.001). Significant reduction in Ki67 was seen in all molecular subtypes except Luminal A (p<0.001).

Conclusions: Ki-67 was associated with common histo-pathological parameters. Post NAC change in Ki67 correlates with clinico-pathological response.These findings underline the importance of Ki-67 as a prognostic parameter.


Keywords: Breast cancer; Ki-67; Molecular subtypes; Post Neo-adjuvant Ki67; Prognosis


Introduction
       The breast cancer is a heterogeneous disease and outcome varies in patients with the same stage of the disease. The aim in modern, evidence based medicine is to identify patients who have an unfavorable prognosis and to select patients who can improve prognosis associated with a specific form of treatment. In addition to traditional clinico-pathological markers, various other Biomarkers [1] and genetic tests [2] are available to subtype them to predict prognosis and treatment response. Along with conventional histopathological parameters, the assessment of tumor proliferation is one of the major factors for prediction of risk of recurrence and the treatment decisions in breast cancer patients [3]. Ki67 is one of the major markers of tumor proliferation, assessed by immunohistochemistry (IHC) with the anti-Ki67 antibody called MIB-1 [4]. Ki-67 is a nuclear protein with a nuclear function that is expressed in all phases of the cell cycle, except G0 [5].

      The St. Gallen Consensus meeting determined that the Ki67 labelling index is the main distinguishing feature between “luminal A” and “luminal B” breast cancer subtypes (1), and genetic test Oncotype DX has Ki67 is one of the 21 variables tested showing significant value of this marker.

       Several breast cancer trials have adopted pathological complete response (pCR) as a surrogate marker for long term treatment efficacy and disease free survival. However, the rate of pCR achievement is usually small, generally reported in only 10-30 % of patients, with standard Neo-adjuvant regimens. For residual patient with non PCR a useful marker for prognosis is highly desirable.

      Clinical aim of this marker is to identifying patients with unfavorable prognosis and is aiming to improve treatment according to individual risk.

      Various studies have been done to explore the Value of Ki67 and show that high ki67 is associated with bad prognosis [7].  International working group worked hard and have found clinical utility of Ki67 as prognostic and predictive marker, but because of lack of standardization there is inter laboratory variability. To avoid that they suggested guidelines for assessment of ki67 in breast cancer [8].Ki67 expression showed a positive correlation with known adverse clinico-pathological parameters like lymph node status, lympho-vascular invasion, and tumor grade and tumor size [9-11]. The detailed relationship between Ki67 and other clinico-pathological parameters requires further investigation.

      In this part of the world, we generally see patients at a locally advanced stage [12] and apparently with aggressive biology [13], so it would be interesting to see the correlation of Ki67 with clinico-pathological features in our population.

      Neo-adjuvant chemotherapy (NAC) has been established as a standard treatment strategy for patients with not only locally advanced but also operable breast cancer [14].This strategy allows patients to benefit a reduction in the extent of surgery and provides information on the efficacy of chemotherapy. It has been demonstrated that patients who achieve a pathologic complete response (pCR) to NAC are likely to have a favorable long-term outcome [15, 16]. Clinical and molecular biomarkers capable of predicting pCR have been assessed following neo-adjuvant treatment in breast cancer patients [17, 18]. In patients receiving neo-adjuvant therapy the value of Ki67 as a predictive and prognostic marker can be better understood.

      Looking at Ki67 values in different molecular subtypes, Ki67 is a well-established prognostic marker in ER positive breast cancer [19], there is little evidence to support a role for Ki67 in hormone Receptor negative breast cancer prognosis [20]. It is true that there are some patients with negative hormone receptors, whose prognosis remains good. Therefore, a better understanding of the molecular and histo-pathological features of HR-negative breast cancers and its heterogeneity is important for the development of a new therapeutic strategy and to improve the prognosis of HR-negative breast cancers. So, the benefit of Ki67 assessment in HR-negative breast cancers needs further workup.

      The patients who have residual disease after NAC, we may asses Ki67 on the residual disease and it seems to be promising in terms of prognosis [21, 22]. We aim to study the correlation of Ki67 with known clinico-pathological markers and also to see the prognostic and predictive value of Ki67 in patients receiving NAC and its effect on each intrinsic sub types. By this we can also select high risk patient and can plan further adjuvant chemo or radiotherapy. Thus, assessment of Ki-67 may be used in daily practice to discriminate breast cancer subtypes, predict oncological outcomes, or decide on indications for adjuvant treatment


Material and Methods
Methods

Settings: Department of General and Breast surgery, Liaquat National hospital and Medical College, Karachi, Pakistan.

Duration of study: Prospective study from Jan 2013 -July 2018. 

Inclusion Criteria: All female patients with the diagnosis of breast cancer, who received neo-adjuvant therapy.

Exclusion Criteria: 

Patients who did not have neo-adjuvant therapy.
Patients who did not undergo surgery after neo-adjuvant therapy.
Patients’ lost to follow up after chemotherapy.
Patients whose pre chemo Ki- 67 were not available.

Study Design: Observational study.

Patients and Methods

       All patients with biopsy proven breast cancer requiring Neo-adjuvant therapy were included in this study. Clinical data and original pathological information was collected including, patient’s age, clinical tumor size, nodal status, initial tumor stage according to TNM classification, Estrogen& Progesterone receptor, HER 2-neu status and Ki-67 levels. Neo-adjuvant and targeted therapy given was noted. Along with this postneo-adjuvant therapy tumor size (ypT) and nodal status (ypN) and post therapy Ki-67 levels were recorded.

      Pathological complete response (pCR) was defined by the absence of invasive carcinoma in the primary breast tumor. Presence of residual ductal carcinoma in situ was included in the pCR.

       Partial responders were those when tumor size (ypT) and lymph node (yPN) status decreased in response to chemotherapy, but still there was disease, Disease was considered stable if there was no response to chemotherapy and Disease Progression means disease worsened despite of chemotherapy. Ki67 has been categorized in to pre and post ki 67 with reference to neo-adjuvant chemotherapy. The immunohistochemistry assessment of Ki67 was consistent during the study period.Ki67 was quantified using a visual scoring system, which included an external control for validation. Stained cells were counted and expressed as a percentage. Only nuclear staining was incorporated into the Ki67 score, which was defined as the percentage of positively stained cells among the total number of malignant cells scored. If staining was homogeneous, at least 500 cells within ten randomly selected high-power fields selected. The documentation of the percentage of Ki67 positivity were recorded.

Ki 67 was considered low if it was = or less than 14, 15-30 was borderline and it was grouped as high when it was more than 30.

The patients were classified into 5 subtypes on the basis of immunohistochemistry (IHC) according to St. Galen’s Guidelines as follows (1):

  • Luminal A-like (ER and/or PR Positive, HER2negative, and Ki67 < 14%),
  • Luminal B-like (ER and/or PR Positive, HER2-negative, and Ki67 > 14%)
  • B Her (ER and/or PR Positive and Her2- Positive)
  • Her2 Positive ((ERnegative, PR-negative, and HER2-positive)
  • Triple-negative (ER negative, PR-negative, and HER2-negative)

      All chemotherapy regimens were allowed for this analysis, commonest being 4 cycles of AC (dose dense) followed by Paclitaxel weekly for 12 weeks. In HER2 positive patients either confirmed by IHC 3+ or gene amplification by fluorescence in situ hybridization (FISH), trastuzumab was administered as neo-adjuvant treatment to those who could afford it. After NAC surgery was done, patients who achieved pCR were recorded and who had residual disease (Defined as evidence of invasive residual tumor in the breast or axilla) Ki67 was again done and pathological pyT, pyN, Stage and Ki67 values were recorded.  The documentation of the percentage of Ki67 positivity before and after NAC was mandatory for inclusion in the study group. All patients with positive expression of ER and/or PR received adjuvant endocrine therapy.

      None of the patients received additional chemotherapy after surgery (adjuvant chemotherapy). But those who had received Trastuzumab prior to Surgery continue to receive it in the adjuvant setting. Adjuvant radiotherapy was given as per guidelines depending on the stage that they presented with and all those who underwent Breast conservation surgery. Mean change in the Ki67 was noted along with the change in Ki67 in each Sub-type separately to see if molecular subtype has any effect.


Statistical Analysis
      The data was entered and analyzed in SPSS version 24.0. T, N, M, grade, stage, histopathology type, nature of surgery, ER, PR, Her2status and intrinsic subtypes were recorded in percentage. Each of these variables were compared to see association with three Ki67 groups Low, Moderate and high ANOVA was used to compare pre and post op Ki67 means between groups Paired t test was used to compare Pre and post op Mean Ki67 in each intrinsic sub-type. For all categorical variables frequencies and percentages were computed and Chi square test was used to determine the proportion difference. All statistical tests were two sided and had a 95 % confidence interval (CI), with the level of significance established at p value of less than 0.05.


Results
      A total of 303 patients were eligible and analyzed in this investigation. (Table 1) shows the baseline characteristics of all patients. The mean age was 42.6±11.6 years. Most common tumor status T4 was found in 45% (n=137) patients, 58% (n=175) patients had palpable mobile nodes, the data revealed stage III in 56% (n=174) patients. Mastectomy was performed in 79.6% (n=241) patients, 61% (n=185) patients were grade 2, 60.7% (n=184) patients were ER positive. Half of the patients were PR negative, while 12.8% (n=72) were Her2 positive and in 5.3 %( n=16) Her 2 was undetermined as they were Her2 2+, but Fish could not be done. Luminal B was present in 35% (n= 106) patients. Postoperative histo-pathology (ypT) 31.4% (n=95) patients wereT1, ypN0 was present in 46.2% (n=140) patients, (Table 2) shows statistically significant reduction in mean Ki67 between pre and post NAC groups (P value<0.001).

      There was a statistically significant difference between Pre and post NAC in Ki67 in each intrinsic subtypes and mean difference in each group was statically significant (p value < 0.001) shown in (Table3).  In (Table 4) Ki67 increased in 55 patients after the NAC and maximum increase was seen in Triple negatives (40%)(Table 5,6,7)shows that when the tumor was down staged with NAC from stage III to II there was statistically significant decrease in Ki67 (p value < 0.001) and even when the stage did not change there was significant reduction in Ki67.The paired significant mean reduction in Ki-67 was found between preKI-67 and post KI-67 (38.9±23.6 vs. 20.75±22.2, p<0.001).

Variables Mean SD
Age in years 42.6 11.6
Clinical tumor status n (%)
T0 1 0.3
T1 5 1.7
T2 83 27.4
T3 76 25.1
T4 137 45.2
Clinical Nodal Status
0 90 29.7
1 175 57.8
2 35 11.6
3 2 0.7
Missing 1 0.3
Clinical Stages
I 8 2.6
II 71 27.5
III 174 56
IV 41 13.5
Surgery
Breast Conservation 62 20.4
Mastectomy 241 79.6
Grade
1 24 7.9
2 185 61.1
3 85 28.1
Missing Information 9 3
ER
Negative 119 39.2
Positive 184 60.7
PR
Negative 150 49.5
Positive 153 50.4
HER2
Negative 214 71
Her 2+ ( Fish not done) 16 5.3
Positive 72 12.8
Missing information 1 0.3

Table 1 (a): Baseline Characteristic of patients (N =303).

Variables Number (%)
Intrinsic Sub Types    
Luminal A 23 4.6
Luminal B 112 36.9
Luminal B(HER 2+) 58 17.1
HER2+ 18 5.9
Triple Negative 78 25.7
ypT
pCR 44 14.5
T0 1 0.3
T1 98 31.4
T2 83 27.4
T3 64 21.1
T4 4 1.3
Missing information 9 2.9
ypN
N0 140 46.2
N1 81 26.7
N2 34 11.2
N3 39 12.9
Missing information 9 2.9
Y Stage
pCR 35 11.6
I 45 14.9
II 129 42.7
III 86 27.5
Missing information 8 2.6

Table 1(b): Baseline Characteristic of patients (N =303).

Variable Mean S.D Mean Difference p-value
Pre Ki-67 38.9 23.6  

18.67

 

<0.001

Post Ki-67 20.75 22.2

Table 2: Comparison of Ki-67 before and after (N=303).

Variables Luminal A(n=24) Luminal B(n=114) B Her(n=45) Her2 +ve(n=35) Triple negative(n=81) P-value
Pre ki 67 10.1(±3.6) 43.3(±18.7) 36.2(±28.1) 41.1(±23.6) 43.14(±23.9) <0.001
Post ki 67 7.1(±6.3) 18.2(20.5) 15.4(19.67) 20.1(21.8) 27.4(±26.2) <0.001
Mean difference of pre and post ki67  

3

 

25.2

 

21

 

20.9

 

14.9

 

-

P- value 0.067 <0.001 <0.001 <0.001 <0.001 -

Table 3: Comparison of baseline characteristics (N=303).

Group Luminal A n=8 Luminal B n=13 Luminal B (HER2+)
n=8
Her2+ve
n=5
Triple negative
n=22
Post op ki67 increase 8(14.54%) 13(23.63%) 8(14.54%) 5(9.09%) 22 (40%)

Table 4: Increase in Post op ki67 (n=55).

Variables Clinical stage Path stage No. Pre Ki-67
Mean
(SD)
Post Ki-67
Mean (SD)
Mean difference p-value
Ki-67 III III 44 34.6 (23.9) 22.3-22.9 12.3 0.002
III II 73 40.2(22.2) 19.9 (24.2) 20.3 <0.001
II III 23 34.8(20.1) 24.7(21.9) 10.1 0.023
II II 37 44.8(32.4) 21.73(20.8) 23.1 <0.001

 

Table 5: Change in stages after NAC.

No of Patients Luminal A Luminal B B Her Her2 +ve Triple -ve
N=55 n=8 n=13 n=8 n=5 n=22
% 14.54 23.63 14.54 9.09 40

Table 6: Increase in post NAC Ki 67 in relation to intrinsic sub-types.

No of patients Luminal A Luminal B Luminal B(HER 2+) Her2 +ve Triple -ve
N= 35 n=2 n= 7 n= 8 n=  4 n=  14
% 5.71 20 22.8 11.4 40

Table 7: Post Neo-adjuvant complete pathological response in relation to intrinsic sub-types.


 Discussion
      Breast cancer, most prevalent cancer, prognosis has been greatly improved by early diagnosis and effective treatment. Currently prognostic factors have changed treatment regimens drastically. This was a single center prospective study to look at the utility of Ki 67 in the clinical setting. There has been significant evidence in the literature showing proliferation being associated with clinical outcome [23], but even than Ki67 is still not there in any Guidelines like NCCN, St. Gallen, reasons being lack of standardization among the laboratories and consensus on what level of percentage positivity should be significant [24].

      Our study demonstrated that Ki67 is associated with known clinic-pathological prognostic markers like T, N, stage, and Grade, PR, and Her2 neu status. The similar results have been observed in other studies [25, 26].

      Although genomic tests are available, but cost always remains an issue for the developing world. Cuzik[27]suggested that on IHC 4 (ER, PR, Her2 and Ki 67) can give the similar results and it is further supported by Goldrish in St. Gallen meeting, where they also advised that Grade can be used in Lieu of Ki67 to differentiate between Luminal A and B. Grade being essentially the same showing proliferation. Our study shows significant association with Grade which has been proved to be a significant prognostic marker [28]. The association of Ki67 is seen in other studies as well [29]. Node positivity is obviously a known bad prognostic marker with possible worse outcome. Ki67 can have a correlation with that, as shown in our study that node positivity was associated with higher Ki levels, also seen in study of Sahin AA [30]. We sub-divided our patients according to St. Gallen recommendation in to 5 sub types and classification into Luminal A and B is on the basis of Ki67 according to St. Gallen criteria. There has not been consensus on the cutoff point of Ki67 to differentiate between Luminal A and B. We used 14%, but other have used different levels with equally reliable prognostic index [31].

      Hormone receptor positivity is generally associated with good prognosis and Ki67 may not be a useful marker of prognosis in these patients [32], others have found ER positivity associated with lower Ki67 and same results are seen in our study.  In hormone positives Viale, et al. [33] use Ki 67 11% cut off, they showed high ki67 was associated with worse outcome and in post-menopausal patients Letrazole is a better choice in these patients.  We found a significant association according to each sub group. Luminal A as expected had low ki67, but aggressive tumors like Her2 positive and triple negatives were mainly seen in high Ki67 group suggesting that Ki67 can predict the tumor aggressiveness and can be a useful marker according to molecular sub-types [34]. In our patients, where patients were given NAC and Ki67 was checked before and after the treatment. 24 patients (7.92%) had complete pathological response.  In patients with residual disease there was a statistically significant reduction in mean Ki67 scores after Neo-adjuvant therapy and reduction in Ki67 is associated with good prognosis [35]. Looking at sub types in patients with Luminal A where ki67 is low, the change in Ki67 was insignificant, while in all other sub-types including Luminal B, Her2 positive and triple negatives showed a statistically significant decrease in the marker.( p value < 0.001). Pathological complete response is associated with good prognosis and pCR is expected more in triple negative patients (TN) [36] as seen in our study where 40% who had pCR were triple negative followed by luminal B. However others have not observed higher pCR in TN [37]. In TN patients with high Ki67 may achieve high pCR, in spite of that they tend to have more aggressive disease, this may help in classifying TN into 2 prognostic groups and can predict chemo sensitivity[38].

      This change in Ki67 after NAC relates well in Her2 positive patients, we found a statistically significant decrease in Her2 positive patients after the treatment. Kwan II kim in their study suggested that Ki-67 is a useful predictive factor for pCR, especially in patients with ER-negative and HER2-positive breast cancer [39].There has been a change in the Ki67 estimates after the surgery. We wanted to see whether the change in Pathological stage correlates with the change in Ki67 status. (Table5) shows that there was a statistically significant drop in Ki67 when clinical stage changed from Stage III to pathological stage II. There was the significant drop in Ki67 when stage remained the same stage II. However we were unable to see the statistical significance in other groups. Acs B showed that though Ki67 is a controversial predictive and prognostic marker but they showed a significant association with pathological response and they also concluded that if a tumor is non-responder to NAC, increased Ki-67 is a poor prognostic marker [40]. As discussed that there is association of Ki67 with known clinico-pathological features. But after NAC when there is no pCR and we have other Ki67 estimation on the residual disease, we need to know which one has better prognosis? Robin L. Jones et al. [41] and Bottini [42] concluded that Post-chemotherapy Ki67 is a strong predictor of outcome for patients not achieving a pathological complete response. Dowsett M [43] in this respect has shown very important therapeutic concept that if short term use of hormonal treatment (Tamoxifen vs Anastrozole) can bring the proliferation down as seen in our stage II patient, one will be confident in continuing with the same hormonal treatment in adjuvant setting. .These findings could lead to a profound change in approaches to drug development in breast cancer.

      Our data shows that Post NAC Ki67 increased in 55 patients (18.1%) majority of them being in the triple negative group (40%). Miral Mashhour [44] found increase in Ki67 in 36% of their patients and they also noticed increase Ki67 in Triple negative patients. In conclusion this single center study demonstrated that Ki-67 can be applied in clinical practice. These findings underline the importance of Ki-67 as a prognostic parameter. Post NAC change in Ki67 correlates to some extent with clinico-pathological response and may turn out to be a better prognostic test.


Future Direction
      As we know that patients with pCR has better survival, we need a large prospective study to see survival in patients where Ki67 increases after NAC and also correlate survival with pre and post NAC KI67.


Conflict of Interest: The authors declare that they have no conflict of interest.


References 

  1. Goldhirsch A, Wood W, Coates A, Gelber R, Thürlimann B, et al. (2011) Strategies for subtypes-dealing with the diversity of breast cancer: highlights of the St Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2011. Ann Oncol 22: 1736-1747.
  2. McVeigh TP, Hughes LM, Miller N, Sheehan M, Keane M, et al. (2014) The impact of Oncotype DX testing on breast cancer management and chemotherapy prescribing patterns in a tertiary referral centre. Eur J Cancer 50: 2763-2770.
  3. Milde-Langosch K, Karn T, Mu ¨ller V, Witzel I, Rody A, et al. (2013) Validity of the proliferation markers Ki67, TOP2A, and RacGAP1 in molecular subgroups of breast cancer. Breast Cancer Res Treat 137: 57-67.
  4. Dowsett M, Nielsen TO, A’Hern R, Bartlett J, Coombes RC, et al. (2011) Assessment of Ki67 in breast cancer: Recommendations from the International Ki67 in Breast Cancer working group. J Natl Cancer Inst 103: 1656-1664.
  5. Gerdes J, Lemke H, Baisch H, Wacker HH, Schwab U, et al. (1984) Cell cycle analysis of a cell proliferation-associated human nuclear antigen defined by the monoclonal antibody Ki-67. J Immunol 133: 1710-1715.
  6. Flanagan MB, Dabbs DJ, Brufsky AM, Beriwal S, Bhargava R (2008) Histopathologic variables predict OncotypeDXt Recurrence Score. Modern Pathology 21: 1255-1261.
  7. Stuart-Harris R, Caldas C, Pinder SE, Pharoah P (2008) Proliferation markers and survival in early breast cancer: a systematic review and meta-analysis of 85 studies in 32,825 patients. Breast 17: 323-334.
  8. Dowsett M, Nielsen TO, A'Hern R, Bartlett J, Coombes RC, et al. (2011) International Ki-67 in Breast Cancer Working Group. Assessment of Ki67 in breast cancer: recommendations from the International Ki67 in Breast Cancer working group. J Natl Cancer Inst 103: 1656-1664.
  9. Klintman M, Bendahl PO, Grabau D, Lövgren K, Malmström P, et al. (2010) The prognostic value of Ki67 is dependent on estrogen receptor status and histological grade in premenopausal patients with node-negative breast cancer. Mod Pathol 23: 251-259.
  10. Spyratos F, Ferrero-Poüs M, Trassard M, Hacene K, Phillips E, et al. (2002) Between MIB-1 and other proliferation markers. Cancer 94: 2151-2159.
  11. Faratian D, Munro A, Twelves C, Bartlett J (2009) Membranous and cytoplasmic staining of Ki67 is associated with HER2 and ER status in invasive breast carcinoma. Histopathology 54: 254-257.
  12. Soomro R, Faridi S, Khurshaidi N, Zahid N, MamshadI (2018) Age and stage of breast cancer in Pakistan: An experience at a tertiary care center. J Pak Med Assoc 68: 1682-1685.
  13. Soomro R, Zahid N, khurshaidi N (2018) Prevalence of Breast Cancer Intrinsic Subtypes and Its association with Clinico-Pathological Feature. Adv Bioeng Biomed Sci Res 1: 1- 4
  14. Kaufmann M, von Minckwitz G, Bear HD, Buzdar A, McGale P, et al. (2007) Recommendations from an international expert panel on the use of neoadjuvant (primary) systemic treatment of operable breast cancer: new perspectives 2006. Ann Oncol 18: 1927-1934.
  15. Bonadonna G, Valagussa P, Brambilla C, Ferrari L, Moliterni A, et al. (1998) Primary chemotherapy in operable breast cancer: eight-year experience at the Milan Cancer Institute. J ClinOncol 16: 93-100.
  16. Chollet P, Amat S, Cure H, de Latour M, Le Bouedec G, et al. (2002) Prognostic significance of a complete pathological response after induction chemotherapy in operable breast cancer. Br J Cancer. 86: 1041-1046.
  17. Alba E, Lluch A, Ribelles N, Anton-Torress A, Sanchez-RiviraP, et al. (2016) High proliferation predicts pathological complete response to neoadjuvant chemotherapy in early breast cancer. The Oncologist 21: 150-155.
  18. Houssami N, Macaskill P, von Minckwitz G, Marinovich ML, Mamounas E. (2012) Metaanalysis of the association of breast cancer subtype and pathologic complete response to neoadjuvant chemotherapy. Eur J Cancer 48: 3342-3354.
  19. Sueta A, Yamamoto Y, Hayashi M, Yamamoto S, Inao T, et al. (2014) Clinical significance of pre therapeutic Ki67 as a predictive parameter for response to neoadjuvant chemotherapy in breast cancer; is it equally useful across tumor subtypes?. Surgery 155: 927-935.
  20. Niikura N, Masuda S, Kumaki N, Xiaoyan T, Terada M, et al. (2014) Prognostic significance of the Ki67 scoring categories in breast cancer subgroups. Clin Breast Cancer 14: 323-329.
  21. Sheri A, Smith IE, Johnston SR, A'Hern R, Nerurkar A, et al. (2015) Residual proliferative cancer burden to predict long-term outcome following neoadjuvant chemotherapy. Ann Oncol 26: 75-80.
  22. Tan QX, Qin QH, Yang WP, Mo QG, Wei CY (2014) Prognostic value of Ki67 expression in HR-negative breast cancer before and after neoadjuvant chemotherapy. Int J Clin Exp Pathol 7: 6862-6870.
  23. Desmedt C, Haibe-Kains B, Wirapati P, Buyse M, Larsimont D, et al. (2008) Biological Processes Associated with Breast Cancer Clinical Outcome Depend on the Molecular Subtypes. Clin Cancer Res 14: 5158-5165.
  24. Goldhirsch A, Winer EP, Coates AS, Gelber RD, Piccart-Gebhart M, et al. (2013) Personalizing the treatment of women with early breast cancer: Highlights of the St gallen international expert consensus on the primary therapy of early breast Cancer. Ann Oncol 24: 2206-2223.
  25. Inwald EC, Klinkhammer-Schalke M, Hofstädter F, Zeman F, Koller M, et al. (2013) Ki-67 is a prognostic parameter in breast cancer patients: results of a large population-based cohort of a cancer registry. Breast Cancer Res Treat 139: 539-552.
  26. Ragab HM, Samy N,  Afify M,  Abd El Maksoud N, HM Shaaban (2018) Assessment of Ki-67 as a potential biomarker in patients with breast cancer. Journal of Genetic Engineering and Biotechnology 16: 479-484
  27. Cuzick J, Dowsett M, Pineda S, Wale C, Salter J, et al. (2011) Prognostic value of a combined estrogen receptor, progesterone receptor, Ki67, and human epidermal growth factor receptor 2 immunohistochemical score and comparison with the Genomic Health recurrence score in early breast cancer. J Clin Oncol 29: 4273-4278.
  28. Elston CW, Ellis IO (1991) Pathological prognostic factors in breast cancer. I. The value of histological grade in breast cancer: experience from a large study with long-term follow-up. Histopathology 19: 403-410.
  29. Trihia H, Murray S, Price K, Gelber RD, Golouh R, et al. (2003) Ki-67 expression in breast carcinoma: its association with grading systems, clinical parameters, and other prognostic factors–a surrogate marker? Cancer 97: 1321-1331.
  30. Sahin AA, Ro J, Ro JY, Blick MB, el-Naggar AK, et al. (1991) Ki-67 immunostaining in node-negative stage I/II breast carcinoma. Significant correlation with prognosis. Cancer 68: 549-557.
  31. Aleskandarany MA, Green AR, Benhasouna AA, Barros FF, Neal K, et al. (2012) Prognostic value of proliferation assay in the luminal, HER2-positive, and triple negative biologic classes of breast cancer. Breast Cancer Res 14: R3.
  32. Ramkumar C, Prakash C, Madhav L, Kumar A, Basavaraj C, et al. (2007) Assessment of Ki67 as a Prognostic Marker in Hormone Receptor Positive Breast Cancer: A Retrospective Study on An Indian Cohort. J Mol Biomark Diagn 8: 3.
  33. Viale G, Giobbie-Hurder A, Regan MM, Coates AS, Mastropasqua MG, et al. (2008) Prognostic and predictive value of centrally reviewed Ki-67 labeling index in postmenopausal women with endocrine-responsive breast cancer: results from Breast International Group Trial 1–98 comparing adjuvant tamoxifen with letrozole. J ClinOncol 26: 5569-5575.
  34. Soliman NA, Yussif SM (2016) Ki-67 as a prognostic marker according to breast cancer molecular subtype. Cancer Biol Med 13: 496-504.
  35. Moazed V, Jafari E, Kalantari Khandani B, Nemati A, Roozdar A, et al. (2018) Prognostic Significance of Reduction in Ki67 Index after Neoadjuvant Chemotherapy in Patients with Breast Cancer in Kerman between 2009 and 2014. Iran J Pathol 13: 71-77.
  36. Von Minckwitz G, Martin M (2012) Neoadjuvant treatments for triple-negative breast cancer (TNBC). Ann Oncol 23: 35-39.
  37. Elnemr GM, El-Rashidy AH, Osman AH, Issa LF, Abbas OA, et al. (2016) Response of Triple Negative Breast Cancer to Neoadjuvant Chemotherapy: Correlation between Ki-67 Expression and Pathological Response Asian Pac J Cancer Prev 17: 807-813.
  38. Kim K II, Lee KH, Kim TR, Chun YS, Lee TH, et al. (2014) Ki-67 as a Predictor of Response to Neoadjuvant Chemotherapy in Breast Cancer Patients. J Breast Cancer 17: 40-46.
  39. Keam B, Im SA, Lee KH, Han SW, Oh DY, et al. (2011) Ki-67 can be used for further classification of triple negative breast cancer into two subtypes with different response and prognosis. Breast Cancer Research 13: R22.
  40. Ács B, Zámbó V, Vízkeleti L, Szász AM, Madaras L, et al. (2017) Ki-67 as a controversial predictive and prognostic marker in breast cancer patients treated with neoadjuvantchemotherapy. Diagn Pathol 12: 20.
  41. Jones RL, Salter J, A'Hern R, Nerurkar A, Parton M, et al. (2009) The prognostic significance of Ki67 before and after neoadjuvant chemotherapy in breast cancer. Breast Cancer Res Treat 116: 53-68.
  42. Bottini A, Berruti A, Bersiga A, Brizzi MP, Bruzzi P, et al. (2001) Relationship between tumour shrinkage and reduction in Ki67 expression after primary chemotherapy in human breast cancer. British Journal of Cancer 85: 1106-1112.
  43. Dowsett M1, Smith IE, Ebbs SR, Dixon JM, Skene A, et al. (2005) Short-Term Changes in Ki-67 during Neoadjuvant Treatment of Primary Breast Cancer with Anastrozole or Tamoxifen Alone or Combined Correlate with Recurrence-Free Survival. Clinical Cancer Research 11: 951s -958s.
  44. Mashhour MM (2018) Value of Ki67 in locally advanced breast cancer treated with neoadjuvant chemotherapy. Arch Cancer Res 2018: 6.