1. Background
2. Objectives
3. Methods
3.1. Identifying the Required Data Elements
3.2. Requirements Elicitation
3.2.1. Data Collection Tool
3.2.2. Data Collection Method
3.2.3. Data Analyzing Method
4. Results
4.1. Results of Identifying the Required Data Elements
| Category | Data Elements | Average (%) Necessary |
|---|---|---|
| 1-Patients’ demographic information | ||
| 1 | Name | 81.25 |
| 2 | Family | 81.25 |
| 3 | National code | 81.25 |
| 4 | Age | 100 |
| 5 | Sex | 100 |
| 6 | Weight | 100 |
| 7 | Height | 100 |
| 8 | BSA | 100 |
| 9 | BMI | 87.50 |
| 10 | Marital status | 87.50 |
| 11 | Job | 81.25 |
| 12 | Residential address | 87.50 |
| 13 | Patient contact number | 87.50 |
| 2-Clinical data | ||
| 14 | The chief complaint | 100 |
| 15 | Symptoms other than the chief complaint | 100 |
| 16 | The first symptom leads to doubt | 87.50 |
| 17 | PS | 100 |
| 18 | Drugs in use | 100 |
| 19 | Drug used | 100 |
| 20 | Menstrual status | 100 |
| 21 | Age of first menstruation | 87.50 |
| 22 | Pregnancy status | 100 |
| 23 | Age of first pregnancy | 87.50 |
| 24 | Number of gravidities | 81.25 |
| 25 | Number of parities | 75 |
| 26 | Number of live births | 75 |
| 27 | Number of abortions | 81.25 |
| 28 | Menopause age | 100 |
| 29 | Lactation status | 100 |
| 30 | Contraception and its methods | 100 |
| 31 | Duration of diabetes (in years) | 84.38 |
| 32 | Medications used for diabetes (oral, insulin) | 100 |
| 33 | Cardiovascular disease | 100 |
| 34 | Hypertension | 100 |
| 35 | Immune deficiency disease | 100 |
| 36 | Patient’s other comorbidities | 100 |
| 37 | History of surgery | 90.62 |
| 38 | Collagen and vascular diseases | 100 |
| 39 | Personal history of malignancy | 100 |
| 40 | History of hormone therapy and its type | 100 |
| 41 | History of chemotherapy | 100 |
| 42 | History of radiotherapy | 100 |
| 43 | Previous treatment plans | 100 |
| 44 | Duration of smoking (in years) | 87.50 |
| 45 | Daily cigarette consumption (pack of cigarettes per day) | 87.50 |
| 46 | History and level of alcohol consumption (low, medium, high) | 90.62 |
| 47 | Family history of malignancy | 100 |
| 48 | History of hepatitis | 78.13 |
| 49 | AIDS | 87.50 |
Abbreviations: BSA, body surface area; BMI, body mass index; PS, performance status; AIDS, acquired immunodeficiency syndrome
| Category | Data Elements | Average (%) Necessary |
|---|---|---|
| 3-Physical examination of the breast | ||
| 50 | The results of a physical examination of the breast (detectable mass?) | 100 |
| 51 | Location of the mass in the left breast (1. upper-outer, 2. upper-inner, 3. lower-outer, 4. lower-inner, 5.central) | 100 |
| 52 | Location of the mass in the right breast (1. upper-outer, 2. upper-inner, 3. lower-outer, 4. lower-inner, 5.central) | 100 |
| 53 | Size of breast mass (cm) | 100 |
| 54 | Fixation of the breast mass (yes, no) | 100 |
| 55 | Breast skin involvement (discoloration, scars, nodules, orange peel skin) | 100 |
| 56 | Area of breast skin involvement (less than 30%, between 30% and 50%, more than 50%) | 87.50 |
| 4-Examination of the lymph nodes | ||
| 57 | The results of the examination of the lymph nodes (detectable mass?) | 100 |
| 58 | Location of enlarged lymph nodes (axilla, supraclavicular, mammary internal) | 100 |
| 59 | Fixation of the lymph nodes (yes, no) | 100 |
| 60 | Size of the lymph node (cm) | 100 |
| 61 | Matted lymph nodes | 100 |
| 5-Examination of distant metastasis | ||
| 62 | Results of distant metastasis examination (bone tenderness, respiratory distress, ascites, organomegaly, etc.) | 100 |
| 6-Breast examination (in case of the previous lumpectomy) | ||
| 63 | Evidence of local recurrence (left side [at the surgical scar site, away from the surgical scar]) | 100 |
| 64 | Evidence of local recurrence (right side [at the surgical scar site, away from the surgical scar]) | 100 |
| 65 | Type of local recurrence (ulcer, mass, discoloration) | 100 |
| 66 | Local recurrence size (cm) | 100 |
| 67 | Fixation of local recurrence (yes, no) | 100 |
| 7-Chest wall examination (in case of the previous mastectomy) | ||
| 68 | Evidence of local recurrence (left side [at the surgical scar site, away from the surgical scar]) | 100 |
| 69 | Evidence of local recurrence (right side [at the surgical scar site, away from the surgical scar]) | 100 |
| 70 | Type of local recurrence (ulcer, mass, discoloration) | 100 |
| 71 | Local recurrence size (cm) | 100 |
| 72 | Fixation of local recurrence (yes, no) | 100 |
| Category | Data Elements | Average (%) Necessary |
|---|---|---|
| 8-Pathology of breast and lymph node biopsy | ||
| 73 | Pathology of breast biopsy | 100 |
| 74 | Pathology of lymph node biopsy | 100 |
| 9-IHC & FISH (or CISH) breast and lymph node biopsy | ||
| 75 | Date of biopsy | 100 |
| 76 | ER (negative or positive) (percent of + cells… Positivity: week, moderate, strong) | 100 |
| 77 | PR5 (negative or positive) (percent of + cells… Positivity: week, moderate, strong) | 100 |
| 78 | HER2 (-, +1, +2, +3) | 100 |
| 79 | Ki-67 | 100 |
| 80 | E-cadherin (negative or positive) | 84.38 |
| 81 | HER2 FISH (or CISH) (amplified, not amplified) | 100 |
| 82 | Other performed IHCs | 87.50 |
| 10-Surgical pathology | ||
| 83 | Date of surgery | 100 |
| 84 | Pathology of breast surgery | 100 |
| 85 | Pathology of lymph node surgery | 100 |
| 86 | Surgery: breast (breast conservation surgery, total mastectomy, radical mastectomy, skin-sparing, nipple-sparing) | 100 |
| 87 | surgery: axillary (sentinel: negative [number of nodes removed]) | 100 |
| 88 | surgery: axillary (sentinel: positive [number of positive nodes and number of nodes removed]) | 100 |
| 89 | surgery: axillary (dissection: negative [number of nodes removed]) | 100 |
| 90 | surgery: axillary (dissection: positive [number of positive nodes and number of nodes removed]) | 100 |
| 91 | surgery: breast reconstruction (time: immediate or delayed) | 100 |
| 92 | surgery: breast reconstruction (type: prosthesis or autologous) | 100 |
| 93 | the number of tumor lesions | 100 |
| 94 | Size of the tumor (cm) | 100 |
| 95 | Skin involvement | 100 |
| 96 | Nipple involvement | 100 |
| 97 | LVSI | 100 |
| 98 | PNI | 100 |
| 99 | Extracapsular extension | 100 |
| 100 | Percentage of carcinoma in situ | 100 |
| 101 | Grade (1 or 2 or 3) | 100 |
| 102 | Margin status (R0, close, R1, R2) | 100 |
| 11-IHC & FISH (or CISH) surgery | ||
| 103 | ER (negative or positive) (percent of + cells… positivity: week, moderate, strong) | 100 |
| 104 | PR (negative or positive) (percent of + cells… positivity: week, moderate, strong) | 100 |
| 105 | HER2 (-,+1,+2,+3) | 100 |
| 106 | Ki-67 | 100 |
| 107 | E-cadherin (negative or positive) | 100 |
| 108 | HER2 FISH (or CISH) (amplified, not amplified) | 100 |
| 109 | Other performed IHCs | 87.50 |
Abbreviations: CISH, chromogenic in situ hybridization; ER, estrogen receptor; FISH, fluorescence in situ hybridization; HER2, human epidermal growth factor receptor 2; IHC, immunohistochemistry; LVSI, lymphovascular space invasion; PNI, perineural invasion; PR, progesterone receptor
| Category | Data Elements | Average (%) Necessary |
|---|---|---|
| 12-Recurrent pathology | ||
| 110 | Pathology of breast recurrence | 100 |
| 111 | Pathology of lymph node recurrence | 100 |
| 13-IHC & FISH (or CISH) recurrence | ||
| 112 | ER (negative or positive) (percent of + cells… positivity: week, moderate, strong) | 100 |
| 113 | PR (negative or positive) (percent of + cells… positivity: week, moderate, strong) | 100 |
| 114 | HER2 (-, +1, +2, +3) | 100 |
| 115 | Ki-67 | 100 |
| 116 | HER2 FISH (or CISH) (amplified, not amplified) | 100 |
| 117 | Other performed IHCs | 87.50 |
| 14-Pathology of metastatic biopsy | ||
| 118 | Pathology of distant metastasis | 100 |
| 119 | Pathology of lymph node metastasis | 100 |
| 15-IHC & FISH (or CISH) metastasis | ||
| 120 | ER (negative or positive) (percent of + cells… positivity: week, moderate, strong) | 100 |
| 121 | PR (negative or positive) (percent of + cells… positivity: week, moderate, strong) | 100 |
| 122 | HER2 (-, +1, +2, +3) | 100 |
| 123 | Ki-67 | 100 |
| 124 | HER2 FISH (or CISH) (amplified, not amplified) | 100 |
| 125 | Other performed IHCs | 87.50 |
| 16-Staging by T-N-M | ||
| 126 | T (TX, Tis, T0, T1, T2, T3, T4 (T4a, T4b, T4c, T4d)) | 100 |
| 127 | By which modality the T was determined? (CT, MRI, Sonography, PET-Scan, Mammography, Pathology, Examination) | 100 |
| 128 | N (NX, N0, N1, N2, N3) | 100 |
| 129 | By which modality the N was determined? (CT, MRI, Sonography, PET-Scan, Mammography, Pathology, Examination) | 100 |
| 130 | M (M0, M1) | 100 |
| 131 | Metastasis location (bone, lung, liver, lymph nodes, brain, etc.) | 100 |
| 132 | Metastasis detection method (imaging (CT, MRI, Sonography, bone scan, PET-Scan) or biopsy) | 100 |
| 133 | The final result of staging (T-N-M) | 100 |
Abbreviations: CT, computerized tomography; MRI, magnetic resonance imaging; PET-Scan, positron emission tomography-scan; T-N-M, tumor-nodes-metastasis
| Category | Data Elements | Average (%) Necessary |
|---|---|---|
| 17-Assess PD-L1 biomarker | ||
| 134 | Assess PD-L1 biomarker status for triple-negative breast cancer | 78.13 |
| 18-Tests | ||
| 135 | WBC | 100 |
| 136 | Neut | 100 |
| 137 | Lymph | 90.63 |
| 138 | Hb | 100 |
| 139 | Plt | 100 |
| 140 | Urea | 90.63 |
| 141 | Cr | 100 |
| 142 | AST | 100 |
| 143 | ALT | 100 |
| 144 | ALKP | 100 |
| 145 | Bill (total) | 100 |
| 146 | Bill (direct) | 100 |
| 147 | T3 | 75 |
| 148 | T4 | 75 |
| 149 | TSH | 78.13 |
| 150 | Uric acid | 75 |
| 151 | ESR | 81.25 |
| 152 | LDH | 100 |
| 153 | FBS | 100 |
| 154 | Na | 84.38 |
| 155 | K | 84.38 |
| 156 | Ca | 81.25 |
| 157 | P | 75 |
| 158 | Mg | 65.63 |
| 159 | Alb | 75 |
| 160 | Pr | 65.63 |
| 161 | β-HCG | 87.50 |
| 162 | FSH | 87.50 |
| 163 | LH | 87.50 |
| 164 | Estradiol | 87.50 |
| 165 | CA15-3 | 87.50 |
| 166 | CEA | 75 |
| 167 | CA125 | 75 |
| 19-Imaging | ||
| 168 | CT (neck, chest, abdomen, pelvis, brain, spine, etc.) | 100 |
| 169 | MRI (neck, chest, abdomen, pelvis, brain, spine, breast, etc.) | 75 |
| 170 | Sonography (abdomen, pelvis) | 100 |
| 171 | Sonography (breast) | 100 |
| 172 | Mammography | 100 |
| 173 | Bone scan | 100 |
| 174 | PET Scan | 71.87 |
| 175 | Simple X-ray (chest, spine, pelvis, etc.) | 71.87 |
| 176 | Important findings of imaging | 87.50 |
| 20-Patient preferences and consultations | ||
| 177 | Fertility counseling | 100 |
| 178 | Cardiovascular counseling | 100 |
| 179 | Images of cardiovascular counseling | 84.38 |
| 180 | Genetic counseling | 87.50 |
| 181 | Psychiatric counseling | 81.25 |
| 182 | Patient preferences | 100 |
Abbreviations: Alb, albumin; ALT, alanine transaminase; ALKP, alkaline phosphatase; AST, aspartate transaminase; Bill, bilirubin; Ca, calcium; CA125, cancer antigen 125; CA15-3, cancer antigen 15-3; CEA, carcinoembryonic antigen; Cr, creatinine; ESR, erythrocyte sedimentation rate; FBS, fasting blood sugar; FSH, follicle-stimulating hormone; Hb, hemoglobin; K, potassium; LDH, lactate dehydrogenase; LH, luteinizing hormone; Lymph, lymphocytes; Mg, magnesium; Na, sodium; Neut, neutrophils; P, phosphorus; Plt, platelet; Pr, protein; WBC, white blood cell; T3, triiodothyronine; T4, thyroxine; TSH, thyroid-stimulating hormone; β-HCG, beta-human chorionic gonadotropin
4.2. Results of the Requirements Elicitation
| Main Themes | Categories | Sub-Categories |
|---|---|---|
| Functional | Basic operational requirements for all users | Ability to register users in the system |
| Existence of user profile for each user in the system | ||
| Ability to edit user information registered in the system | ||
| Ability to verify the identity of users who register in the system | ||
| Ability to print documents and report in the system | ||
| Ability to support standard devices such as laptops and tablets | ||
| Ability to access the system through web browsers without the need to install on a specific platform or operating system | ||
| Help for users to learn how to work with the system | ||
| Ability to search in the system | ||
| Operational requirements special for physicians involved in providing patient’s treatment planning | Ability to create audio and video communication to discuss and consult with other physicians involved in the treatment process | |
| Ability to create audio and video communication with the patient | ||
| Ability to access to information and medical history of the patient through the system | ||
| Ability to access to patient’s medical images through the system | ||
| Ability to access to patient’s lab results through the system | ||
| Ability to access the results of the consultations and patient preferences through the system | ||
| Ability to provide comments and suggestions by physicians involved in providing a treatment plan to the patient | ||
| Operational requirements special for residents | Ability to create medical records for the patients | |
| Ability to send patient medical records for specialists | ||
| Residents’ ability to access clinical information and provide treatment plans for educational purposes | ||
| Ability to send the provided treatment plan to the patient | ||
| Ability to record and access information and medical history of the patient through the system | ||
| Ability to record and access to patient’s medical images through the system | ||
| Ability to record and access to patient’s lab results through the system | ||
| Ability to record and access to results of the consultations and patient preferences through the systems | ||
| Operational requirements special for patients | Ability to access patients’ medical records and provide treatment plans | |
| Ability to access the patient’s medical images through the system | ||
| Ability to access the patient’s lab results through the system | ||
| Communication with other information systems | Ability to connect to the Electronic Health Record (EHR) system for sending and receiving patient medical records | |
| Ability to connect to the Health Information System (HIS) for sending and receiving patient medical records | ||
| Ability to connect to information systems such as laboratory information systems or radiological information systems if these information systems are separate from the hospital information system for sending and receiving patient medical records | ||
| Ability to connect to the Personal Health Record (PHR) system for sending and receiving patient medical records | ||
| Non-functional | Security and privacy | Safe login to /logout from the system |
| Defining the access level of users | ||
| Usability | User-friendly system | |
| Easy training and learning of the desired operation in the system | ||
| The availability of the system for all users | ||
| Efficiency | Appropriate response time for processing operations, communication, reporting, and data storage in the system | |
| Reliability and supportability | Ability to change and develop, configure and service the system | |
| Appropriate response time when encountering an error | ||
| Appropriate response time to repair and update the system | ||
| Minimize the number and severity of system errors |