Źródło danych

Ogólny opis źródłowego zbioru danych. Nazwy kolumn.

Piotr Wiśniewski
2023-09-11

Zbiór danych

Źródło: “Thyroid 2020 to 2022.xlsx”

Liczba kolumn: 394

Organizacja danych: 1 wiersz = 1 operacja

Liczba wierszy: 32008

Liczba unikalnych ID pacjentów: 31703

ID kraju, ID ośrodka oraz ID pacjenta są zakodowane w następujący sposób: Within the anonymous patient ID: L( plus number) stands for country and C ( and number) means the actual clinic in this particular country ( P is the actual patient number).

Nazwy kolumn

Nazwy kolumn posiadają dodatkowe oznaczenia:

  1. przedrostki - oznaczające typ raka tarczycy
    • (brak) - zróżnicowany RT
    • AC. - anaplastyczny RT
    • MC. - rdzieniasty RT
  2. przyrostki - oznaczające konkretny etap leczenia (diagnostyka przedoperacyjna, zabieg, follow-up)
    • (brak)
    • .PRE
    • .OP
    • .POST
    • .F1 - F13

Kolumny bez przed-/przyrostka

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names(data_import)[str_detect(names(data_import),"^((?!\\.).)*$")]
[1] "Name"                   "Module Revision"       
[3] "Create Date"            "Operation Anonymous Id"
[5] "Patient Anonymous Id"   "Sex"                   
[7] "Age"                   

.PRE

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names(data_import)[str_detect(names(data_import),"\\.PRE$")]
 [1] "Main indication for surgery.PRE"                       
 [2] "Thyreotoxicosis.PRE"                                   
 [3] "Intrathoracic Goitre.PRE"                              
 [4] "Other.PRE"                                             
 [5] "S-calcium Total(mmol/L).PRE"                           
 [6] "S-calcium Total(mg/dl).PRE"                            
 [7] "S-calcium Ionized(mmol/L).PRE"                         
 [8] "S-calcium Ionized(mg/dl).PRE"                          
 [9] "Cytology.PRE"                                          
[10] "FNA performed under guidance of ultrasonography.PRE"   
[11] "Biopsy.PRE"                                            
[12] "Ultrasound of Thyroid gland.PRE"                       
[13] "EUTIRADS.PRE"                                          
[14] "Biopsy performed under guidance of ultrasonography.PRE"
[15] "Ultrasound of Regional lymph nodes.PRE"                
[16] "Previous Thyroid operation.PRE"                        
[17] "Indirect or direct laryngoscopy.PRE"                   

.OP

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names(data_import)[str_detect(names(data_import),"\\.OP$")]
 [1] "Operation date.OP"                                                        
 [2] "Operation time, skin to skin (minutes).OP"                                
 [3] "Thyroid operation.OP"                                                     
 [4] "Surgical approach.OP"                                                     
 [5] "Neck incision.OP"                                                         
 [6] "Extra cervical incision.OP"                                               
 [7] "Parathyroid operation (excl. Re-implantation of parathyroid gland).OP"    
 [8] "Reimplantation / transplantation of parathyroid gland (BBA70).OP"         
 [9] "Frozen section.OP"                                                        
[10] "Lymph Node operation.OP"                                                  
[11] "Reason for lymph node dissection.OP"                                      
[12] "Sternotomy (GAB20).OP"                                                    
[13] "Other operation.OP"                                                       
[14] "Noted damage on recurrent laryngeal nerve peroperatively.OP"              
[15] "Intraoperative nerve monitoring.OP"                                       
[16] "Type of Intraoperative nerve monitoring.OP"                               
[17] "Type of damage on the right recurrent laryngeal nerve.OP"                 
[18] "Type of damage on the left recurrent laryngeal nerve.OP"                  
[19] "Intentional damage or resection of the recurrent laryngeal nerve.OP"      
[20] "Identification of parathyroid glands (number).OP"                         
[21] "Change of surgical strategy - total thyroidectomy to hemithyroidectomy.OP"
[22] "Auto fluorescens technique used for parathyroid identification.OP"        

.POST

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names(data_import)[str_detect(names(data_import),"\\.POST$")]
 [1] ".POST"                                                                            
 [2] "S-calcium Total(mmol/L).POST"                                                     
 [3] "S-calcium Total(mg/dl).POST"                                                      
 [4] "S-calcium Ionized(mmol/L).POST"                                                   
 [5] "S-calcium Ionized(mg/dl).POST"                                                    
 [6] "Hypocalcemia which has required treatment with oral calcium.POST"                 
 [7] "Hypocalcemia which has required treatment with iv calcium.POST"                   
 [8] "Indirect or direct laryngoscopy.POST"                                             
 [9] "Not performed Indirect or direct laryngoscopy.POST"                               
[10] "Reason for postoperative laryngoscopy.POST"                                       
[11] "PTH measured.POST"                                                                
[12] "Oral calcium therapy at discharge for parathyroid insufficiency (fixed dose).POST"
[13] "Vitamine D at discharge for parathyroid insufficiency.POST"                       
[14] "Re-bleeding with operation (T81.0).POST"                                          
[15] "If applicable, other serious complication (ICD Code).POST"                        
[16] "Date of discharge.POST"                                                           
[17] "If deceased, date of death.POST"                                                  

.F1

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names(data_import)[str_detect(names(data_import),"\\.F1(\\.{3}\\d+)?$")]
 [1] "Histological main diagnosis.F1"                                    
 [2] "Hereditary Desease.F1...67"                                        
 [3] "Type of Papillary Cancer.F1...68"                                  
 [4] "Type of Papillary Cancer free text.F1...69"                        
 [5] "Type of Follicular Cancer.F1...70"                                 
 [6] "Number of tumours.F1...71"                                         
 [7] "Largest tumour size reported (mm).F1...72"                         
 [8] "Total number of lymph nodes on histology.F1...73"                  
 [9] "Total number of metastatic lymph nodes.F1...74"                    
[10] "Histological secondary diagnosis 1.F1"                             
[11] "Hereditary Desease.F1...76"                                        
[12] "Type of Papillary Cancer.F1...77"                                  
[13] "Type of Papillary Cancer free text.F1...78"                        
[14] "Type of Follicular Cancer.F1...79"                                 
[15] "Number of tumours.F1...80"                                         
[16] "Largest tumour size reported (mm).F1...81"                         
[17] "Total number of lymph nodes on histology.F1...82"                  
[18] "Total number of metastatic lymph nodes.F1...83"                    
[19] "Date of Follow-up.F1"                                              
[20] "Histological secondary diagnosis 2.F1"                             
[21] "Hereditary Desease.F1...86"                                        
[22] "Type of Papillary Cancer.F1...87"                                  
[23] "Type of Papillary Cancer free text.F1...88"                        
[24] "Type of Follicular Cancer.F1...89"                                 
[25] "Number of tumours.F1...90"                                         
[26] "Largest tumour size reported (mm).F1...91"                         
[27] "Total number of lymph nodes on histology.F1...92"                  
[28] "Total number of metastatic lymph nodes.F1...93"                    
[29] "Histological secondary diagnosis 3.F1"                             
[30] "Hereditary Desease.F1...95"                                        
[31] "Type of Papillary Cancer.F1...96"                                  
[32] "Type of Papillary Cancer free text.F1...97"                        
[33] "Type of Follicular Cancer.F1...98"                                 
[34] "Number of tumours.F1...99"                                         
[35] "Largest tumour size reported (mm).F1...100"                        
[36] "Total number of lymph nodes on histology.F1...101"                 
[37] "Total number of metastatic lymph nodes.F1...102"                   
[38] "Parathyroid gland on the thyroid specimen.F1"                      
[39] "T-TNM 7 (thyroid).F1"                                              
[40] "N-TNM 7 (thyroid).F1"                                              
[41] "M-TNM 7 (thyroid).F1"                                              
[42] "T-TNM 8 (thyroid).F1"                                              
[43] "N-TNM 8 (thyroid).F1"                                              
[44] "M-TNM 8 (thyroid).F1"                                              
[45] "Total excised thyroid gland weight (gram).F1"                      
[46] "Voice recording post op.F1"                                        
[47] "Signs of superior laryngeal nerve damage.F1"                       
[48] "Indirect or direct laryngoscopy.F1"                                
[49] "Not performed laryngoscopy.F1"                                     
[50] "Reason for postoperative laryngoscopy.F1"                          
[51] "PTH measured.F1"                                                   
[52] "Wound infection (T81.4).F1"                                        
[53] "Oral calcium therapy for parathyroid insufficiency (fixed dose).F1"
[54] "Vitamine D for parathyroid insufficiency.F1"                       
[55] "S-calcium Total(mmol/L).F1"                                        
[56] "S-calcium Total(mg/dl).F1"                                         
[57] "S-calcium Ionized(mmol/L).F1"                                      
[58] "S-calcium Ionized(mg/dl).F1"                                       
[59] "Thyroid function.F1"                                               
[60] "If deceased, date of death.F1"                                     

.F2 - F10

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names(data_import)[str_detect(names(data_import),"\\.F2$")]
 [1] "Date of Follow-up.F2"                                    
 [2] "If deceased, date of death.F2"                           
 [3] "If deceased, cause of death.F2"                          
 [4] "Indirect or direct laryngoscopy.F2"                      
 [5] "Oral calcium therapy (fixed dose) due to hypocalcemia.F2"
 [6] "Vitamine D for parathyroid insufficiency.F2"             
 [7] "PTH measured.F2"                                         
 [8] "S-calcium Total(mmol/L).F2"                              
 [9] "S-calcium Total(mg/dl).F2"                               
[10] "S-calcium Ionized(mmol/L).F2"                            
[11] "S-calcium Ionized(mg/dl).F2"                             
[12] "If applicable, oncologic treatment (ongoing).F2"         
[13] "Life status.F2"                                          
[14] "Therapy status.F2"                                       
[15] "Tumour status.F2"                                        
[16] "Follow-up status.F2"                                     
[17] "Basal calcitonin.F2"                                     
[18] "CEA.F2"                                                  
[19] "Stimulated calcitonin.F2"                                

.F11 - F13

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names(data_import)[str_detect(names(data_import),"\\.F13$")]
 [1] "Date of Follow-up.F13"                                    
 [2] "If deceased, date of death.F13"                           
 [3] "If deceased, cause of death.F13"                          
 [4] "Indirect or direct laryngoscopy.F13"                      
 [5] "Oral calcium therapy (fixed dose) due to hypocalcemia.F13"
 [6] "Vitamine D for parathyroid insufficiency.F13"             
 [7] "PTH measured.F13"                                         
 [8] "S-calcium Total(mmol/L).F13"                              
 [9] "S-calcium Total(mg/dl).F13"                               
[10] "S-calcium Ionized(mmol/L).F13"                            
[11] "S-calcium Ionized(mg/dl).F13"                             
[12] "If applicable, oncologic treatment (ongoing).F13"         
[13] "Life status.F13"                                          
[14] "Therapy status.F13"                                       
[15] "Tumour status.F13"                                        
[16] "Follow-up status.F13"                                     

AC.

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names(data_import)[str_detect(names(data_import),"^AC\\.")]
 [1] "AC.Symptoms"                          
 [2] "AC.SymptomsOther"                     
 [3] "AC.DurationOfSymptoms"                
 [4] "AC.ImagingEndoscopy"                  
 [5] "AC.ImagingStaging"                    
 [6] "AC.DiscussedMDT"                      
 [7] "AC.PreoperativeOncologyTreatment"     
 [8] "AC.PreoperativeOncologyTreatmentOther"
 [9] "AC.TypeOfSurgery"                     
[10] "AC.ExtentOfResection"                 
[11] "AC.ExtentOfResectionExtended"         
[12] "AC.Tracheostomy"                      
[13] "AC.LaryngealNervePreserved"           
[14] "AC.MorbidityDindoClavien"             
[15] "AC.RResection"                        
[16] "AC.CapsularInvasion"                  
[17] "AC.VascularInvasion"                  
[18] "AC.SoftTissueInvasion"                
[19] "AC.VitalOrganInvasion"                
[20] "AC.OnkologyTreatment"                 
[21] "AC.OnkologyTreatmentOther"            

MC.

hide
names(data_import)[str_detect(names(data_import),"^MC\\.")]
 [1] "MC.HereditaryDisease"             
 [2] "MC.HereditaryDiseaseExtendNumber" 
 [3] "MC.HereditaryDiseaseExtendText"   
 [4] "MC.BasalCalcitonin"               
 [5] "MC.CEA"                           
 [6] "MC.Imaging"                       
 [7] "MC.StagingOnImaging"              
 [8] "MC.ProphylacticOperation"         
 [9] "MC.RResection"                    
[10] "MC.Ki67"                          
[11] "MC.PercentPositive"               
[12] "MC.BasalCalcitonin_F1"            
[13] "MC.CEA_F1"                        
[14] "MC.OnkologyTreatment_F1"          
[15] "MC.OnkologyTreatmentExtendText_F1"
[16] "MC.LocoregionalDisease"           
[17] "MC.DateForReoperation"            
[18] "MC.CEA_F2"                        
[19] "MC.StimulatedCalcitonin"          
[20] "MC.CalcitoninLevelPgMol"          
[21] "MC.CalcitoninLevelPmolL"          
[22] "MC.TumourStatus"                  
[23] "MC.OnkologyTreatment_F2"