Sunday, October 07, 2018

Latin Squares for Constructing "Williams Designs" - Balanced for First-order Carry-over (Residual) Effects

Courtesy from the website http://statpages.info/latinsq.html, the list below contains the Williams design with 2 to 26 treatment groups. It is unlikely to have a clinical trial with 26 treatment groups. The most number of treatment groups I see is a study with 6 treatment groups. 

In one of my previous posts, I described the Williams design and its usefulness in phase I or clinical pharmacology studies. In a SAS SUGI paper "Generating Randomization Schedules Using SAS Programming", I described how to use SAS program to construct the randomization schedule for a study with Williams design. 

With the limited sample size, the Williams design is the most efficient design and minimizes the potential impact of the carryover effect. In Williams design with an even number of n treatment groups, there will be n number of sequences or an "n by n" square. Each treatment only occurs one time in one sequence, in one period. Furthermore, each treatment only follows another treatment one time. 

If the number of treatments (n) is an odd number, there will be 2 x n number of sequences or two n by n squares. Each treatment only occurs once in one sequence and in two periods. Each treatment only follows another treatment twice. 

With the Latin Square listed below, we can easily construct the crossover design with treatments, periods, and sequences. For example, a study design with 3 treatment groups will have the following assignments: three treatment groups (A, B, C), three periods (period 1, period 2, and period 3), and six sequences (ABC, BCA, CAB, CBA, ACB, and BAC). 

Treatment Sequence
Period 1
Period 2
Period 3
1
A
B
C
2
B
C
A
3
C
A
B
4
C
B
A
5
A
C
B
6
B
A
C


  • Since it is the crossover design, there should be a washout period between each period. It is very common that the washout period is 5 times the half-life. 
  • Randomization is for the sequence, not the treatment group. 
  • Once we know the number of subjects is needed for each sequence, we will know the total number of subjects for the entire study. 
  • Usually, the mixed model is needed for statistical analysis. The statistical model will need to consider the treatment, period, and sequence. An example of the SAS codes for analysis was provided in one of the previous posts "Cookbook SAS Codes for Bioequivalence Test in 2x2x2 Crossover Design"


Williams Design by the Number of Treatment Groups:

Size = 2

A B 
B A 
 
Size = 3

A B C 
B C A 
C A B 
C B A 
A C B 
B A C 
 

Size = 4

A B D C 
B C A D 
C D B A 
D A C B 
 

Size = 5

A B E C D 
B C A D E 
C D B E A 
D E C A B 
E A D B C 
D C E B A 
E D A C B 
A E B D C 
B A C E D 
C B D A E 
 

Size = 6

A B F C E D 
B C A D F E 
C D B E A F 
D E C F B A 
E F D A C B 
F A E B D C 
 

Size = 7

A B G C F D E 
B C A D G E F 
C D B E A F G 
D E C F B G A 
E F D G C A B 
F G E A D B C 
G A F B E C D 
E D F C G B A 
F E G D A C B 
G F A E B D C 
A G B F C E D 
B A C G D F E 
C B D A E G F 
D C E B F A G 
 

Size = 8

A B H C G D F E 
B C A D H E G F 
C D B E A F H G 
D E C F B G A H 
E F D G C H B A 
F G E H D A C B 
G H F A E B D C 
H A G B F C E D 
 

Size = 9

A B I C H D G E F 
B C A D I E H F G 
C D B E A F I G H 
D E C F B G A H I 
E F D G C H B I A 
F G E H D I C A B 
G H F I E A D B C 
H I G A F B E C D 
I A H B G C F D E 
F E G D H C I B A 
G F H E I D A C B 
H G I F A E B D C 
I H A G B F C E D 
A I B H C G D F E 
B A C I D H E G F 
C B D A E I F H G 
D C E B F A G I H 
E D F C G B H A I 
 

Size = 10

A B J C I D H E G F 
B C A D J E I F H G 
C D B E A F J G I H 
D E C F B G A H J I 
E F D G C H B I A J 
F G E H D I C J B A 
G H F I E J D A C B 
H I G J F A E B D C 
I J H A G B F C E D 
J A I B H C G D F E 
 
 
Size = 11

A B K C J D I E H F G 
B C A D K E J F I G H 
C D B E A F K G J H I 
D E C F B G A H K I J 
E F D G C H B I A J K 
F G E H D I C J B K A 
G H F I E J D K C A B 
H I G J F K E A D B C 
I J H K G A F B E C D 
J K I A H B G C F D E 
K A J B I C H D G E F 
G F H E I D J C K B A 
H G I F J E K D A C B 
I H J G K F A E B D C 
J I K H A G B F C E D 
K J A I B H C G D F E 
A K B J C I D H E G F 
B A C K D J E I F H G 
C B D A E K F J G I H 
D C E B F A G K H J I 
E D F C G B H A I K J 
F E G D H C I B J A K 
 
Size = 12

A B L C K D J E I F H G 
B C A D L E K F J G I H 
C D B E A F L G K H J I 
D E C F B G A H L I K J 
E F D G C H B I A J L K 
F G E H D I C J B K A L 
G H F I E J D K C L B A 
H I G J F K E L D A C B 
I J H K G L F A E B D C 
J K I L H A G B F C E D 
K L J A I B H C G D F E 
L A K B J C I D H E G F 
 
 
Size = 13

A B M C L D K E J F I G H 
B C A D M E L F K G J H I 
C D B E A F M G L H K I J 
D E C F B G A H M I L J K 
E F D G C H B I A J M K L 
F G E H D I C J B K A L M 
G H F I E J D K C L B M A 
H I G J F K E L D M C A B 
I J H K G L F M E A D B C 
J K I L H M G A F B E C D 
K L J M I A H B G C F D E 
L M K A J B I C H D G E F 
M A L B K C J D I E H F G 
H G I F J E K D L C M B A 
I H J G K F L E M D A C B 
J I K H L G M F A E B D C 
K J L I M H A G B F C E D 
L K M J A I B H C G D F E 
M L A K B J C I D H E G F 
A M B L C K D J E I F H G 
B A C M D L E K F J G I H 
C B D A E M F L G K H J I 
D C E B F A G M H L I K J 
E D F C G B H A I M J L K 
F E G D H C I B J A K M L 
G F H E I D J C K B L A M 
 
 
Size = 14

A B N C M D L E K F J G I H 
B C A D N E M F L G K H J I 
C D B E A F N G M H L I K J 
D E C F B G A H N I M J L K 
E F D G C H B I A J N K M L 
F G E H D I C J B K A L N M 
G H F I E J D K C L B M A N 
H I G J F K E L D M C N B A 
I J H K G L F M E N D A C B 
J K I L H M G N F A E B D C 
K L J M I N H A G B F C E D 
L M K N J A I B H C G D F E 
M N L A K B J C I D H E G F 
N A M B L C K D J E I F H G 
 
 
Size = 15

A B O C N D M E L F K G J H I 
B C A D O E N F M G L H K I J 
C D B E A F O G N H M I L J K 
D E C F B G A H O I N J M K L 
E F D G C H B I A J O K N L M 
F G E H D I C J B K A L O M N 
G H F I E J D K C L B M A N O 
H I G J F K E L D M C N B O A 
I J H K G L F M E N D O C A B 
J K I L H M G N F O E A D B C 
K L J M I N H O G A F B E C D 
L M K N J O I A H B G C F D E 
M N L O K A J B I C H D G E F 
N O M A L B K C J D I E H F G 
O A N B M C L D K E J F I G H 
I H J G K F L E M D N C O B A 
J I K H L G M F N E O D A C B 
K J L I M H N G O F A E B D C 
L K M J N I O H A G B F C E D 
M L N K O J A I B H C G D F E 
N M O L A K B J C I D H E G F 
O N A M B L C K D J E I F H G 
A O B N C M D L E K F J G I H 
B A C O D N E M F L G K H J I 
C B D A E O F N G M H L I K J 
D C E B F A G O H N I M J L K 
E D F C G B H A I O J N K M L 
F E G D H C I B J A K O L N M 
G F H E I D J C K B L A M O N 
H G I F J E K D L C M B N A O 
 

Size = 16

A B P C O D N E M F L G K H J I 
B C A D P E O F N G M H L I K J 
C D B E A F P G O H N I M J L K 
D E C F B G A H P I O J N K M L 
E F D G C H B I A J P K O L N M 
F G E H D I C J B K A L P M O N 
G H F I E J D K C L B M A N P O 
H I G J F K E L D M C N B O A P 
I J H K G L F M E N D O C P B A 
J K I L H M G N F O E P D A C B 
K L J M I N H O G P F A E B D C 
L M K N J O I P H A G B F C E D 
M N L O K P J A I B H C G D F E 
N O M P L A K B J C I D H E G F 
O P N A M B L C K D J E I F H G 
P A O B N C M D L E K F J G I H 
 
Size = 17

A B Q C P D O E N F M G L H K I J 
B C A D Q E P F O G N H M I L J K 
C D B E A F Q G P H O I N J M K L 
D E C F B G A H Q I P J O K N L M 
E F D G C H B I A J Q K P L O M N 
F G E H D I C J B K A L Q M P N O 
G H F I E J D K C L B M A N Q O P 
H I G J F K E L D M C N B O A P Q 
I J H K G L F M E N D O C P B Q A 
J K I L H M G N F O E P D Q C A B 
K L J M I N H O G P F Q E A D B C 
L M K N J O I P H Q G A F B E C D 
M N L O K P J Q I A H B G C F D E 
N O M P L Q K A J B I C H D G E F 
O P N Q M A L B K C J D I E H F G 
P Q O A N B M C L D K E J F I G H 
Q A P B O C N D M E L F K G J H I 
J I K H L G M F N E O D P C Q B A 
K J L I M H N G O F P E Q D A C B 
L K M J N I O H P G Q F A E B D C 
M L N K O J P I Q H A G B F C E D 
N M O L P K Q J A I B H C G D F E 
O N P M Q L A K B J C I D H E G F 
P O Q N A M B L C K D J E I F H G 
Q P A O B N C M D L E K F J G I H 
A Q B P C O D N E M F L G K H J I 
B A C Q D P E O F N G M H L I K J 
C B D A E Q F P G O H N I M J L K 
D C E B F A G Q H P I O J N K M L 
E D F C G B H A I Q J P K O L N M 
F E G D H C I B J A K Q L P M O N 
G F H E I D J C K B L A M Q N P O 
H G I F J E K D L C M B N A O Q P 
I H J G K F L E M D N C O B P A Q 
 
 

Size = 18

A B R C Q D P E O F N G M H L I K J 
B C A D R E Q F P G O H N I M J L K 
C D B E A F R G Q H P I O J N K M L 
D E C F B G A H R I Q J P K O L N M 
E F D G C H B I A J R K Q L P M O N 
F G E H D I C J B K A L R M Q N P O 
G H F I E J D K C L B M A N R O Q P 
H I G J F K E L D M C N B O A P R Q 
I J H K G L F M E N D O C P B Q A R 
J K I L H M G N F O E P D Q C R B A 
K L J M I N H O G P F Q E R D A C B 
L M K N J O I P H Q G R F A E B D C 
M N L O K P J Q I R H A G B F C E D 
N O M P L Q K R J A I B H C G D F E 
O P N Q M R L A K B J C I D H E G F 
P Q O R N A M B L C K D J E I F H G 
Q R P A O B N C M D L E K F J G I H 
R A Q B P C O D N E M F L G K H J I 
 

Size = 19

A B S C R D Q E P F O G N H M I L J K 
B C A D S E R F Q G P H O I N J M K L 
C D B E A F S G R H Q I P J O K N L M 
D E C F B G A H S I R J Q K P L O M N 
E F D G C H B I A J S K R L Q M P N O 
F G E H D I C J B K A L S M R N Q O P 
G H F I E J D K C L B M A N S O R P Q 
H I G J F K E L D M C N B O A P S Q R 
I J H K G L F M E N D O C P B Q A R S 
J K I L H M G N F O E P D Q C R B S A 
K L J M I N H O G P F Q E R D S C A B 
L M K N J O I P H Q G R F S E A D B C 
M N L O K P J Q I R H S G A F B E C D 
N O M P L Q K R J S I A H B G C F D E 
O P N Q M R L S K A J B I C H D G E F 
P Q O R N S M A L B K C J D I E H F G 
Q R P S O A N B M C L D K E J F I G H 
R S Q A P B O C N D M E L F K G J H I 
S A R B Q C P D O E N F M G L H K I J 
K J L I M H N G O F P E Q D R C S B A 
L K M J N I O H P G Q F R E S D A C B 
M L N K O J P I Q H R G S F A E B D C 
N M O L P K Q J R I S H A G B F C E D 
O N P M Q L R K S J A I B H C G D F E 
P O Q N R M S L A K B J C I D H E G F 
Q P R O S N A M B L C K D J E I F H G 
R Q S P A O B N C M D L E K F J G I H 
S R A Q B P C O D N E M F L G K H J I 
A S B R C Q D P E O F N G M H L I K J 
B A C S D R E Q F P G O H N I M J L K 
C B D A E S F R G Q H P I O J N K M L 
D C E B F A G S H R I Q J P K O L N M 
E D F C G B H A I S J R K Q L P M O N 
F E G D H C I B J A K S L R M Q N P O 
G F H E I D J C K B L A M S N R O Q P 
H G I F J E K D L C M B N A O S P R Q 
I H J G K F L E M D N C O B P A Q S R 
J I K H L G M F N E O D P C Q B R A S 
 

Size = 20

A B T C S D R E Q F P G O H N I M J L K 
B C A D T E S F R G Q H P I O J N K M L 
C D B E A F T G S H R I Q J P K O L N M 
D E C F B G A H T I S J R K Q L P M O N 
E F D G C H B I A J T K S L R M Q N P O 
F G E H D I C J B K A L T M S N R O Q P 
G H F I E J D K C L B M A N T O S P R Q 
H I G J F K E L D M C N B O A P T Q S R 
I J H K G L F M E N D O C P B Q A R T S 
J K I L H M G N F O E P D Q C R B S A T 
K L J M I N H O G P F Q E R D S C T B A 
L M K N J O I P H Q G R F S E T D A C B 
M N L O K P J Q I R H S G T F A E B D C 
N O M P L Q K R J S I T H A G B F C E D 
O P N Q M R L S K T J A I B H C G D F E 
P Q O R N S M T L A K B J C I D H E G F 
Q R P S O T N A M B L C K D J E I F H G 
R S Q T P A O B N C M D L E K F J G I H 
S T R A Q B P C O D N E M F L G K H J I 
T A S B R C Q D P E O F N G M H L I K J 
 

Size = 21

A B U C T D S E R F Q G P H O I N J M K L 
B C A D U E T F S G R H Q I P J O K N L M 
C D B E A F U G T H S I R J Q K P L O M N 
D E C F B G A H U I T J S K R L Q M P N O 
E F D G C H B I A J U K T L S M R N Q O P 
F G E H D I C J B K A L U M T N S O R P Q 
G H F I E J D K C L B M A N U O T P S Q R 
H I G J F K E L D M C N B O A P U Q T R S 
I J H K G L F M E N D O C P B Q A R U S T 
J K I L H M G N F O E P D Q C R B S A T U 
K L J M I N H O G P F Q E R D S C T B U A 
L M K N J O I P H Q G R F S E T D U C A B 
M N L O K P J Q I R H S G T F U E A D B C 
N O M P L Q K R J S I T H U G A F B E C D 
O P N Q M R L S K T J U I A H B G C F D E 
P Q O R N S M T L U K A J B I C H D G E F 
Q R P S O T N U M A L B K C J D I E H F G 
R S Q T P U O A N B M C L D K E J F I G H 
S T R U Q A P B O C N D M E L F K G J H I 
T U S A R B Q C P D O E N F M G L H K I J 
U A T B S C R D Q E P F O G N H M I L J K 
L K M J N I O H P G Q F R E S D T C U B A 
M L N K O J P I Q H R G S F T E U D A C B 
N M O L P K Q J R I S H T G U F A E B D C 
O N P M Q L R K S J T I U H A G B F C E D 
P O Q N R M S L T K U J A I B H C G D F E 
Q P R O S N T M U L A K B J C I D H E G F 
R Q S P T O U N A M B L C K D J E I F H G 
S R T Q U P A O B N C M D L E K F J G I H 
T S U R A Q B P C O D N E M F L G K H J I 
U T A S B R C Q D P E O F N G M H L I K J 
A U B T C S D R E Q F P G O H N I M J L K 
B A C U D T E S F R G Q H P I O J N K M L 
C B D A E U F T G S H R I Q J P K O L N M 
D C E B F A G U H T I S J R K Q L P M O N 
E D F C G B H A I U J T K S L R M Q N P O 
F E G D H C I B J A K U L T M S N R O Q P 
G F H E I D J C K B L A M U N T O S P R Q 
H G I F J E K D L C M B N A O U P T Q S R 
I H J G K F L E M D N C O B P A Q U R T S 
J I K H L G M F N E O D P C Q B R A S U T 
K J L I M H N G O F P E Q D R C S B T A U 
 


Size = 22

A B V C U D T E S F R G Q H P I O J N K M L 
B C A D V E U F T G S H R I Q J P K O L N M 
C D B E A F V G U H T I S J R K Q L P M O N 
D E C F B G A H V I U J T K S L R M Q N P O 
E F D G C H B I A J V K U L T M S N R O Q P 
F G E H D I C J B K A L V M U N T O S P R Q 
G H F I E J D K C L B M A N V O U P T Q S R 
H I G J F K E L D M C N B O A P V Q U R T S 
I J H K G L F M E N D O C P B Q A R V S U T 
J K I L H M G N F O E P D Q C R B S A T V U 
K L J M I N H O G P F Q E R D S C T B U A V 
L M K N J O I P H Q G R F S E T D U C V B A 
M N L O K P J Q I R H S G T F U E V D A C B 
N O M P L Q K R J S I T H U G V F A E B D C 
O P N Q M R L S K T J U I V H A G B F C E D 
P Q O R N S M T L U K V J A I B H C G D F E 
Q R P S O T N U M V L A K B J C I D H E G F 
R S Q T P U O V N A M B L C K D J E I F H G 
S T R U Q V P A O B N C M D L E K F J G I H 
T U S V R A Q B P C O D N E M F L G K H J I 
U V T A S B R C Q D P E O F N G M H L I K J 
V A U B T C S D R E Q F P G O H N I M J L K 
 


Size = 23

A B W C V D U E T F S G R H Q I P J O K N L M 
B C A D W E V F U G T H S I R J Q K P L O M N 
C D B E A F W G V H U I T J S K R L Q M P N O 
D E C F B G A H W I V J U K T L S M R N Q O P 
E F D G C H B I A J W K V L U M T N S O R P Q 
F G E H D I C J B K A L W M V N U O T P S Q R 
G H F I E J D K C L B M A N W O V P U Q T R S 
H I G J F K E L D M C N B O A P W Q V R U S T 
I J H K G L F M E N D O C P B Q A R W S V T U 
J K I L H M G N F O E P D Q C R B S A T W U V 
K L J M I N H O G P F Q E R D S C T B U A V W 
L M K N J O I P H Q G R F S E T D U C V B W A 
M N L O K P J Q I R H S G T F U E V D W C A B 
N O M P L Q K R J S I T H U G V F W E A D B C 
O P N Q M R L S K T J U I V H W G A F B E C D 
P Q O R N S M T L U K V J W I A H B G C F D E 
Q R P S O T N U M V L W K A J B I C H D G E F 
R S Q T P U O V N W M A L B K C J D I E H F G 
S T R U Q V P W O A N B M C L D K E J F I G H 
T U S V R W Q A P B O C N D M E L F K G J H I 
U V T W S A R B Q C P D O E N F M G L H K I J 
V W U A T B S C R D Q E P F O G N H M I L J K 
W A V B U C T D S E R F Q G P H O I N J M K L 
M L N K O J P I Q H R G S F T E U D V C W B A 
N M O L P K Q J R I S H T G U F V E W D A C B 
O N P M Q L R K S J T I U H V G W F A E B D C 
P O Q N R M S L T K U J V I W H A G B F C E D 
Q P R O S N T M U L V K W J A I B H C G D F E 
R Q S P T O U N V M W L A K B J C I D H E G F 
S R T Q U P V O W N A M B L C K D J E I F H G 
T S U R V Q W P A O B N C M D L E K F J G I H 
U T V S W R A Q B P C O D N E M F L G K H J I 
V U W T A S B R C Q D P E O F N G M H L I K J 
W V A U B T C S D R E Q F P G O H N I M J L K 
A W B V C U D T E S F R G Q H P I O J N K M L 
B A C W D V E U F T G S H R I Q J P K O L N M 
C B D A E W F V G U H T I S J R K Q L P M O N 
D C E B F A G W H V I U J T K S L R M Q N P O 
E D F C G B H A I W J V K U L T M S N R O Q P 
F E G D H C I B J A K W L V M U N T O S P R Q 
G F H E I D J C K B L A M W N V O U P T Q S R 
H G I F J E K D L C M B N A O W P V Q U R T S 
I H J G K F L E M D N C O B P A Q W R V S U T 
J I K H L G M F N E O D P C Q B R A S W T V U 
K J L I M H N G O F P E Q D R C S B T A U W V 
L K M J N I O H P G Q F R E S D T C U B V A W 
 

Size = 24

A B X C W D V E U F T G S H R I Q J P K O L N M 
B C A D X E W F V G U H T I S J R K Q L P M O N 
C D B E A F X G W H V I U J T K S L R M Q N P O 
D E C F B G A H X I W J V K U L T M S N R O Q P 
E F D G C H B I A J X K W L V M U N T O S P R Q 
F G E H D I C J B K A L X M W N V O U P T Q S R 
G H F I E J D K C L B M A N X O W P V Q U R T S 
H I G J F K E L D M C N B O A P X Q W R V S U T 
I J H K G L F M E N D O C P B Q A R X S W T V U 
J K I L H M G N F O E P D Q C R B S A T X U W V 
K L J M I N H O G P F Q E R D S C T B U A V X W 
L M K N J O I P H Q G R F S E T D U C V B W A X 
M N L O K P J Q I R H S G T F U E V D W C X B A 
N O M P L Q K R J S I T H U G V F W E X D A C B 
O P N Q M R L S K T J U I V H W G X F A E B D C 
P Q O R N S M T L U K V J W I X H A G B F C E D 
Q R P S O T N U M V L W K X J A I B H C G D F E 
R S Q T P U O V N W M X L A K B J C I D H E G F 
S T R U Q V P W O X N A M B L C K D J E I F H G 
T U S V R W Q X P A O B N C M D L E K F J G I H 
U V T W S X R A Q B P C O D N E M F L G K H J I 
V W U X T A S B R C Q D P E O F N G M H L I K J 
W X V A U B T C S D R E Q F P G O H N I M J L K 
X A W B V C U D T E S F R G Q H P I O J N K M L 
 
 

Size = 25

A B Y C X D W E V F U G T H S I R J Q K P L O M N 
B C A D Y E X F W G V H U I T J S K R L Q M P N O 
C D B E A F Y G X H W I V J U K T L S M R N Q O P 
D E C F B G A H Y I X J W K V L U M T N S O R P Q 
E F D G C H B I A J Y K X L W M V N U O T P S Q R 
F G E H D I C J B K A L Y M X N W O V P U Q T R S 
G H F I E J D K C L B M A N Y O X P W Q V R U S T 
H I G J F K E L D M C N B O A P Y Q X R W S V T U 
I J H K G L F M E N D O C P B Q A R Y S X T W U V 
J K I L H M G N F O E P D Q C R B S A T Y U X V W 
K L J M I N H O G P F Q E R D S C T B U A V Y W X 
L M K N J O I P H Q G R F S E T D U C V B W A X Y 
M N L O K P J Q I R H S G T F U E V D W C X B Y A 
N O M P L Q K R J S I T H U G V F W E X D Y C A B 
O P N Q M R L S K T J U I V H W G X F Y E A D B C 
P Q O R N S M T L U K V J W I X H Y G A F B E C D 
Q R P S O T N U M V L W K X J Y I A H B G C F D E 
R S Q T P U O V N W M X L Y K A J B I C H D G E F 
S T R U Q V P W O X N Y M A L B K C J D I E H F G 
T U S V R W Q X P Y O A N B M C L D K E J F I G H 
U V T W S X R Y Q A P B O C N D M E L F K G J H I 
V W U X T Y S A R B Q C P D O E N F M G L H K I J 
W X V Y U A T B S C R D Q E P F O G N H M I L J K 
X Y W A V B U C T D S E R F Q G P H O I N J M K L 
Y A X B W C V D U E T F S G R H Q I P J O K N L M 
N M O L P K Q J R I S H T G U F V E W D X C Y B A 
O N P M Q L R K S J T I U H V G W F X E Y D A C B 
P O Q N R M S L T K U J V I W H X G Y F A E B D C 
Q P R O S N T M U L V K W J X I Y H A G B F C E D 
R Q S P T O U N V M W L X K Y J A I B H C G D F E 
S R T Q U P V O W N X M Y L A K B J C I D H E G F 
T S U R V Q W P X O Y N A M B L C K D J E I F H G 
U T V S W R X Q Y P A O B N C M D L E K F J G I H 
V U W T X S Y R A Q B P C O D N E M F L G K H J I 
W V X U Y T A S B R C Q D P E O F N G M H L I K J 
X W Y V A U B T C S D R E Q F P G O H N I M J L K 
Y X A W B V C U D T E S F R G Q H P I O J N K M L 
A Y B X C W D V E U F T G S H R I Q J P K O L N M 
B A C Y D X E W F V G U H T I S J R K Q L P M O N 
C B D A E Y F X G W H V I U J T K S L R M Q N P O 
D C E B F A G Y H X I W J V K U L T M S N R O Q P 
E D F C G B H A I Y J X K W L V M U N T O S P R Q 
F E G D H C I B J A K Y L X M W N V O U P T Q S R 
G F H E I D J C K B L A M Y N X O W P V Q U R T S 
H G I F J E K D L C M B N A O Y P X Q W R V S U T 
I H J G K F L E M D N C O B P A Q Y R X S W T V U 
J I K H L G M F N E O D P C Q B R A S Y T X U W V 
K J L I M H N G O F P E Q D R C S B T A U Y V X W 
L K M J N I O H P G Q F R E S D T C U B V A W Y X 
M L N K O J P I Q H R G S F T E U D V C W B X A Y 
 


Size = 26

A B Z C Y D X E W F V G U H T I S J R K Q L P M O N 
B C A D Z E Y F X G W H V I U J T K S L R M Q N P O 
C D B E A F Z G Y H X I W J V K U L T M S N R O Q P 
D E C F B G A H Z I Y J X K W L V M U N T O S P R Q 
E F D G C H B I A J Z K Y L X M W N V O U P T Q S R 
F G E H D I C J B K A L Z M Y N X O W P V Q U R T S 
G H F I E J D K C L B M A N Z O Y P X Q W R V S U T 
H I G J F K E L D M C N B O A P Z Q Y R X S W T V U 
I J H K G L F M E N D O C P B Q A R Z S Y T X U W V 
J K I L H M G N F O E P D Q C R B S A T Z U Y V X W 
K L J M I N H O G P F Q E R D S C T B U A V Z W Y X 
L M K N J O I P H Q G R F S E T D U C V B W A X Z Y 
M N L O K P J Q I R H S G T F U E V D W C X B Y A Z 
N O M P L Q K R J S I T H U G V F W E X D Y C Z B A 
O P N Q M R L S K T J U I V H W G X F Y E Z D A C B 
P Q O R N S M T L U K V J W I X H Y G Z F A E B D C 
Q R P S O T N U M V L W K X J Y I Z H A G B F C E D 
R S Q T P U O V N W M X L Y K Z J A I B H C G D F E 
S T R U Q V P W O X N Y M Z L A K B J C I D H E G F 
T U S V R W Q X P Y O Z N A M B L C K D J E I F H G 
U V T W S X R Y Q Z P A O B N C M D L E K F J G I H 
V W U X T Y S Z R A Q B P C O D N E M F L G K H J I 
W X V Y U Z T A S B R C Q D P E O F N G M H L I K J 
X Y W Z V A U B T C S D R E Q F P G O H N I M J L K 
Y Z X A W B V C U D T E S F R G Q H P I O J N K M L 
Z A Y B X C W D V E U F T G S H R I Q J P K O L N M 

3 comments:

  1. Anonymous6:36 AM

    A really useful post - I've only seen methods in R for Williams designs before.
    Out of interest - a bit of an aside - is there anything on futility and drop-the-loser approaches at interims for such multi-arm crossovers.
    I'd have thought it might be complicated to drop a treatment when there are patients assigned to a sequence who have yet to undergo their period with the (dropped) treatment

    ReplyDelete
  2. Anonymous8:49 PM

    Thank you for this. So the second half of the grid is simply the reverse of the first? You could generator a latin square and just reverse it, am I correct?

    ReplyDelete
  3. Anonymous10:22 PM

    A problem with Willams Squares is that the sequences are not balances across the design. It is acparticular issue with consumer tests involving hundreds of consumers.

    ReplyDelete